Airbnb is one of the most popular online community marketplace for people ('hosts) to list properties, book experiences and discover places. Hosts are reponsible for setting prices for the listings. It is hard for newcomers to set an accurate price to compete with other experience hosts.
As one of the most popular cities in Europe, London has over 80,000 listings as of May 2019. In such fierce competition environments, it is important to know which factors driving the price of listings. In this post, we will perform data analysis to extract useful insights about rental landscape in London. And applying machine learning models to predict the price for listings in London.
Inside Airbnb has provided data that is sourced from public available infomration from Airbnb webiste. The data we used for this project is compiled on 05 May, 2019. The dataset comprised of three tables and a geojson file of London boroughs:
listings - Deatailed listings data for Londoncalendar - Deatailed bookings for the next calendar year of listingsreviews - Detailed reviews data for listings in London.neigbourhoods - geojson file of boroughs of London.Import libraries and write settings here.
# Data manipulation
import pandas as pd
import numpy as np
import matplotlib.pyplot as plt
from matplotlib import dates
import seaborn as sns
import folium
from pprint import pprint
import datetime
from sklearn.feature_extraction.text import CountVectorizer
from sklearn.model_selection import train_test_split, RandomizedSearchCV
from sklearn.ensemble import RandomForestRegressor
from sklearn.metrics import mean_squared_error, r2_score
from catboost import CatBoostRegressor
# Options for pandas
pd.options.display.max_columns = 50
pd.options.display.max_rows = 100
sns.set()
# Graphics in SVG format are more sharp and legible
%config InlineBackend.figure_format = 'svg'
%matplotlib inline
# Display all cell outputs
from IPython.core.interactiveshell import InteractiveShell
InteractiveShell.ast_node_interactivity = 'all'
from IPython import get_ipython
ipython = get_ipython()
df_reviews = pd.read_csv('data/reviews.csv.gz', low_memory=False)
df_reviews['datnum'] = dates.datestr2num(df_reviews['date'])
num_reviews = df_reviews.groupby(['datnum'])['listing_id'].count()
num_reviews_df = num_reviews.to_frame().reset_index()
num_reviews_2017 = num_reviews_df[(num_reviews_df.datnum >= 736330) &
(num_reviews_df.datnum <= 736695)]
num_reviews_2018 = num_reviews_df[(num_reviews_df.datnum >= 736695) &
(num_reviews_df.datnum <= 737060)]
How is the demand for Airbnb changing in London?
@plt.FuncFormatter
def fake_month(x, pos):
""" Custom formater to turn floats into Month"""
return dates.num2date(x).strftime("%B")
@plt.FuncFormatter
def fake_year(x, pos):
""" Custom formater to turn floats into Year"""
return dates.num2date(x).strftime("%Y")
def review_plot(data, major_format, filename, xlabel, title, xlim=None, figsize=(8,5)):
"""Plot the number of reviews for listings and save the figure
Argument:
=========
data: pandas dataframe
major_format: func object, formattor function
filename: str, to save the graph
xlabel: str
title: str
xlim: the x-axis ticks limits
"""
fig, ax = plt.subplots(figsize=(8, 5))
sns.regplot(x='datnum', y='listing_id', data=data, ax=ax, lowess=True,
scatter_kws={"color": "#43a2ca", "alpha": 0.4},
line_kws={"color": "red"})
ax.set_xlim(xlim)
ax.xaxis.set_major_formatter(major_format)
ax.set_title(title)
ax.set_xlabel(xlabel)
ax.set_ylabel('Number of reviews for unqiue listings')
fig.tight_layout()
reviews_plot.figure.savefig(filename, dpi=800);
review_plot(num_reviews_2017, fake_month, 'review_2017', 'Month',
'Number of reviews in 2017', xlim=(736330, 736695))
review_plot(num_reviews_2018, fake_month, 'review_2018', 'Month',
'Number of reviews in 2018', xlim=(736695, 737060))
review_plot(num_reviews_df, fake_year, 'total_reviews', 'Year',
'Number of reviews across years')
df_calendar = pd.read_csv('data/calendar.csv.gz', low_memory=False)
print(f"There are {df_calendar.listing_id.nunique()} of unique listings")
There are 80767 of unique listings
df_calendar.info()
<class 'pandas.core.frame.DataFrame'> RangeIndex: 29480811 entries, 0 to 29480810 Data columns (total 7 columns): listing_id int64 date object available object price object adjusted_price object minimum_nights float64 maximum_nights float64 dtypes: float64(2), int64(1), object(4) memory usage: 1.5+ GB
def clean_df(df):
"""Remove the dollar sign in front of price and adjusted_price, Convert the categorical varaible into binary variable,
and turn date to datetime object.
inputs:
df: A pandas dataframe object
returns:
df: A cleaned version of dataframe
"""
df1 = df.copy()
df1['price'] = df1['price'].str.replace(',', '')
df1['price'] = df1['price'].str.replace('$', '').astype(float)
df1['adjusted_price'] = df1['adjusted_price'].str.replace(',', '')
df1['adjusted_price'] = df1['adjusted_price'].str.replace('$', '').astype(float)
df1['bookings'] = df1['available'].map(lambda x: 0 if x == 't' else 1)
df1['date'] = pd.to_datetime(df1['date'])
return df1
cleaned_calendar = clean_df(df_calendar)
num_bookings = cleaned_calendar.groupby(['listing_id']).bookings.count()
num_bookings[num_bookings > 365].head()
listing_id 41712 366 83308 366 98541 366 127652 366 139142 366 Name: bookings, dtype: int64
cleaned_calendar = cleaned_calendar[cleaned_calendar.date != '2020-05-05']
avg_booked_rate = cleaned_calendar.groupby('date')['bookings'].mean()
avg_booked_rate.tail()
date 2020-04-30 0.711603 2020-05-01 0.711107 2020-05-02 0.710934 2020-05-03 0.710154 2020-05-04 0.691769 Name: bookings, dtype: float64
fig, ax = plt.subplots(figsize=(10,4))
lineplot = sns.lineplot(color='b',
ax=ax,
data = avg_booked_rate)
ax.set_title('London Airbnb Calendar')
ax.set_ylabel('Occupancy Rate')
lineplot.figure.savefig('calendar.png', dpi=800);
cleaned_calendar['month'] = cleaned_calendar['date'].dt.strftime('%B')
monthly_price = cleaned_calendar.groupby(['date'], sort=False)['price'].mean()
monthly_price_df = monthly_price.to_frame().reset_index()
monthly_price_df['month'] = monthly_price_df['date'].dt.strftime('%B')
#monthly_price_df['day'] = monthly_price_df['date'].dt.strftime('%A')
monthly_price_df = monthly_price_df[monthly_price_df.price > 105]
monthly_price_df.info()
<class 'pandas.core.frame.DataFrame'> Int64Index: 365 entries, 0 to 364 Data columns (total 3 columns): date 365 non-null datetime64[ns] price 365 non-null float64 month 365 non-null object dtypes: datetime64[ns](1), float64(1), object(1) memory usage: 11.4+ KB
Which month is more expensive to travel on?
fig, ax = plt.subplots(figsize=(12, 7))
monthly_boxplot = sns.boxplot(monthly_price_df.price, monthly_price_df.month)
ax.set_xlabel('Average Price', fontsize=12)
ax.set_ylabel('Month', fontsize=12)
ax.set_title('Boxplots of Average Price by Month', fontsize=16);
df_listings = pd.read_csv('data/listings.csv.gz', low_memory=False)
print(f'There are {df_listings.shape[0]} number of listings in London as of {df_listings.last_scraped.max()}')
There are 80767 number of listings in London as of 2019-05-07
df_listings.isna().mean().sort_values(ascending=False)[:60]
jurisdiction_names 1.000000 neighbourhood_group_cleansed 1.000000 xl_picture_url 1.000000 host_acceptance_rate 1.000000 medium_url 1.000000 thumbnail_url 1.000000 license 0.997920 square_feet 0.994503 monthly_price 0.931643 weekly_price 0.903946 notes 0.609791 access 0.436701 interaction 0.425260 house_rules 0.416160 host_about 0.416098 neighborhood_overview 0.371761 transit 0.371600 security_deposit 0.353857 host_response_rate 0.314510 host_response_time 0.314510 space 0.308567 review_scores_checkin 0.276895 review_scores_location 0.276895 review_scores_value 0.276895 review_scores_accuracy 0.276190 review_scores_communication 0.276177 review_scores_cleanliness 0.276041 review_scores_rating 0.275533 cleaning_fee 0.262582 first_review 0.254720 last_review 0.254720 reviews_per_month 0.254720 host_neighbourhood 0.240284 state 0.213553 summary 0.044696 zipcode 0.024168 description 0.020404 market 0.010896 host_location 0.003293 bathrooms 0.001832 city 0.001733 beds 0.001659 host_picture_url 0.000607 host_identity_verified 0.000607 host_has_profile_pic 0.000607 host_total_listings_count 0.000607 host_listings_count 0.000607 host_since 0.000607 host_thumbnail_url 0.000607 host_is_superhost 0.000607 host_name 0.000607 bedrooms 0.000458 name 0.000334 neighbourhood 0.000012 scrape_id 0.000000 last_scraped 0.000000 experiences_offered 0.000000 host_verifications 0.000000 picture_url 0.000000 street 0.000000 dtype: float64
jurisdiction_names, neighbourhood_group_cleansed, xl_picture_url, host_acceptance_rate, medium_url, thumbnail_url, license, square_feet, monthly_price and weekly_price.listing_url, scrape_id, last_scraped, calendar_updated, host_since can also be dropped because it does not contribute to price prediction.is_location_exact , host_neighbourhood, street, neighbourhood, city, state, zipcode, market, smart_location, country_code country, latitude and longitude will also be dropped. Most of these infomrations are overlapped. We only retain the neighbourhood_cleansed column which contains the borough of each listings. name, summary, space, description, host_verifications, house_rules can be dropped.first_reviews and last_reviews will also be dropped because not many people look at the time of the reviews. People are more concerned with the number of reviews when they looking for listings.number_of_reviews is highly correlated with number_of_reviews_ltm and reviews_per_month and thus can be dropped.
*def annotated_heatmap(df, col, figsize=(11, 15)):
"""Return annotated heatmap of specific columns
Arguments
=========
col - a list of quantative columns
"""
corr = df[col].corr()
# mask to hide upper triangle
mask = np.zeros_like(corr, dtype=np.bool)
mask[np.triu_indices_from(mask)] = True
f, ax = plt.subplots(figsize=figsize)
heatmap = sns.heatmap(corr,
mask=mask,
square=True,
linewidths=.5,
cmap='coolwarm',
cbar_kws={'shrink': .5,
'ticks': [-1, -.5, 0, 0.5, 1]},
vmin=-1,
vmax=1,
annot=True,
annot_kws={'size': 10})
# add the column names as labels
ax.set_yticklabels(corr.columns, rotation=0)
ax.set_xticklabels(corr.columns)
sns.set_style({'xtick.bottom': True}, {'ytick.left': True})
def plot_categorical(df, x, filename, hue=None, palette='Set1', figsize=(10, 4)):
"""
Function that plot categorical column
Argument
=======
df: pandas dataframe
x: str. horizontal axis to plot the categorical column, y would be the count
filename: str
hue: seaborn hue argument. Grouping variable that will produce bars with different colors.
palette: array, color of the plot
figsize: the size of the figure
Returns
=======
A count plot for categorical column
"""
fig, ax = plt.subplots(figsize=figsize)
countplot = sns.countplot(x=x, hue=hue, data=df, palette=palette)
ax.set_title(f'Count plot for {x}')
ax.grid(False)
countplot.figure.savefig(f'{filename}.png', dpi=800)
df_listings = df_listings.drop(['jurisdiction_names', 'neighbourhood_group_cleansed', 'xl_picture_url', 'host_acceptance_rate',
'medium_url', 'thumbnail_url', 'license', 'square_feet', 'monthly_price', 'weekly_price',
'listing_url', 'scrape_id', 'last_scraped', 'calendar_updated', 'house_rules'], axis=1)
df_listings = df_listings.drop(['name', 'summary', 'space', 'description', 'neighborhood_overview', 'notes', 'transit', 'access', 'interaction',
'picture_url', 'host_id', 'host_url', 'host_name', 'host_location', 'host_about', 'host_thumbnail_url', 'host_picture_url',
'host_neighbourhood', 'city', 'street', 'neighbourhood', 'state', 'zipcode', 'market', 'smart_location', 'country_code', 'country',
'longitude', 'latitude', 'calendar_last_scraped', 'host_verifications', 'is_location_exact', 'host_since', 'first_review',
'last_review', 'bed_type', 'number_of_reviews_ltm', 'reviews_per_month'], axis=1)
Minimum nights is highly correlated with minimum_minimum_nights, maximum_minum_nights and minimum_nights_avg_ntm. Likewise, Maximum nights is highly correlated with minimum_maximum_nights, maximum_maximum_nights and maximum_nights_avg_ntm. Thus we can keep only the minimum_nights and maximum_nights columns
host_listings_count is highly correlated with host_total_listings_count, calculated_host_listings_count, and calculated_host_listings_count_entire_homes. so we only need to keep host_listings_count.
filtered_col = ['minimum_nights', 'maximum_nights',
'minimum_minimum_nights', 'maximum_minimum_nights',
'minimum_maximum_nights', 'maximum_maximum_nights',
'minimum_nights_avg_ntm', 'maximum_nights_avg_ntm',
'host_listings_count', 'host_total_listings_count',
'calculated_host_listings_count', 'calculated_host_listings_count_entire_homes',
'bedrooms', 'beds', 'bathrooms', 'calculated_host_listings_count_private_rooms',
'calculated_host_listings_count_shared_rooms',
]
annotated_heatmap(df_listings, filtered_col, (15, 15))
df_listings = df_listings.drop(['minimum_minimum_nights', 'maximum_minimum_nights',
'minimum_maximum_nights', 'maximum_maximum_nights',
'minimum_nights_avg_ntm', 'maximum_nights_avg_ntm',
'host_total_listings_count', 'calculated_host_listings_count',
'calculated_host_listings_count_entire_homes', 'beds',
'calculated_host_listings_count_private_rooms',
'calculated_host_listings_count_shared_rooms'], axis=1)
availability_30, availability_60, availability_90 and availability_365 are highly correlated and thus we only need to keep one column. Moreover, Airbnb impose a 90-day renting limit to all listings across London. So availability_90 is kept in this casedf_listings['has_availability'].value_counts()
t 80767 Name: has_availability, dtype: int64
availability_col = ['availability_30', 'availability_60', 'availability_90', 'availability_365' ]
annotated_heatmap(df_listings, availability_col, figsize=(8, 8))
df_listings = df_listings.drop(['has_availability', 'availability_30', 'availability_60', 'availability_365'], axis=1)
c_palette = ['tab:blue', 'tab:orange']
plot_categorical(df_listings, x='experiences_offered', filename='experience_count', palette=c_palette, figsize=(8,4))
df_listings = df_listings.drop(['experiences_offered'], axis=1)
About a third of the listings have nan value which means these listings have not yet be reviewed. 65% of the listings response within a day. This is good enough for most people. Moreover, host_response_rate is pretty similar to host_response_time and people often look at host_response_rate when they consider to make the bookings. Thus, this measure can be dropped.
About 31.5% of listings have not yet provided host_reponse_rate. It may not be appropiate to remove these listings or filling them with median or mean. We instead turing this column into discrete chunks to be used as ordinal categorical variables.
There are 49 rows lacking values for host_is_superhost, host_identity_verified, host_has_profile_pic, host_listings_count features. It is misleading to fill the missing value for these columns and it only accounts for small proportion of listings thus it will be dropped.
df_listings.host_response_time.fillna("unknown", inplace=True)
df_listings.host_response_time.value_counts(normalize=True)
within an hour 0.422834 unknown 0.314510 within a few hours 0.138831 within a day 0.100821 a few days or more 0.023004 Name: host_response_time, dtype: float64
df_listings = df_listings.drop(['host_response_time'], axis=1)
print(f"The proportion of nan values in host_response rate column is around "
f"{round(df_listings.host_response_rate.isna().sum() / len(df_listings) * 100, 1)}%")
The proportion of nan values in host_response rate column is around 31.5%
def bin_column(df, col, bins, labels, na_label='unknown'):
"""
Takes a column, and segment continuous data into discrete bins with group of
labels and fill the na value of the column according to na_label
Argument
========
df: pandas dataframe
col: str, column of dataframe
bins: int, the criteria to bin by
labels: arrays, specify labels for the returned bins
na_label: values to replace missing values in col
Returns
"""
if df[col].dtype == 'O':
df[col] = df[col].str[:-1].astype('float64')
df[col] = pd.cut(df[col], bins=bins, labels=labels, include_lowest=True)
df[col] = df[col].astype('str')
df[col].replace('nan', 'unknown', inplace=True)
df[col].fillna(na_label, inplace=True)
def clean_listings(df):
"""
Remove the dollar size in the price col, fill nan value with 0 for price col
and median for room_col, and drop rows for host_col
Argument
========
df: pandas dataframe
Returns
Cleaned dataframe
"""
price_col = ['price', 'security_deposit', 'cleaning_fee', 'extra_people']
room_col = ['bathrooms', 'bedrooms']
host_col = ['host_is_superhost', 'host_identity_verified',
'host_has_profile_pic', 'host_listings_count']
df1 = df.copy()
df1[price_col] = df1[price_col].apply(lambda x: x.str[1:], axis=0)
df1[price_col] = df1[price_col].apply(
lambda x: x.str.replace(",", '')).astype('float64')
df1[price_col] = df1[price_col].fillna(value=0)
df1[room_col] = df1[room_col].fillna(df1[room_col].median())
df1.dropna(subset=host_col, inplace=True)
return df1
df_listings[['host_is_superhost', 'host_identity_verified',
'host_has_profile_pic', 'host_listings_count']].isna().sum()
host_is_superhost 49 host_identity_verified 49 host_has_profile_pic 49 host_listings_count 49 dtype: int64
bin_column(df_listings, 'host_response_rate',
bins=[0, 50, 75, 90, 100],
labels=['0-49%', '50-74%',
'75-89%', '90-100%'],
)
df_listings = clean_listings(df_listings)
plot_categorical(df_listings, 'host_response_rate', 'host_response.png', hue=None, palette='Set1', figsize=(10,4))
df_listings.neighbourhood_cleansed.value_counts()
Westminster 9059 Tower Hamlets 7749 Hackney 5947 Kensington and Chelsea 5719 Camden 5683 Islington 4948 Southwark 4746 Lambeth 4670 Wandsworth 4082 Hammersmith and Fulham 4039 Brent 2370 Lewisham 2246 Haringey 2073 Newham 1887 Ealing 1599 Greenwich 1590 Barnet 1532 Merton 1326 Waltham Forest 1324 Richmond upon Thames 1147 Croydon 1067 Hounslow 998 Bromley 650 Redbridge 646 Enfield 587 Hillingdon 586 Kingston upon Thames 526 Harrow 451 City of London 436 Barking and Dagenham 315 Sutton 259 Bexley 242 Havering 219 Name: neighbourhood_cleansed, dtype: int64
def london_map(geo_data, df, col, key_on, legend, marker=True):
"""
Return an Interactive choropleth map of London boroughs with some of the top london attractions mark on the map
Argument
========
geo_data: geojson coordinate data
df: pandas dataframe of London borough data
col: the columns of data to be bound.
key_on: Variable in the geo_data GeoJSON file to bind the data to.
legend: str, Title for data legend.
Returns
========
folium map object
"""
m = folium.Map(location=[51.4982, -0.1215], zoom_start=11.5)
folium.Choropleth(
geo_data=geo_data,
name='choropleth',
data= df,
columns=col,
key_on=key_on,
fill_color='BuPu',
fill_opacity=0.6,
line_opacity=0.3,
legend_name=legend,
).add_to(m)
folium.LayerControl().add_to(m)
if marker:
folium.Marker([51.50777, -0.08771], popup='London Bridge').add_to(m)
folium.Marker([51.50067, -0.12459], popup='Big Ben').add_to(m)
folium.Marker([51.50331, -0.11965], popup='London Eye').add_to(m)
folium.Marker([51.4993, -0.12731], popup='Westminster Abbey').add_to(m)
folium.Marker([51.50019, -0.14237], popup='Buckingham Palace').add_to(m)
folium.Marker([51.50441, -0.08647], popup='The Shard').add_to(m)
return m
borough_geo = 'data/neighbourhoods.geojson'
borough_df = pd.DataFrame(df_listings.groupby('neighbourhood_cleansed')['review_scores_rating'].mean())
borough_df.rename(columns={0: 'review_scores_rating'}, inplace=True)
borough_df['median_price'] = df_listings.groupby('neighbourhood_cleansed').price.median()
borough_df = borough_df.reset_index()
borough_df.sort_values(by='median_price', ascending=False)
| neighbourhood_cleansed | review_scores_rating | median_price | |
|---|---|---|---|
| 19 | Kensington and Chelsea | 91.764254 | 145.0 |
| 6 | City of London | 91.142857 | 143.0 |
| 32 | Westminster | 90.704166 | 130.0 |
| 5 | Camden | 91.874067 | 100.0 |
| 18 | Islington | 93.112554 | 90.0 |
| 12 | Hammersmith and Fulham | 92.715480 | 90.0 |
| 26 | Richmond upon Thames | 95.203242 | 89.0 |
| 31 | Wandsworth | 94.494277 | 84.0 |
| 27 | Southwark | 93.090658 | 79.0 |
| 11 | Hackney | 94.324152 | 72.0 |
| 21 | Lambeth | 94.011255 | 70.0 |
| 29 | Tower Hamlets | 91.320561 | 70.0 |
| 23 | Merton | 94.773148 | 65.0 |
| 17 | Hounslow | 93.889381 | 60.0 |
| 10 | Greenwich | 93.724409 | 60.0 |
| 3 | Brent | 92.479477 | 59.0 |
| 24 | Newham | 92.396472 | 55.0 |
| 1 | Barnet | 94.041372 | 55.0 |
| 8 | Ealing | 93.531842 | 55.0 |
| 20 | Kingston upon Thames | 94.778976 | 54.0 |
| 30 | Waltham Forest | 93.821888 | 50.0 |
| 13 | Haringey | 94.520464 | 50.0 |
| 9 | Enfield | 93.679045 | 50.0 |
| 22 | Lewisham | 93.967254 | 50.0 |
| 4 | Bromley | 92.275463 | 50.0 |
| 16 | Hillingdon | 92.985037 | 49.0 |
| 14 | Harrow | 91.901024 | 48.0 |
| 15 | Havering | 95.007407 | 46.0 |
| 25 | Redbridge | 93.201439 | 45.0 |
| 28 | Sutton | 94.623596 | 45.0 |
| 7 | Croydon | 93.332851 | 45.0 |
| 2 | Bexley | 90.141892 | 40.0 |
| 0 | Barking and Dagenham | 91.826590 | 40.0 |
borough_df.sort_values(by='review_scores_rating', ascending=False).head(5)
| neighbourhood_cleansed | review_scores_rating | median_price | |
|---|---|---|---|
| 26 | Richmond upon Thames | 95.203242 | 89.0 |
| 15 | Havering | 95.007407 | 46.0 |
| 20 | Kingston upon Thames | 94.778976 | 54.0 |
| 23 | Merton | 94.773148 | 65.0 |
| 28 | Sutton | 94.623596 | 45.0 |
Whcih boroughs are more expensive, and which areas have the best reviews?
It is not surprised that Kensington and Chelsea borough is the most expensive borough to book a property. This borough is closed to many of the museums and department stores such as Harrods, Peter Jones and Harvey Nichols. Moreover, many of the most expensive residential properties in the world lie in this brough. The second one is the City of Westminster. This borough closes to many of the famous London landmarks, shopping areas and night-time entertainment area Soho. In general, inner london has much higher than than outer london area.
All of the london boroughs has average score ratings higher than 90 out of 100. As opposed to the price, outer london has higher review score ratings than inner london. Richmond upon Thames is the highest scores rating borough. The borough is home to open space such as Richmond Park, Kew Gardens, Bushy Park and Old Deer Park.
price_col = ['neighbourhood_cleansed', 'median_price']
price_london_map = london_map(borough_geo, borough_df, price_col, key_on='feature.properties.neighbourhood',
legend='Median Price')
price_london_map
review_col = ['neighbourhood_cleansed', 'review_scores_rating']
review_london_map = london_map(borough_geo, borough_df, review_col, key_on='feature.properties.neighbourhood',
legend='Average review scores', marker=False)
review_london_map
borough_df.sort_values('review_scores_rating', ascending=False)
| neighbourhood_cleansed | review_scores_rating | median_price | |
|---|---|---|---|
| 26 | Richmond upon Thames | 95.203242 | 89.0 |
| 15 | Havering | 95.007407 | 46.0 |
| 20 | Kingston upon Thames | 94.778976 | 54.0 |
| 23 | Merton | 94.773148 | 65.0 |
| 28 | Sutton | 94.623596 | 45.0 |
| 13 | Haringey | 94.520464 | 50.0 |
| 31 | Wandsworth | 94.494277 | 84.0 |
| 11 | Hackney | 94.324152 | 72.0 |
| 1 | Barnet | 94.041372 | 55.0 |
| 21 | Lambeth | 94.011255 | 70.0 |
| 22 | Lewisham | 93.967254 | 50.0 |
| 17 | Hounslow | 93.889381 | 60.0 |
| 30 | Waltham Forest | 93.821888 | 50.0 |
| 10 | Greenwich | 93.724409 | 60.0 |
| 9 | Enfield | 93.679045 | 50.0 |
| 8 | Ealing | 93.531842 | 55.0 |
| 7 | Croydon | 93.332851 | 45.0 |
| 25 | Redbridge | 93.201439 | 45.0 |
| 18 | Islington | 93.112554 | 90.0 |
| 27 | Southwark | 93.090658 | 79.0 |
| 16 | Hillingdon | 92.985037 | 49.0 |
| 12 | Hammersmith and Fulham | 92.715480 | 90.0 |
| 3 | Brent | 92.479477 | 59.0 |
| 24 | Newham | 92.396472 | 55.0 |
| 4 | Bromley | 92.275463 | 50.0 |
| 14 | Harrow | 91.901024 | 48.0 |
| 5 | Camden | 91.874067 | 100.0 |
| 0 | Barking and Dagenham | 91.826590 | 40.0 |
| 19 | Kensington and Chelsea | 91.764254 | 145.0 |
| 29 | Tower Hamlets | 91.320561 | 70.0 |
| 6 | City of London | 91.142857 | 143.0 |
| 32 | Westminster | 90.704166 | 130.0 |
| 2 | Bexley | 90.141892 | 40.0 |
There are large number of property type that only has a few listings. We grouped similar property types into five categroies: House, Apartment, Guesthouse, Hotel, Other
As expected, Hotel has the highest median price. Both Apartments and houses price varies a lot.
# group similar property type together
df_listings.property_type.replace({
'Townhouse': 'House',
'Serviced apartment': 'Apartment',
'Condominium': 'Apartment',
'Bed and breakfast': 'Guesthouse',
'Loft': 'Apartment',
'Guest suite': 'Guesthouse',
'Hostel': 'Guesthouse',
'Boutique hotel': 'Hotel',
'Bungalow': 'House',
'Cottage': 'House',
'Aparthotel': 'Hotel',
'Cottage': 'House',
'Aparthotel': 'Hotel',
'Villa': 'House',
'Tiny house': 'House',
'Chalet': 'House',
'Earth house': 'House',
'Dome house': 'House'
}, inplace=True)
df_listings.loc[~df_listings.property_type.isin(['House', 'Apartment', 'Guesthouse', 'Hotel']), 'property_type'] = 'Other'
df_listings.property_type.value_counts()
Apartment 58402 House 19828 Guesthouse 1697 Other 407 Hotel 384 Name: property_type, dtype: int64
plot_categorical(df_listings, 'property_type', 'property_type.png', hue=None, palette='Set2', figsize=(10,4))
df_listings.loc[(df_listings.price <= 600) & (df_listings.price > 0)]
| id | host_response_rate | host_is_superhost | host_listings_count | host_has_profile_pic | host_identity_verified | neighbourhood_cleansed | property_type | room_type | accommodates | bathrooms | bedrooms | amenities | price | security_deposit | cleaning_fee | guests_included | extra_people | minimum_nights | maximum_nights | availability_90 | number_of_reviews | review_scores_rating | review_scores_accuracy | review_scores_cleanliness | review_scores_checkin | review_scores_communication | review_scores_location | review_scores_value | requires_license | instant_bookable | is_business_travel_ready | cancellation_policy | require_guest_profile_picture | require_guest_phone_verification | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 11551 | 90-100% | f | 3.0 | t | t | Lambeth | Apartment | Entire home/apt | 4 | 1.0 | 1.0 | {TV,"Cable TV",Internet,Wifi,Kitchen,"Paid par... | 88.0 | 350.0 | 50.0 | 2 | 20.0 | 2 | 180 | 20 | 183 | 92.0 | 9.0 | 9.0 | 10.0 | 10.0 | 9.0 | 9.0 | f | f | f | strict_14_with_grace_period | f | t |
| 1 | 13913 | 50-74% | f | 4.0 | t | f | Islington | Apartment | Private room | 2 | 1.0 | 1.0 | {TV,"Cable TV",Wifi,Kitchen,"Paid parking off ... | 65.0 | 100.0 | 15.0 | 1 | 15.0 | 1 | 29 | 87 | 14 | 95.0 | 9.0 | 10.0 | 9.0 | 10.0 | 9.0 | 9.0 | f | f | f | moderate | f | f |
| 2 | 15400 | 90-100% | f | 1.0 | t | t | Kensington and Chelsea | Apartment | Entire home/apt | 2 | 1.0 | 1.0 | {TV,"Cable TV",Internet,Wifi,"Air conditioning... | 100.0 | 150.0 | 50.0 | 2 | 0.0 | 3 | 50 | 1 | 84 | 95.0 | 10.0 | 10.0 | 10.0 | 10.0 | 10.0 | 9.0 | f | f | f | strict_14_with_grace_period | t | t |
| 3 | 17402 | 75-89% | t | 16.0 | t | t | Westminster | Apartment | Entire home/apt | 6 | 2.0 | 3.0 | {TV,Wifi,Kitchen,"Paid parking off premises",E... | 300.0 | 350.0 | 65.0 | 4 | 10.0 | 3 | 365 | 17 | 40 | 93.0 | 10.0 | 9.0 | 9.0 | 9.0 | 10.0 | 9.0 | f | t | f | strict_14_with_grace_period | f | f |
| 4 | 24328 | 90-100% | t | 2.0 | t | t | Wandsworth | House | Entire home/apt | 2 | 1.5 | 1.0 | {TV,"Cable TV",Internet,Wifi,Kitchen,"Free par... | 175.0 | 250.0 | 70.0 | 2 | 0.0 | 30 | 1125 | 57 | 92 | 98.0 | 10.0 | 10.0 | 10.0 | 10.0 | 9.0 | 9.0 | f | f | f | moderate | t | t |
| 5 | 25023 | 90-100% | t | 1.0 | t | f | Wandsworth | Apartment | Entire home/apt | 4 | 1.0 | 2.0 | {TV,Wifi,Kitchen,"Free parking on premises",El... | 65.0 | 250.0 | 50.0 | 2 | 11.0 | 4 | 100 | 9 | 27 | 91.0 | 10.0 | 9.0 | 9.0 | 9.0 | 9.0 | 9.0 | f | f | f | moderate | f | f |
| 6 | 25123 | 90-100% | t | 3.0 | t | f | Barnet | House | Private room | 2 | 1.5 | 1.0 | {Wifi,Kitchen,"Buzzer/wireless intercom",Heati... | 29.0 | 100.0 | 0.0 | 1 | 8.0 | 10 | 1120 | 1 | 119 | 95.0 | 10.0 | 10.0 | 10.0 | 10.0 | 9.0 | 10.0 | f | t | f | strict_14_with_grace_period | f | f |
| 7 | 26223 | 90-100% | f | 4.0 | t | t | Islington | Apartment | Entire home/apt | 4 | 1.0 | 1.0 | {TV,"Cable TV",Internet,Wifi,Kitchen,"Paid par... | 147.0 | 100.0 | 75.0 | 3 | 15.0 | 3 | 365 | 72 | 61 | 85.0 | 8.0 | 9.0 | 9.0 | 9.0 | 9.0 | 8.0 | f | t | f | strict_14_with_grace_period | f | f |
| 8 | 26682 | unknown | f | 1.0 | t | t | Kensington and Chelsea | Apartment | Private room | 1 | 1.0 | 1.0 | {TV,Internet,Wifi,Kitchen,"Pets allowed",Break... | 75.0 | 200.0 | 25.0 | 1 | 0.0 | 1 | 90 | 88 | 5 | 76.0 | 8.0 | 8.0 | 8.0 | 8.0 | 9.0 | 9.0 | f | f | f | moderate | f | f |
| 9 | 31361 | 90-100% | t | 2.0 | t | t | Newham | House | Private room | 2 | 1.5 | 1.0 | {TV,Wifi,Kitchen,"Paid parking off premises",B... | 34.0 | 0.0 | 10.0 | 1 | 12.0 | 1 | 30 | 72 | 110 | 97.0 | 10.0 | 10.0 | 10.0 | 10.0 | 9.0 | 10.0 | f | f | f | strict_14_with_grace_period | t | t |
| 10 | 33332 | 90-100% | f | 2.0 | t | t | Hounslow | House | Private room | 2 | 1.0 | 1.0 | {Wifi,Kitchen,"Pets live on this property",Cat... | 100.0 | 0.0 | 0.0 | 1 | 0.0 | 1 | 21 | 87 | 4 | 85.0 | 8.0 | 10.0 | 10.0 | 10.0 | 10.0 | 7.0 | f | f | f | flexible | f | f |
| 11 | 34825 | 75-89% | f | 1.0 | t | f | Camden | Apartment | Private room | 4 | 1.0 | 1.0 | {Internet,Wifi,Kitchen,Breakfast,"Buzzer/wirel... | 45.0 | 0.0 | 0.0 | 1 | 20.0 | 1 | 365 | 67 | 182 | 93.0 | 10.0 | 9.0 | 10.0 | 10.0 | 10.0 | 9.0 | f | f | f | strict_14_with_grace_period | f | f |
| 12 | 36299 | 90-100% | t | 1.0 | t | t | Richmond upon Thames | House | Entire home/apt | 5 | 1.5 | 3.0 | {TV,Internet,Wifi,Kitchen,Heating,"Family/kid ... | 195.0 | 0.0 | 0.0 | 1 | 0.0 | 3 | 22 | 49 | 66 | 96.0 | 10.0 | 10.0 | 10.0 | 10.0 | 10.0 | 9.0 | f | f | f | moderate | f | f |
| 13 | 36660 | 90-100% | f | 2.0 | t | f | Haringey | House | Private room | 2 | 1.0 | 1.0 | {TV,Internet,Wifi,"Free parking on premises",B... | 72.0 | 0.0 | 0.0 | 1 | 0.0 | 2 | 365 | 4 | 490 | 97.0 | 10.0 | 10.0 | 10.0 | 10.0 | 10.0 | 10.0 | f | t | f | strict_14_with_grace_period | f | f |
| 14 | 36986 | 90-100% | f | 2.0 | t | t | Hackney | Apartment | Entire home/apt | 2 | 1.0 | 1.0 | {TV,"Cable TV",Internet,Wifi,Kitchen,Breakfast... | 80.0 | 0.0 | 30.0 | 1 | 0.0 | 6 | 21 | 22 | 52 | 97.0 | 10.0 | 9.0 | 10.0 | 10.0 | 10.0 | 10.0 | f | f | f | strict_14_with_grace_period | f | f |
| 15 | 37384 | 90-100% | f | 1.0 | t | f | Southwark | House | Private room | 2 | 1.0 | 1.0 | {TV,"Cable TV",Internet,Wifi,"Free parking on ... | 70.0 | 0.0 | 0.0 | 1 | 10.0 | 2 | 21 | 89 | 53 | 97.0 | 10.0 | 10.0 | 10.0 | 10.0 | 9.0 | 10.0 | f | f | f | strict_14_with_grace_period | f | f |
| 16 | 38151 | unknown | f | 1.0 | f | f | Croydon | Apartment | Private room | 2 | 1.0 | 1.0 | {} | 65.0 | 0.0 | 0.0 | 1 | 0.0 | 1 | 730 | 90 | 0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | f | f | f | flexible | f | f |
| 17 | 38407 | unknown | f | 1.0 | t | f | Tower Hamlets | Apartment | Entire home/apt | 2 | 1.0 | 1.0 | {TV,Internet,Wifi,"Air conditioning",Kitchen,H... | 79.0 | 0.0 | 0.0 | 2 | 0.0 | 2 | 365 | 0 | 137 | 95.0 | 9.0 | 10.0 | 10.0 | 10.0 | 9.0 | 9.0 | f | t | f | strict_14_with_grace_period | f | f |
| 18 | 38605 | 90-100% | t | 2.0 | t | t | Hammersmith and Fulham | House | Private room | 2 | 1.0 | 1.0 | {Wifi,"Paid parking off premises",Breakfast,He... | 62.0 | 0.0 | 0.0 | 1 | 0.0 | 2 | 14 | 22 | 332 | 95.0 | 10.0 | 10.0 | 10.0 | 10.0 | 10.0 | 10.0 | f | f | f | moderate | f | t |
| 19 | 38610 | 90-100% | t | 2.0 | t | t | Hammersmith and Fulham | House | Entire home/apt | 10 | 2.0 | 5.0 | {TV,"Cable TV",Wifi,Kitchen,"Paid parking off ... | 296.0 | 300.0 | 60.0 | 6 | 18.0 | 6 | 1125 | 6 | 26 | 98.0 | 10.0 | 9.0 | 10.0 | 10.0 | 9.0 | 10.0 | f | f | f | strict_14_with_grace_period | f | t |
| 20 | 38950 | 90-100% | f | 4.0 | t | f | Haringey | House | Private room | 2 | 1.0 | 1.0 | {TV,"Cable TV",Internet,Wifi,Kitchen,"Paid par... | 25.0 | 300.0 | 60.0 | 1 | 25.0 | 1 | 25 | 90 | 0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | f | f | f | strict_14_with_grace_period | f | f |
| 21 | 38995 | unknown | f | 1.0 | t | f | Southwark | Apartment | Private room | 2 | 1.0 | 1.0 | {TV,Wifi,Breakfast,Heating,Essentials,Shampoo,... | 45.0 | 0.0 | 5.0 | 1 | 25.0 | 1 | 4 | 0 | 0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | f | f | f | moderate | f | f |
| 22 | 39387 | 90-100% | f | 1.0 | t | f | Westminster | Apartment | Private room | 2 | 1.0 | 1.0 | {TV,Wifi,Kitchen,"Smoking allowed",Heating,Was... | 29.0 | 90.0 | 15.0 | 1 | 10.0 | 5 | 10 | 87 | 7 | 89.0 | 9.0 | 7.0 | 9.0 | 10.0 | 9.0 | 8.0 | f | f | f | moderate | f | f |
| 23 | 40228 | 90-100% | f | 4.0 | t | f | Haringey | House | Private room | 2 | 1.5 | 1.0 | {"Cable TV",Wifi,Kitchen,"Paid parking off pre... | 29.0 | 300.0 | 60.0 | 1 | 25.0 | 1 | 31 | 84 | 0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | f | f | f | strict_14_with_grace_period | f | f |
| 24 | 41311 | 90-100% | t | 3.0 | t | f | Barnet | House | Private room | 2 | 1.5 | 1.0 | {Wifi,Kitchen,"Buzzer/wireless intercom",Heati... | 25.0 | 100.0 | 0.0 | 1 | 8.0 | 10 | 1124 | 18 | 77 | 98.0 | 10.0 | 10.0 | 10.0 | 10.0 | 9.0 | 10.0 | f | t | f | strict_14_with_grace_period | f | f |
| 25 | 41445 | 90-100% | f | 1.0 | t | t | Barnet | Apartment | Entire home/apt | 4 | 1.0 | 2.0 | {TV,Internet,Wifi,Kitchen,"Free parking on pre... | 105.0 | 100.0 | 30.0 | 4 | 50.0 | 4 | 365 | 71 | 15 | 93.0 | 9.0 | 8.0 | 10.0 | 9.0 | 9.0 | 9.0 | f | t | f | strict_14_with_grace_period | f | f |
| 26 | 41509 | 90-100% | t | 2.0 | t | t | Hounslow | Apartment | Private room | 4 | 1.0 | 1.0 | {TV,Wifi,"Paid parking off premises",Breakfast... | 49.0 | 200.0 | 15.0 | 1 | 20.0 | 2 | 50 | 90 | 67 | 89.0 | 9.0 | 9.0 | 9.0 | 10.0 | 10.0 | 9.0 | f | f | f | moderate | f | f |
| 27 | 41712 | 90-100% | t | 2.0 | t | t | Southwark | Apartment | Private room | 2 | 1.0 | 2.0 | {Wifi,Kitchen,Heating,Washer,"Smoke detector",... | 60.0 | 100.0 | 14.0 | 1 | 35.0 | 1 | 365 | 0 | 80 | 92.0 | 10.0 | 10.0 | 10.0 | 10.0 | 10.0 | 9.0 | f | f | f | strict_14_with_grace_period | t | f |
| 28 | 41870 | unknown | f | 1.0 | t | f | Waltham Forest | House | Private room | 2 | 2.5 | 1.0 | {TV,Kitchen,Breakfast,"Free street parking",He... | 35.0 | 0.0 | 0.0 | 1 | 10.0 | 2 | 730 | 0 | 2 | 90.0 | 10.0 | 10.0 | 8.0 | 10.0 | 8.0 | 8.0 | f | t | f | moderate | f | f |
| 29 | 42001 | 90-100% | t | 3.0 | t | t | Hammersmith and Fulham | Apartment | Private room | 3 | 1.5 | 1.0 | {Internet,Wifi,Kitchen,"Paid parking off premi... | 60.0 | 0.0 | 20.0 | 1 | 20.0 | 2 | 7 | 17 | 155 | 96.0 | 10.0 | 10.0 | 10.0 | 10.0 | 10.0 | 10.0 | f | f | f | moderate | f | f |
| 30 | 42010 | 90-100% | f | 2.0 | t | f | Barnet | House | Private room | 2 | 0.0 | 1.0 | {TV,Internet,Wifi,"Free parking on premises",B... | 45.0 | 0.0 | 0.0 | 1 | 0.0 | 2 | 365 | 37 | 463 | 97.0 | 10.0 | 10.0 | 10.0 | 10.0 | 10.0 | 10.0 | f | t | f | strict_14_with_grace_period | f | f |
| 31 | 42692 | unknown | f | 1.0 | t | t | Hammersmith and Fulham | Apartment | Private room | 1 | 1.5 | 1.0 | {TV,Wifi,Kitchen,Breakfast,Heating,Washer,Dryer} | 125.0 | 0.0 | 0.0 | 1 | 0.0 | 1 | 14 | 0 | 0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | f | f | f | moderate | f | f |
| 32 | 43129 | 90-100% | t | 3.0 | t | t | Hammersmith and Fulham | House | Private room | 2 | 1.0 | 1.0 | {TV,"Cable TV",Wifi,Heating,"Family/kid friend... | 36.0 | 95.0 | 20.0 | 1 | 20.0 | 2 | 1125 | 40 | 179 | 94.0 | 10.0 | 10.0 | 10.0 | 10.0 | 10.0 | 10.0 | f | f | f | strict_14_with_grace_period | t | t |
| 33 | 43202 | 90-100% | t | 1.0 | t | t | Brent | Apartment | Entire home/apt | 2 | 1.0 | 1.0 | {TV,Internet,Wifi,"Wheelchair accessible",Kitc... | 100.0 | 500.0 | 36.0 | 2 | 0.0 | 2 | 40 | 0 | 97 | 96.0 | 10.0 | 10.0 | 10.0 | 10.0 | 9.0 | 9.0 | f | t | f | moderate | f | f |
| 34 | 44144 | 90-100% | t | 2.0 | t | f | Hammersmith and Fulham | Apartment | Private room | 2 | 1.0 | 1.0 | {TV,Wifi,Kitchen,Breakfast,Heating,Essentials,... | 65.0 | 300.0 | 50.0 | 1 | 15.0 | 3 | 90 | 34 | 33 | 96.0 | 9.0 | 9.0 | 10.0 | 10.0 | 10.0 | 9.0 | f | f | f | flexible | f | f |
| 35 | 44237 | 90-100% | t | 2.0 | t | f | Hammersmith and Fulham | Apartment | Private room | 2 | 1.0 | 1.0 | {TV,Internet,Wifi,"Pets allowed",Breakfast,Hea... | 55.0 | 0.0 | 0.0 | 1 | 15.0 | 1 | 90 | 35 | 9 | 91.0 | 9.0 | 9.0 | 9.0 | 9.0 | 9.0 | 10.0 | f | f | f | strict_14_with_grace_period | f | f |
| 36 | 44649 | 75-89% | f | 1.0 | t | t | Hackney | Apartment | Private room | 2 | 1.0 | 1.0 | {Wifi,Kitchen,"Pets live on this property","Ot... | 45.0 | 0.0 | 0.0 | 1 | 12.0 | 5 | 90 | 50 | 38 | 88.0 | 10.0 | 8.0 | 9.0 | 9.0 | 9.0 | 9.0 | f | f | f | strict_14_with_grace_period | f | f |
| 37 | 45163 | 0-49% | f | 2.0 | t | f | Camden | Apartment | Private room | 1 | 1.0 | 1.0 | {TV,Wifi,"Paid parking off premises",Heating,"... | 40.0 | 150.0 | 20.0 | 1 | 0.0 | 2 | 7 | 87 | 1 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | f | f | f | strict_14_with_grace_period | f | f |
| 38 | 45168 | 90-100% | t | 1.0 | t | t | Westminster | Apartment | Entire home/apt | 4 | 1.0 | 1.0 | {Internet,Wifi,Kitchen,"Paid parking off premi... | 120.0 | 0.0 | 0.0 | 2 | 10.0 | 3 | 21 | 0 | 96 | 96.0 | 10.0 | 9.0 | 10.0 | 10.0 | 10.0 | 9.0 | f | f | f | flexible | t | t |
| 39 | 46491 | 0-49% | f | 1.0 | t | f | Islington | Apartment | Private room | 1 | 2.0 | 1.0 | {TV,Internet,Wifi,Kitchen,Heating} | 95.0 | 0.0 | 0.0 | 1 | 0.0 | 3 | 1125 | 90 | 0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | f | f | f | strict_14_with_grace_period | f | f |
| 40 | 46992 | 90-100% | t | 1.0 | t | t | Hackney | Apartment | Private room | 3 | 1.0 | 1.0 | {Internet,Wifi,Kitchen,Heating,Washer,Dryer,"S... | 54.0 | 80.0 | 12.0 | 1 | 15.0 | 3 | 62 | 24 | 184 | 96.0 | 10.0 | 10.0 | 10.0 | 10.0 | 10.0 | 10.0 | f | f | f | strict_14_with_grace_period | f | f |
| 41 | 47192 | 90-100% | t | 1.0 | t | f | Camden | Apartment | Private room | 1 | 1.0 | 1.0 | {Internet,Wifi,Kitchen,"Paid parking off premi... | 39.0 | 0.0 | 16.0 | 1 | 0.0 | 2 | 7 | 35 | 350 | 95.0 | 10.0 | 10.0 | 10.0 | 10.0 | 10.0 | 10.0 | f | f | f | strict_14_with_grace_period | t | t |
| 42 | 47369 | 90-100% | f | 3.0 | t | t | Westminster | Apartment | Private room | 2 | 1.0 | 1.0 | {TV,Internet,Wifi,Kitchen,Breakfast,"Hot tub",... | 48.0 | 100.0 | 20.0 | 1 | 25.0 | 2 | 40 | 18 | 101 | 88.0 | 9.0 | 9.0 | 9.0 | 9.0 | 9.0 | 9.0 | f | f | f | strict_14_with_grace_period | t | t |
| 43 | 49970 | 75-89% | f | 4.0 | t | f | Hammersmith and Fulham | Apartment | Entire home/apt | 2 | 1.0 | 1.0 | {TV,"Cable TV",Internet,Wifi,"Air conditioning... | 55.0 | 0.0 | 0.0 | 2 | 0.0 | 1 | 730 | 0 | 80 | 93.0 | 10.0 | 10.0 | 10.0 | 10.0 | 10.0 | 9.0 | f | t | f | strict_14_with_grace_period | f | f |
| 44 | 51578 | unknown | f | 2.0 | t | t | Hackney | Apartment | Entire home/apt | 2 | 1.0 | 1.0 | {Internet,Kitchen,Heating,Washer,"Smoke detect... | 75.0 | 100.0 | 20.0 | 1 | 0.0 | 5 | 1125 | 0 | 16 | 95.0 | 10.0 | 9.0 | 10.0 | 10.0 | 10.0 | 9.0 | f | f | f | strict_14_with_grace_period | f | f |
| 45 | 51830 | 90-100% | f | 1.0 | t | t | Westminster | Apartment | Entire home/apt | 3 | 1.0 | 1.0 | {TV,"Cable TV",Internet,Wifi,Kitchen,"Paid par... | 120.0 | 400.0 | 50.0 | 2 | 20.0 | 2 | 42 | 6 | 105 | 94.0 | 9.0 | 9.0 | 10.0 | 10.0 | 10.0 | 9.0 | f | t | f | strict_14_with_grace_period | f | f |
| 46 | 52151 | 90-100% | f | 1.0 | t | t | Islington | Apartment | Entire home/apt | 2 | 1.0 | 1.0 | {Wifi,Kitchen,"Buzzer/wireless intercom",Heati... | 95.0 | 200.0 | 50.0 | 2 | 40.0 | 4 | 30 | 40 | 10 | 84.0 | 8.0 | 8.0 | 10.0 | 10.0 | 9.0 | 8.0 | f | f | f | strict_14_with_grace_period | t | t |
| 47 | 53242 | 90-100% | f | 2.0 | t | t | Lambeth | Apartment | Private room | 1 | 1.0 | 1.0 | {TV,Wifi,Kitchen,"Smoking allowed","Pets allow... | 55.0 | 250.0 | 20.0 | 1 | 5.0 | 5 | 730 | 0 | 8 | 98.0 | 10.0 | 10.0 | 10.0 | 10.0 | 9.0 | 10.0 | f | f | f | strict_14_with_grace_period | f | f |
| 48 | 53245 | 90-100% | f | 2.0 | t | t | Lambeth | Apartment | Entire home/apt | 2 | 1.0 | 1.0 | {TV,Internet,Wifi,Kitchen,"Pets allowed",Heati... | 85.0 | 400.0 | 0.0 | 1 | 10.0 | 4 | 730 | 2 | 6 | 96.0 | 10.0 | 10.0 | 10.0 | 10.0 | 10.0 | 9.0 | f | f | f | strict_14_with_grace_period | f | f |
| 49 | 55402 | 90-100% | t | 4.0 | t | t | Croydon | Apartment | Entire home/apt | 4 | 2.0 | 2.0 | {TV,Wifi,"Wheelchair accessible",Kitchen,"Free... | 55.0 | 300.0 | 50.0 | 4 | 0.0 | 14 | 730 | 0 | 2 | 100.0 | 10.0 | 9.0 | 10.0 | 9.0 | 10.0 | 10.0 | f | f | f | moderate | f | f |
| ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... |
| 80716 | 34428504 | 75-89% | f | 3.0 | t | f | Hackney | Apartment | Entire home/apt | 4 | 2.0 | 2.0 | {TV,Wifi,Kitchen,"Smoking allowed",Elevator,He... | 190.0 | 0.0 | 20.0 | 1 | 0.0 | 1 | 3 | 7 | 0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | f | t | f | flexible | f | f |
| 80717 | 34428790 | unknown | f | 3.0 | t | f | Kensington and Chelsea | Apartment | Entire home/apt | 6 | 2.0 | 2.0 | {TV,Wifi,"Air conditioning",Kitchen,Gym,Elevat... | 300.0 | 0.0 | 50.0 | 2 | 20.0 | 1 | 1125 | 76 | 0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | f | t | f | flexible | f | f |
| 80718 | 34428834 | 90-100% | f | 4.0 | t | t | Camden | Apartment | Entire home/apt | 7 | 1.5 | 1.0 | {TV,Wifi,Heating,Washer,Dryer,"Smoke detector"... | 155.0 | 99.0 | 49.0 | 1 | 0.0 | 2 | 365 | 88 | 0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | f | t | f | flexible | f | f |
| 80719 | 34428914 | unknown | f | 1.0 | t | f | Bromley | House | Entire home/apt | 6 | 2.5 | 3.0 | {TV,Wifi,Kitchen,"Free parking on premises","H... | 350.0 | 0.0 | 0.0 | 1 | 0.0 | 3 | 25 | 16 | 0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | f | f | f | flexible | f | f |
| 80720 | 34429152 | unknown | f | 1.0 | t | f | Westminster | Apartment | Private room | 1 | 1.0 | 1.0 | {Wifi,Kitchen,Heating,Washer,Essentials,"Lapto... | 60.0 | 0.0 | 20.0 | 1 | 0.0 | 3 | 1125 | 43 | 1 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | f | t | f | flexible | f | f |
| 80721 | 34429165 | 90-100% | f | 3.0 | t | f | Hackney | House | Private room | 1 | 1.5 | 1.0 | {TV,Internet,Wifi,Kitchen,"Paid parking off pr... | 33.0 | 0.0 | 35.0 | 1 | 0.0 | 5 | 20 | 83 | 0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | f | t | f | strict_14_with_grace_period | f | f |
| 80722 | 34430293 | 75-89% | f | 6.0 | t | t | Newham | Apartment | Entire home/apt | 4 | 1.0 | 2.0 | {} | 100.0 | 150.0 | 60.0 | 1 | 0.0 | 5 | 1125 | 80 | 0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | f | t | f | strict_14_with_grace_period | f | f |
| 80723 | 34430582 | unknown | f | 2.0 | t | f | Westminster | Apartment | Private room | 2 | 1.0 | 1.0 | {TV,Wifi,Kitchen,Elevator,Heating,Washer,Dryer... | 60.0 | 0.0 | 0.0 | 1 | 20.0 | 1 | 1125 | 34 | 0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | f | f | f | strict_14_with_grace_period | f | f |
| 80724 | 34430623 | 90-100% | t | 2.0 | t | f | Westminster | Apartment | Private room | 2 | 1.0 | 1.0 | {Wifi,Gym,Breakfast,Elevator,Heating,Washer,"S... | 55.0 | 76.0 | 0.0 | 1 | 15.0 | 1 | 1125 | 4 | 0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | f | f | f | moderate | f | f |
| 80725 | 34430774 | unknown | f | 1.0 | t | f | Brent | Apartment | Private room | 1 | 1.0 | 1.0 | {TV,Wifi,Kitchen,Heating,Washer,"Smoke detecto... | 32.0 | 0.0 | 0.0 | 1 | 0.0 | 3 | 1125 | 83 | 0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | f | t | f | flexible | f | f |
| 80726 | 34430826 | 90-100% | f | 3.0 | t | f | Tower Hamlets | Apartment | Entire home/apt | 4 | 1.0 | 1.0 | {TV,Wifi,Kitchen,"Pets allowed",Heating,Washer... | 250.0 | 0.0 | 0.0 | 1 | 0.0 | 1 | 1125 | 65 | 0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | f | t | f | flexible | f | f |
| 80727 | 34431193 | unknown | f | 1.0 | t | t | Waltham Forest | Apartment | Entire home/apt | 2 | 1.0 | 1.0 | {Wifi,Heating,Essentials,Shampoo,"Hair dryer",... | 100.0 | 0.0 | 40.0 | 1 | 0.0 | 2 | 1125 | 23 | 0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | f | t | f | flexible | f | f |
| 80728 | 34431555 | 0-49% | f | 2.0 | t | f | Westminster | Apartment | Entire home/apt | 4 | 1.0 | 1.0 | {TV,Wifi,Kitchen,Heating,Washer,Dryer,"Smoke d... | 150.0 | 0.0 | 0.0 | 1 | 0.0 | 3 | 1125 | 53 | 0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | f | f | f | flexible | f | f |
| 80730 | 34432094 | unknown | f | 1.0 | t | f | Southwark | Apartment | Private room | 2 | 1.0 | 1.0 | {Wifi,Kitchen,"Smoking allowed","Pets allowed"... | 30.0 | 0.0 | 0.0 | 1 | 0.0 | 2 | 7 | 13 | 0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | f | t | f | flexible | f | f |
| 80731 | 34432211 | unknown | f | 2.0 | t | f | Hammersmith and Fulham | Apartment | Private room | 1 | 1.0 | 1.0 | {TV,Wifi,Kitchen,Heating,Washer,Essentials,"Ha... | 38.0 | 0.0 | 0.0 | 1 | 0.0 | 5 | 7 | 38 | 0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | f | t | f | flexible | f | f |
| 80732 | 34432280 | 90-100% | f | 4.0 | t | f | Lambeth | Apartment | Entire home/apt | 4 | 2.0 | 2.0 | {TV,"Cable TV",Wifi,Kitchen,Elevator,Heating,W... | 500.0 | 0.0 | 80.0 | 2 | 15.0 | 5 | 1125 | 76 | 0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | f | f | f | strict_14_with_grace_period | f | f |
| 80733 | 34432419 | unknown | f | 1.0 | t | f | Barking and Dagenham | Apartment | Entire home/apt | 4 | 1.0 | 2.0 | {TV,Wifi,Kitchen,"Free parking on premises",He... | 60.0 | 0.0 | 0.0 | 1 | 0.0 | 2 | 1125 | 84 | 0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | f | t | f | strict_14_with_grace_period | f | f |
| 80734 | 34432955 | 90-100% | f | 1.0 | t | f | City of London | Apartment | Private room | 2 | 2.0 | 1.0 | {TV,Wifi,Kitchen,"Free parking on premises","S... | 58.0 | 0.0 | 0.0 | 1 | 0.0 | 1 | 56 | 0 | 0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | f | f | f | flexible | f | f |
| 80735 | 34432984 | unknown | f | 1.0 | t | f | Hillingdon | Apartment | Entire home/apt | 2 | 1.5 | 1.0 | {TV,Wifi,"Free parking on premises","Smoking a... | 200.0 | 0.0 | 0.0 | 1 | 0.0 | 7 | 7 | 65 | 0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | f | t | f | moderate | f | f |
| 80736 | 34433262 | 90-100% | f | 43.0 | t | t | Camden | Apartment | Entire home/apt | 4 | 1.0 | 1.0 | {TV,Wifi,Kitchen,"Paid parking off premises","... | 55.0 | 0.0 | 39.0 | 3 | 0.0 | 1 | 365 | 63 | 0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | f | t | f | strict_14_with_grace_period | f | f |
| 80737 | 34433286 | unknown | f | 2.0 | t | f | Hackney | Apartment | Private room | 2 | 1.0 | 1.0 | {Wifi,"Air conditioning",Kitchen,Breakfast,"Ho... | 39.0 | 0.0 | 0.0 | 1 | 0.0 | 1 | 2 | 0 | 0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | f | t | f | flexible | f | f |
| 80738 | 34433931 | unknown | f | 1.0 | t | f | Kensington and Chelsea | Apartment | Entire home/apt | 3 | 1.0 | 1.0 | {TV,Wifi,Kitchen,"Free parking on premises",Br... | 110.0 | 0.0 | 0.0 | 1 | 0.0 | 2 | 30 | 9 | 0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | f | t | f | flexible | f | f |
| 80739 | 34434142 | 90-100% | f | 2.0 | t | f | Hammersmith and Fulham | House | Entire home/apt | 6 | 2.0 | 3.0 | {TV,Wifi,Kitchen,Heating,Washer,"Smoke detecto... | 164.0 | 0.0 | 50.0 | 5 | 15.0 | 2 | 60 | 49 | 0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | f | f | f | strict_14_with_grace_period | f | f |
| 80740 | 34434494 | 90-100% | f | 41.0 | t | f | Hounslow | House | Private room | 9 | 2.5 | 4.0 | {TV,Wifi,Kitchen,"Free parking on premises","F... | 45.0 | 0.0 | 0.0 | 1 | 15.0 | 1 | 1125 | 82 | 0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | f | f | f | strict_14_with_grace_period | f | f |
| 80741 | 34435094 | 90-100% | f | 2.0 | t | f | Camden | House | Private room | 2 | 1.0 | 1.0 | {TV,Wifi,Heating,Washer,Essentials,Shampoo,"Lo... | 70.0 | 0.0 | 0.0 | 1 | 0.0 | 1 | 1125 | 8 | 0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | f | f | f | flexible | f | f |
| 80742 | 34435133 | unknown | f | 1.0 | t | t | Barnet | Guesthouse | Private room | 2 | 1.0 | 1.0 | {Wifi,Kitchen,Heating,"Smoke detector","Carbon... | 35.0 | 0.0 | 0.0 | 1 | 0.0 | 1 | 1125 | 49 | 0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | f | t | f | flexible | f | f |
| 80743 | 34435314 | 90-100% | t | 22.0 | t | t | Tower Hamlets | House | Private room | 1 | 1.0 | 1.0 | {TV,Internet,Wifi,Kitchen,Heating,Washer,Dryer... | 40.0 | 200.0 | 30.0 | 1 | 10.0 | 14 | 150 | 34 | 0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | f | f | f | strict_14_with_grace_period | f | f |
| 80744 | 34435328 | 90-100% | f | 3.0 | t | f | Barnet | Apartment | Entire home/apt | 2 | 1.0 | 1.0 | {TV,Wifi,Kitchen,"Free parking on premises","S... | 75.0 | 0.0 | 0.0 | 2 | 0.0 | 2 | 365 | 16 | 0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | f | t | f | moderate | f | f |
| 80745 | 34435335 | unknown | f | 1.0 | t | t | Hackney | Apartment | Entire home/apt | 2 | 2.0 | 1.0 | {Wifi,Kitchen,"Smoking allowed",Breakfast,Heat... | 80.0 | 0.0 | 0.0 | 1 | 0.0 | 3 | 9 | 68 | 0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | f | t | f | flexible | t | t |
| 80746 | 34435447 | 90-100% | f | 1.0 | t | t | Waltham Forest | House | Entire home/apt | 9 | 1.0 | 4.0 | {Wifi,Kitchen,"Free parking on premises","Pets... | 129.0 | 150.0 | 25.0 | 1 | 0.0 | 3 | 30 | 27 | 0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | f | f | f | strict_14_with_grace_period | f | f |
| 80747 | 34435560 | unknown | f | 2.0 | t | f | Westminster | Apartment | Entire home/apt | 4 | 1.0 | 2.0 | {TV,Wifi,"Air conditioning",Kitchen,"Hot tub",... | 350.0 | 0.0 | 0.0 | 1 | 0.0 | 3 | 1125 | 83 | 0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | f | t | f | flexible | f | f |
| 80748 | 34435692 | unknown | f | 2.0 | t | f | Richmond upon Thames | Other | Entire home/apt | 2 | 1.0 | 1.0 | {TV,Wifi,Kitchen,"Free parking on premises",Br... | 100.0 | 0.0 | 0.0 | 1 | 0.0 | 2 | 3 | 26 | 0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | f | t | f | moderate | f | f |
| 80749 | 34435728 | unknown | f | 3.0 | t | f | Westminster | Apartment | Private room | 2 | 1.0 | 0.0 | {Wifi,Kitchen,"Smoking allowed","Smoke detecto... | 55.0 | 0.0 | 30.0 | 1 | 10.0 | 1 | 1125 | 69 | 0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | f | t | f | flexible | f | f |
| 80750 | 34435930 | unknown | f | 2.0 | t | f | Hammersmith and Fulham | Apartment | Private room | 1 | 1.0 | 3.0 | {TV,Wifi,Kitchen,Heating,Washer,Essentials,"Ha... | 26.0 | 80.0 | 10.0 | 1 | 0.0 | 7 | 7 | 82 | 0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | f | t | f | flexible | f | f |
| 80751 | 34435933 | 90-100% | t | 7.0 | t | t | Kensington and Chelsea | Apartment | Entire home/apt | 5 | 1.5 | 3.0 | {Wifi,"Air conditioning",Kitchen,Heating,Washe... | 180.0 | 250.0 | 70.0 | 1 | 0.0 | 2 | 300 | 73 | 0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | f | t | f | strict_14_with_grace_period | f | f |
| 80752 | 34435935 | unknown | f | 1.0 | t | f | Tower Hamlets | Apartment | Entire home/apt | 4 | 1.0 | 0.0 | {Kitchen,"Smoking allowed",Heating,Washer,"Smo... | 72.0 | 0.0 | 0.0 | 1 | 0.0 | 1 | 1125 | 4 | 0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | f | t | f | flexible | f | f |
| 80753 | 34436151 | unknown | f | 2.0 | t | f | Kensington and Chelsea | Apartment | Entire home/apt | 4 | 1.0 | 2.0 | {TV,Wifi,"Air conditioning",Kitchen,"Hot tub",... | 350.0 | 0.0 | 0.0 | 1 | 0.0 | 5 | 1125 | 28 | 0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | f | t | f | flexible | f | f |
| 80754 | 34436478 | unknown | f | 1.0 | t | f | Westminster | Apartment | Private room | 5 | 2.0 | 2.0 | {TV,Wifi,"Air conditioning","Smoking allowed",... | 200.0 | 0.0 | 0.0 | 1 | 0.0 | 1 | 1125 | 83 | 0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | f | t | f | flexible | f | f |
| 80755 | 34437254 | unknown | f | 2.0 | t | f | Southwark | Apartment | Entire home/apt | 1 | 1.0 | 0.0 | {TV,Wifi,"Air conditioning",Breakfast,Heating,... | 190.0 | 0.0 | 0.0 | 1 | 0.0 | 1 | 1125 | 65 | 0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | f | f | f | flexible | f | f |
| 80756 | 34437329 | 90-100% | f | 1.0 | t | f | Bromley | House | Private room | 1 | 1.0 | 1.0 | {TV,Wifi,"Air conditioning",Kitchen,"Free park... | 45.0 | 0.0 | 0.0 | 1 | 0.0 | 6 | 1125 | 24 | 0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | f | f | f | flexible | f | f |
| 80757 | 34437443 | unknown | f | 0.0 | t | f | Tower Hamlets | Apartment | Entire home/apt | 4 | 1.0 | 1.0 | {TV,Wifi,Kitchen,Elevator,Heating,Washer,Dryer... | 99.0 | 0.0 | 0.0 | 1 | 0.0 | 3 | 1125 | 17 | 0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | f | f | f | flexible | f | f |
| 80758 | 34437984 | 90-100% | f | 2.0 | t | f | Westminster | Apartment | Entire home/apt | 4 | 1.0 | 2.0 | {TV,Wifi,Kitchen,Breakfast,Elevator,Heating,Wa... | 270.0 | 0.0 | 0.0 | 1 | 0.0 | 7 | 30 | 90 | 0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | f | t | f | flexible | f | f |
| 80759 | 34438534 | 50-74% | f | 4.0 | t | f | Hammersmith and Fulham | Apartment | Entire home/apt | 6 | 2.5 | 3.0 | {TV,Wifi,"Air conditioning",Kitchen,"Free park... | 295.0 | 0.0 | 0.0 | 1 | 0.0 | 1 | 1125 | 48 | 0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | f | f | f | flexible | f | f |
| 80760 | 34439605 | unknown | f | 1.0 | t | f | Westminster | Apartment | Entire home/apt | 4 | 1.0 | 2.0 | {TV,Wifi,Kitchen,Heating,Washer,Dryer,"Smoke d... | 200.0 | 0.0 | 0.0 | 1 | 0.0 | 14 | 1125 | 19 | 0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | f | f | f | flexible | f | f |
| 80761 | 34439755 | unknown | f | 2.0 | t | f | Newham | Apartment | Private room | 2 | 1.0 | 1.0 | {TV,Wifi,Kitchen,Gym,Elevator,Heating,Washer,"... | 60.0 | 0.0 | 0.0 | 1 | 0.0 | 2 | 20 | 51 | 0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | f | f | f | flexible | f | f |
| 80762 | 34440357 | 90-100% | f | 2.0 | t | f | Kensington and Chelsea | Apartment | Entire home/apt | 7 | 2.0 | 2.0 | {TV,"Cable TV",Wifi,Kitchen,"Free street parki... | 99.0 | 490.0 | 59.0 | 3 | 12.0 | 3 | 15 | 25 | 0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | f | f | f | strict_14_with_grace_period | f | f |
| 80763 | 34441795 | 90-100% | f | 8.0 | t | t | Islington | Apartment | Entire home/apt | 5 | 1.0 | 2.0 | {TV,Wifi,"Air conditioning",Kitchen,Heating,"S... | 117.0 | 80.0 | 25.0 | 2 | 18.0 | 2 | 14 | 34 | 0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | f | f | f | moderate | f | f |
| 80764 | 34442106 | unknown | f | 1.0 | t | t | Islington | Apartment | Private room | 2 | 1.0 | 1.0 | {Wifi,Kitchen,"Smoking allowed",Elevator,Washe... | 54.0 | 0.0 | 0.0 | 1 | 0.0 | 2 | 30 | 66 | 0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | f | f | f | flexible | f | f |
| 80765 | 34442320 | unknown | f | 1.0 | t | f | Camden | Apartment | Entire home/apt | 2 | 1.0 | 0.0 | {Wifi,Kitchen,"Smoking allowed",Breakfast,Heat... | 125.0 | 0.0 | 0.0 | 1 | 0.0 | 2 | 1125 | 83 | 0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | f | f | f | flexible | f | f |
| 80766 | 34443594 | 90-100% | f | 4.0 | t | t | Croydon | Apartment | Entire home/apt | 1 | 1.0 | 1.0 | {TV,Wifi,Kitchen,"Pets allowed",Heating,Washer... | 25.0 | 120.0 | 30.0 | 1 | 0.0 | 30 | 365 | 75 | 0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | f | f | f | flexible | f | f |
79714 rows × 35 columns
def box_plot_price(x, figsize=(10, 5)):
"""
Return ordered box plots with differet categories
Arguments
=========
x: categorical variable
figsize: tuple, size of the figure
"""
filtered_df = df_listings.loc[(df_listings.price <= 600) & (df_listings.price > 0)]
sort_price = filtered_df.groupby(x)['price'].median()\
.sort_values(ascending=False).index
fig, ax = plt.subplots(figsize=figsize)
sns.boxplot(y='price', x=x, data=filtered_df, order=sort_price)
ax.set_xticklabels(ax.get_xticklabels())
box_plot_price('property_type')
df_listings.room_type.value_counts()
Entire home/apt 45046 Private room 34934 Shared room 738 Name: room_type, dtype: int64
box_plot_price('room_type')
fig, ax = plt.subplots(figsize=(10, 5))
df_listings.loc[(df_listings.price <= 600) & (df_listings.price > 0)]\
.pivot(columns='room_type', values='price')\
.plot.hist(stacked=True, bins=100, ax=ax)
plt.xlabel('Listing price in $')
<matplotlib.axes._subplots.AxesSubplot at 0x2381f57dfd0>
Text(0.5,0,'Listing price in $')
df_listings.amenities = df_listings.amenities.str.replace("[{}]", "").str.replace('"', "")
fig, ax = plt.subplots(figsize=(15, 6))
color = next(ax._get_lines.prop_cycler)['color']
top_30_amenities = pd.Series(np.concatenate(np.array(df_listings['amenities'].map(lambda amns: amns.split(",")))))\
.value_counts().head(30)
sns.barplot(top_30_amenities.index, top_30_amenities.values, palette=("Blues_d"))
ax.set_xticklabels(ax.get_xticklabels(), rotation=45, ha='right', fontsize=12);
df_listings.info()
<class 'pandas.core.frame.DataFrame'> Int64Index: 80718 entries, 0 to 80766 Data columns (total 35 columns): id 80718 non-null int64 host_response_rate 80718 non-null object host_is_superhost 80718 non-null object host_listings_count 80718 non-null float64 host_has_profile_pic 80718 non-null object host_identity_verified 80718 non-null object neighbourhood_cleansed 80718 non-null object property_type 80718 non-null object room_type 80718 non-null object accommodates 80718 non-null int64 bathrooms 80718 non-null float64 bedrooms 80718 non-null float64 amenities 80718 non-null object price 80718 non-null float64 security_deposit 80718 non-null float64 cleaning_fee 80718 non-null float64 guests_included 80718 non-null int64 extra_people 80718 non-null float64 minimum_nights 80718 non-null int64 maximum_nights 80718 non-null int64 availability_90 80718 non-null int64 number_of_reviews 80718 non-null int64 review_scores_rating 58487 non-null float64 review_scores_accuracy 58434 non-null float64 review_scores_cleanliness 58446 non-null float64 review_scores_checkin 58377 non-null float64 review_scores_communication 58435 non-null float64 review_scores_location 58377 non-null float64 review_scores_value 58377 non-null float64 requires_license 80718 non-null object instant_bookable 80718 non-null object is_business_travel_ready 80718 non-null object cancellation_policy 80718 non-null object require_guest_profile_picture 80718 non-null object require_guest_phone_verification 80718 non-null object dtypes: float64(14), int64(7), object(14) memory usage: 24.7+ MB
review_columns = ['review_scores_rating', 'review_scores_accuracy', 'review_scores_cleanliness',
'review_scores_communication', 'review_scores_checkin', 'review_scores_location', 'review_scores_value']
annotated_heatmap(df_listings, review_columns, figsize=(11, 15))
review_col_drop = ['review_scores_accuracy', 'review_scores_cleanliness', 'review_scores_value',
'review_scores_communication', 'review_scores_checkin', 'review_scores_location']
df_listings = df_listings.drop(review_col_drop, axis=1)
fig, ax = plt.subplots(figsize=(10, 5))
df_listings.review_scores_rating.hist(bins=10, ax=ax)
ax.set_xlabel('review score ratings')
ax.set_ylabel('Frequency');
bin_column(df_listings, 'review_scores_rating',
bins=[0, 80, 95, 100],
labels=['0-79', '80-94', '95-100'],
na_label='no reviews')
df_listings.cancellation_policy.value_counts()
strict_14_with_grace_period 34226 flexible 26340 moderate 19298 super_strict_30 425 super_strict_60 411 luxury_moderate 9 strict 9 Name: cancellation_policy, dtype: int64
In this section, we first prepare data for machine learning algorithms. Count vectorizer will be used for amenities columns which contains text. One-hot encoding will be applied for categorical variables. Next, we use random forest regressions and XGBoost to predict the listing's price. The evaluation metrics used will be RMSE and r squared.
df_listings.amenities = df_listings.amenities.str.replace("[{}]", "").str.replace('"', "").str.strip()
count_vectorizer = CountVectorizer(tokenizer=lambda x: x.split(','))
amenities = count_vectorizer.fit_transform(df_listings['amenities'])
df_amenities = pd.DataFrame(amenities.toarray(), columns=count_vectorizer.get_feature_names())
df_amenities = df_amenities.drop('', axis=1)
amenities_to_remove = []
for col in df_amenities.columns:
if (df_amenities[col].sum() / len(df_listings) * 100) < 15:
amenities_to_remove.append(col)
df_amenities = df_amenities.drop(amenities_to_remove, axis=1)
df_listings.drop('amenities', axis=1, inplace=True)
# Replace True False into 1 and 0
df_listings = df_listings.replace({'f': 0, 't': 1})
new_listings = pd.get_dummies(df_listings)
# concatenate amenities feautres
new_listings = pd.concat([new_listings, df_amenities], axis=1, join='inner')
# log transform price:
new_listings['price'] = new_listings['price'].astype('float64').replace(0.0, 0.01)
new_listings['price'] = np.log(new_listings['price'])
export_csv = new_listings.to_csv (r'preprocessed_data/listing.csv', index = None, header=True)
df_listings_cat = pd.concat([df_listings, df_amenities], axis=1, join='inner')
df_listings_cat['price'] = df_listings_cat['price'].astype('float64').replace(0.0, 0.01)
df_listings_cat['price'] = np.log(df_listings_cat['price'])
export_csv_cat = df_listings_cat.to_csv(r'preprocessed_data/listing_cat.csv',
index = None, header=True)
X = new_listings.drop('price', axis=1)
y = new_listings.price
X_cat = df_listings_cat.drop('price', axis=1)
y_cat = df_listings_cat.price
X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.25, random_state=42)
X_train_cat, X_test_cat, y_train_cat, y_test_cat = train_test_split(X_cat, y_cat, test_size=0.25, random_state=42)
print('Training set shape', X_train.shape)
print('Training labels shape', y_train.shape)
print('Testing set shape', X_test.shape)
print('Testing labels shape', y_test.shape)
Training set shape (60501, 116) Training labels shape (60501,) Testing set shape (20168, 116) Testing labels shape (20168,)
# Instantiate model
rf = RandomForestRegressor(n_estimators=500,
random_state=42,
n_jobs=-1)
rf.fit(X_train, y_train)
RandomForestRegressor(bootstrap=True, criterion='mse', max_depth=None,
max_features='auto', max_leaf_nodes=None,
min_impurity_decrease=0.0, min_impurity_split=None,
min_samples_leaf=1, min_samples_split=2,
min_weight_fraction_leaf=0.0, n_estimators=500, n_jobs=-1,
oob_score=False, random_state=42, verbose=0, warm_start=False)
print('Parameters currently in use: \n')
pprint(rf.get_params())
Parameters currently in use:
{'bootstrap': True,
'criterion': 'mse',
'max_depth': None,
'max_features': 'auto',
'max_leaf_nodes': None,
'min_impurity_decrease': 0.0,
'min_impurity_split': None,
'min_samples_leaf': 1,
'min_samples_split': 2,
'min_weight_fraction_leaf': 0.0,
'n_estimators': 500,
'n_jobs': -1,
'oob_score': False,
'random_state': 42,
'verbose': 0,
'warm_start': False}
# Numbe of trees in random forest
n_estimators = [int(x) for x in np.linspace(200, 2000, num=5)]
# Number of features to consider at every split
max_features = ['auto', 'sqrt']
# Maximum number of levels in tree
max_depth = [int(x) for x in np.linspace(20, 100, num = 5)]
max_depth.append(None)
# Minimum number of samples required to split a node
min_samples_split = [2, 5, 10]
# Minimum number of samples required at each leaf node
min_samples_leaf = [1, 2, 4]
# Method of selecting samples for training each tree
bootstrap = [True, False]
# Create the random grid
random_grid = {'n_estimators': n_estimators,
'max_features': max_features,
'max_depth': max_depth,
'min_samples_split': min_samples_split,
'min_samples_leaf': min_samples_leaf,
'bootstrap': bootstrap}
pprint(random_grid)
{'bootstrap': [True, False],
'max_depth': [20, 40, 60, 80, 100, None],
'max_features': ['auto', 'sqrt'],
'min_samples_leaf': [1, 2, 4],
'min_samples_split': [2, 5, 10],
'n_estimators': [200, 650, 1100, 1550, 2000]}
# Use the random grid to search for best hyperparameters
# First create the base model to tune
rf = RandomForestRegressor(random_state = 42)
# Random search of parameters, using 3 fold cross validation,
# search across 100 different combinations, and use all available cores
rf_random = RandomizedSearchCV(estimator=rf, param_distributions=random_grid,
n_iter = 20, scoring='neg_mean_squared_error',
cv = 3, verbose=2, random_state=42, n_jobs=-1,
return_train_score=True)
# Fit the random search model
rf_random.fit(X_train, y_train);
Fitting 3 folds for each of 20 candidates, totalling 60 fits
[Parallel(n_jobs=-1)]: Using backend LokyBackend with 12 concurrent workers. [Parallel(n_jobs=-1)]: Done 17 tasks | elapsed: 46.1min [Parallel(n_jobs=-1)]: Done 60 out of 60 | elapsed: 164.3min finished
rf_random.best_params_
{'n_estimators': 1550,
'min_samples_split': 10,
'min_samples_leaf': 1,
'max_features': 'sqrt',
'max_depth': None,
'bootstrap': False}
def evaluate(model, X_test, y_test):
y_test_pred = model.predict(X_test)
rmse_rf = (mean_squared_error(y_test, y_test_pred))**0.5
r2score = r2_score(y_test, y_test_pred)
print(f'RMSE test: {rmse_rf}')
print(f'R2 score test: {r2score}')
return rmse_rf, r2score
base_model = RandomForestRegressor(n_estimators=500,
random_state=42,
n_jobs=-1)
base_model.fit(X_train, y_train)
base_rmse, base_r2 = evaluate(base_model, X_test, y_test)
RandomForestRegressor(bootstrap=True, criterion='mse', max_depth=None,
max_features='auto', max_leaf_nodes=None,
min_impurity_decrease=0.0, min_impurity_split=None,
min_samples_leaf=1, min_samples_split=2,
min_weight_fraction_leaf=0.0, n_estimators=500, n_jobs=-1,
oob_score=False, random_state=42, verbose=0, warm_start=False)
RMSE test: 0.1737647029434023 R2 score test: 0.7255018998606462
best_random = RandomForestRegressor(n_estimators=1550,
min_samples_split=10,
min_samples_leaf=1,
max_features='sqrt',
max_depth=None,
bootstrap=False)
best_random.fit(X_train, y_train)
best_rmse, best_r2 = evaluate(best_random, X_test, y_test)
RandomForestRegressor(bootstrap=False, criterion='mse', max_depth=None,
max_features='sqrt', max_leaf_nodes=None,
min_impurity_decrease=0.0, min_impurity_split=None,
min_samples_leaf=1, min_samples_split=10,
min_weight_fraction_leaf=0.0, n_estimators=1550, n_jobs=None,
oob_score=False, random_state=None, verbose=0, warm_start=False)
RMSE test: 0.4143680682673386 R2 score test: 0.7287621194307339
print(f"The model after using RandomizedSearchCV improve the RMSE by "
f"{100 * (base_rmse - best_rmse) / base_rmse:.2f}%")
print(f"The model after using RandomizedSearchCV improve the r2 score by "
f"{100 * (best_r2 - base_r2) / base_r2:.2f}%")
The model after using RandomizedSearchCV improve the RMSE by 1.08% The model after using RandomizedSearchCV improve the r2 score by 0.41%
def column_index(df, query_cols):
cols = df.columns.values
sidx = np.argsort(cols)
return sidx[np.searchsorted(cols, query_cols, sorter=sidx)]
categorical = ['host_response_rate', 'neighbourhood_cleansed', 'property_type', 'room_type',
'review_scores_rating', 'cancellation_policy']
categorical_features_indices = column_index(X_cat, categorical)
model=CatBoostRegressor(loss_function='RMSE')
model.fit(X_train_cat, y_train_cat,cat_features=categorical_features_indices,eval_set=(X_test_cat, y_test_cat),plot=True);
0: learn: 4.3461433 test: 4.3433184 best: 4.3433184 (0) total: 70.2ms remaining: 1m 10s 1: learn: 4.2193005 test: 4.2165714 best: 4.2165714 (1) total: 138ms remaining: 1m 8s 2: learn: 4.0952365 test: 4.0926687 best: 4.0926687 (2) total: 219ms remaining: 1m 12s 3: learn: 3.9751386 test: 3.9728028 best: 3.9728028 (3) total: 311ms remaining: 1m 17s 4: learn: 3.8584877 test: 3.8563088 best: 3.8563088 (4) total: 383ms remaining: 1m 16s 5: learn: 3.7454998 test: 3.7435348 best: 3.7435348 (5) total: 470ms remaining: 1m 17s 6: learn: 3.6359900 test: 3.6341655 best: 3.6341655 (6) total: 571ms remaining: 1m 20s 7: learn: 3.5296635 test: 3.5279218 best: 3.5279218 (7) total: 672ms remaining: 1m 23s 8: learn: 3.4266017 test: 3.4250918 best: 3.4250918 (8) total: 781ms remaining: 1m 25s 9: learn: 3.3268777 test: 3.3255523 best: 3.3255523 (9) total: 856ms remaining: 1m 24s 10: learn: 3.2302368 test: 3.2290490 best: 3.2290490 (10) total: 944ms remaining: 1m 24s 11: learn: 3.1364018 test: 3.1353501 best: 3.1353501 (11) total: 1.02s remaining: 1m 23s 12: learn: 3.0455841 test: 3.0446829 best: 3.0446829 (12) total: 1.14s remaining: 1m 26s 13: learn: 2.9576068 test: 2.9568762 best: 2.9568762 (13) total: 1.21s remaining: 1m 25s 14: learn: 2.8722894 test: 2.8716935 best: 2.8716935 (14) total: 1.31s remaining: 1m 26s 15: learn: 2.7894154 test: 2.7890055 best: 2.7890055 (15) total: 1.46s remaining: 1m 29s 16: learn: 2.7093493 test: 2.7090702 best: 2.7090702 (16) total: 1.55s remaining: 1m 29s 17: learn: 2.6316281 test: 2.6314730 best: 2.6314730 (17) total: 1.64s remaining: 1m 29s 18: learn: 2.5564302 test: 2.5563676 best: 2.5563676 (18) total: 1.75s remaining: 1m 30s 19: learn: 2.4835020 test: 2.4835379 best: 2.4835379 (19) total: 1.81s remaining: 1m 28s 20: learn: 2.4128669 test: 2.4130294 best: 2.4130294 (20) total: 1.91s remaining: 1m 29s 21: learn: 2.3442355 test: 2.3445180 best: 2.3445180 (21) total: 2.01s remaining: 1m 29s 22: learn: 2.2778205 test: 2.2782354 best: 2.2782354 (22) total: 2.05s remaining: 1m 27s 23: learn: 2.2138118 test: 2.2142766 best: 2.2142766 (23) total: 2.1s remaining: 1m 25s 24: learn: 2.1514342 test: 2.1519732 best: 2.1519732 (24) total: 2.17s remaining: 1m 24s 25: learn: 2.0911519 test: 2.0918161 best: 2.0918161 (25) total: 2.24s remaining: 1m 24s 26: learn: 2.0330582 test: 2.0338309 best: 2.0338309 (26) total: 2.27s remaining: 1m 21s 27: learn: 1.9764499 test: 1.9773300 best: 1.9773300 (27) total: 2.33s remaining: 1m 21s 28: learn: 1.9218896 test: 1.9228712 best: 1.9228712 (28) total: 2.4s remaining: 1m 20s 29: learn: 1.8691333 test: 1.8702060 best: 1.8702060 (29) total: 2.44s remaining: 1m 18s 30: learn: 1.8178920 test: 1.8190087 best: 1.8190087 (30) total: 2.51s remaining: 1m 18s 31: learn: 1.7680087 test: 1.7692244 best: 1.7692244 (31) total: 2.57s remaining: 1m 17s 32: learn: 1.7199466 test: 1.7212820 best: 1.7212820 (32) total: 2.65s remaining: 1m 17s 33: learn: 1.6736674 test: 1.6750961 best: 1.6750961 (33) total: 2.71s remaining: 1m 17s 34: learn: 1.6291429 test: 1.6306687 best: 1.6306687 (34) total: 2.78s remaining: 1m 16s 35: learn: 1.5855192 test: 1.5871744 best: 1.5871744 (35) total: 2.85s remaining: 1m 16s 36: learn: 1.5435389 test: 1.5452856 best: 1.5452856 (36) total: 2.92s remaining: 1m 15s 37: learn: 1.5032646 test: 1.5050673 best: 1.5050673 (37) total: 2.99s remaining: 1m 15s 38: learn: 1.4640149 test: 1.4658760 best: 1.4658760 (38) total: 3.06s remaining: 1m 15s 39: learn: 1.4262761 test: 1.4281933 best: 1.4281933 (39) total: 3.14s remaining: 1m 15s 40: learn: 1.3899172 test: 1.3918897 best: 1.3918897 (40) total: 3.22s remaining: 1m 15s 41: learn: 1.3543351 test: 1.3564097 best: 1.3564097 (41) total: 3.28s remaining: 1m 14s 42: learn: 1.3201532 test: 1.3222991 best: 1.3222991 (42) total: 3.35s remaining: 1m 14s 43: learn: 1.2868623 test: 1.2890683 best: 1.2890683 (43) total: 3.4s remaining: 1m 13s 44: learn: 1.2548243 test: 1.2570893 best: 1.2570893 (44) total: 3.47s remaining: 1m 13s 45: learn: 1.2238234 test: 1.2262065 best: 1.2262065 (45) total: 3.54s remaining: 1m 13s 46: learn: 1.1940610 test: 1.1965575 best: 1.1965575 (46) total: 3.61s remaining: 1m 13s 47: learn: 1.1657308 test: 1.1683104 best: 1.1683104 (47) total: 3.63s remaining: 1m 11s 48: learn: 1.1376913 test: 1.1403502 best: 1.1403502 (48) total: 3.69s remaining: 1m 11s 49: learn: 1.1107143 test: 1.1134149 best: 1.1134149 (49) total: 3.76s remaining: 1m 11s 50: learn: 1.0848828 test: 1.0876711 best: 1.0876711 (50) total: 3.83s remaining: 1m 11s 51: learn: 1.0601522 test: 1.0630196 best: 1.0630196 (51) total: 3.9s remaining: 1m 11s 52: learn: 1.0360086 test: 1.0389571 best: 1.0389571 (52) total: 3.97s remaining: 1m 10s 53: learn: 1.0128474 test: 1.0158523 best: 1.0158523 (53) total: 4.04s remaining: 1m 10s 54: learn: 0.9904331 test: 0.9934912 best: 0.9934912 (54) total: 4.11s remaining: 1m 10s 55: learn: 0.9690990 test: 0.9722008 best: 0.9722008 (55) total: 4.2s remaining: 1m 10s 56: learn: 0.9481482 test: 0.9512924 best: 0.9512924 (56) total: 4.28s remaining: 1m 10s 57: learn: 0.9282091 test: 0.9314369 best: 0.9314369 (57) total: 4.34s remaining: 1m 10s 58: learn: 0.9089667 test: 0.9122623 best: 0.9122623 (58) total: 4.41s remaining: 1m 10s 59: learn: 0.8902270 test: 0.8935766 best: 0.8935766 (59) total: 4.47s remaining: 1m 10s 60: learn: 0.8723795 test: 0.8757688 best: 0.8757688 (60) total: 4.54s remaining: 1m 9s 61: learn: 0.8552500 test: 0.8587172 best: 0.8587172 (61) total: 4.61s remaining: 1m 9s 62: learn: 0.8390497 test: 0.8425431 best: 0.8425431 (62) total: 4.68s remaining: 1m 9s 63: learn: 0.8233592 test: 0.8269258 best: 0.8269258 (63) total: 4.74s remaining: 1m 9s 64: learn: 0.8082957 test: 0.8119360 best: 0.8119360 (64) total: 4.81s remaining: 1m 9s 65: learn: 0.7936299 test: 0.7973354 best: 0.7973354 (65) total: 4.88s remaining: 1m 9s 66: learn: 0.7794680 test: 0.7832332 best: 0.7832332 (66) total: 4.95s remaining: 1m 8s 67: learn: 0.7662601 test: 0.7701047 best: 0.7701047 (67) total: 5.04s remaining: 1m 9s 68: learn: 0.7532174 test: 0.7570889 best: 0.7570889 (68) total: 5.12s remaining: 1m 9s 69: learn: 0.7408979 test: 0.7448022 best: 0.7448022 (69) total: 5.18s remaining: 1m 8s 70: learn: 0.7281046 test: 0.7320906 best: 0.7320906 (70) total: 5.25s remaining: 1m 8s 71: learn: 0.7157209 test: 0.7196381 best: 0.7196381 (71) total: 5.31s remaining: 1m 8s 72: learn: 0.7040041 test: 0.7079724 best: 0.7079724 (72) total: 5.37s remaining: 1m 8s 73: learn: 0.6927741 test: 0.6967684 best: 0.6967684 (73) total: 5.43s remaining: 1m 7s 74: learn: 0.6822615 test: 0.6862411 best: 0.6862411 (74) total: 5.49s remaining: 1m 7s 75: learn: 0.6719926 test: 0.6760224 best: 0.6760224 (75) total: 5.55s remaining: 1m 7s 76: learn: 0.6620530 test: 0.6661414 best: 0.6661414 (76) total: 5.61s remaining: 1m 7s 77: learn: 0.6524556 test: 0.6565293 best: 0.6565293 (77) total: 5.67s remaining: 1m 6s 78: learn: 0.6435024 test: 0.6475849 best: 0.6475849 (78) total: 5.73s remaining: 1m 6s 79: learn: 0.6347547 test: 0.6389199 best: 0.6389199 (79) total: 5.8s remaining: 1m 6s 80: learn: 0.6265264 test: 0.6306680 best: 0.6306680 (80) total: 5.87s remaining: 1m 6s 81: learn: 0.6188638 test: 0.6230896 best: 0.6230896 (81) total: 5.95s remaining: 1m 6s 82: learn: 0.6113370 test: 0.6155361 best: 0.6155361 (82) total: 6.02s remaining: 1m 6s 83: learn: 0.6038777 test: 0.6080623 best: 0.6080623 (83) total: 6.08s remaining: 1m 6s 84: learn: 0.5969322 test: 0.6012462 best: 0.6012462 (84) total: 6.14s remaining: 1m 6s 85: learn: 0.5904891 test: 0.5948377 best: 0.5948377 (85) total: 6.19s remaining: 1m 5s 86: learn: 0.5840481 test: 0.5883315 best: 0.5883315 (86) total: 6.27s remaining: 1m 5s 87: learn: 0.5778144 test: 0.5821065 best: 0.5821065 (87) total: 6.34s remaining: 1m 5s 88: learn: 0.5722260 test: 0.5764919 best: 0.5764919 (88) total: 6.41s remaining: 1m 5s 89: learn: 0.5668090 test: 0.5710864 best: 0.5710864 (89) total: 6.47s remaining: 1m 5s 90: learn: 0.5614330 test: 0.5658114 best: 0.5658114 (90) total: 6.54s remaining: 1m 5s 91: learn: 0.5564320 test: 0.5608231 best: 0.5608231 (91) total: 6.61s remaining: 1m 5s 92: learn: 0.5518059 test: 0.5562487 best: 0.5562487 (92) total: 6.67s remaining: 1m 5s 93: learn: 0.5471879 test: 0.5516558 best: 0.5516558 (93) total: 6.74s remaining: 1m 4s 94: learn: 0.5428862 test: 0.5473726 best: 0.5473726 (94) total: 6.82s remaining: 1m 4s 95: learn: 0.5387549 test: 0.5432727 best: 0.5432727 (95) total: 6.91s remaining: 1m 5s 96: learn: 0.5344507 test: 0.5388808 best: 0.5388808 (96) total: 7s remaining: 1m 5s 97: learn: 0.5306860 test: 0.5350850 best: 0.5350850 (97) total: 7.07s remaining: 1m 5s 98: learn: 0.5270346 test: 0.5314593 best: 0.5314593 (98) total: 7.14s remaining: 1m 4s 99: learn: 0.5234360 test: 0.5279125 best: 0.5279125 (99) total: 7.21s remaining: 1m 4s 100: learn: 0.5200285 test: 0.5244553 best: 0.5244553 (100) total: 7.27s remaining: 1m 4s 101: learn: 0.5168756 test: 0.5212989 best: 0.5212989 (101) total: 7.34s remaining: 1m 4s 102: learn: 0.5139358 test: 0.5183825 best: 0.5183825 (102) total: 7.4s remaining: 1m 4s 103: learn: 0.5108420 test: 0.5152763 best: 0.5152763 (103) total: 7.47s remaining: 1m 4s 104: learn: 0.5079681 test: 0.5124684 best: 0.5124684 (104) total: 7.54s remaining: 1m 4s 105: learn: 0.5052960 test: 0.5098540 best: 0.5098540 (105) total: 7.6s remaining: 1m 4s 106: learn: 0.5025784 test: 0.5070573 best: 0.5070573 (106) total: 7.67s remaining: 1m 4s 107: learn: 0.4999774 test: 0.5044458 best: 0.5044458 (107) total: 7.74s remaining: 1m 3s 108: learn: 0.4976536 test: 0.5021275 best: 0.5021275 (108) total: 7.83s remaining: 1m 3s 109: learn: 0.4954968 test: 0.4999901 best: 0.4999901 (109) total: 7.89s remaining: 1m 3s 110: learn: 0.4934339 test: 0.4979469 best: 0.4979469 (110) total: 7.97s remaining: 1m 3s 111: learn: 0.4914882 test: 0.4960183 best: 0.4960183 (111) total: 8.04s remaining: 1m 3s 112: learn: 0.4896420 test: 0.4941606 best: 0.4941606 (112) total: 8.11s remaining: 1m 3s 113: learn: 0.4878700 test: 0.4924081 best: 0.4924081 (113) total: 8.18s remaining: 1m 3s 114: learn: 0.4860805 test: 0.4906810 best: 0.4906810 (114) total: 8.25s remaining: 1m 3s 115: learn: 0.4844659 test: 0.4890920 best: 0.4890920 (115) total: 8.31s remaining: 1m 3s 116: learn: 0.4828860 test: 0.4875021 best: 0.4875021 (116) total: 8.38s remaining: 1m 3s 117: learn: 0.4812605 test: 0.4858383 best: 0.4858383 (117) total: 8.45s remaining: 1m 3s 118: learn: 0.4797045 test: 0.4843224 best: 0.4843224 (118) total: 8.53s remaining: 1m 3s 119: learn: 0.4780985 test: 0.4826252 best: 0.4826252 (119) total: 8.59s remaining: 1m 2s 120: learn: 0.4765677 test: 0.4811170 best: 0.4811170 (120) total: 8.64s remaining: 1m 2s 121: learn: 0.4751617 test: 0.4796859 best: 0.4796859 (121) total: 8.72s remaining: 1m 2s 122: learn: 0.4739349 test: 0.4784760 best: 0.4784760 (122) total: 8.78s remaining: 1m 2s 123: learn: 0.4727505 test: 0.4773171 best: 0.4773171 (123) total: 8.84s remaining: 1m 2s 124: learn: 0.4715915 test: 0.4762164 best: 0.4762164 (124) total: 8.93s remaining: 1m 2s 125: learn: 0.4703370 test: 0.4749278 best: 0.4749278 (125) total: 9.02s remaining: 1m 2s 126: learn: 0.4692863 test: 0.4738966 best: 0.4738966 (126) total: 9.08s remaining: 1m 2s 127: learn: 0.4682561 test: 0.4729200 best: 0.4729200 (127) total: 9.14s remaining: 1m 2s 128: learn: 0.4672209 test: 0.4719006 best: 0.4719006 (128) total: 9.21s remaining: 1m 2s 129: learn: 0.4663623 test: 0.4710576 best: 0.4710576 (129) total: 9.27s remaining: 1m 2s 130: learn: 0.4654546 test: 0.4701879 best: 0.4701879 (130) total: 9.33s remaining: 1m 1s 131: learn: 0.4644578 test: 0.4691483 best: 0.4691483 (131) total: 9.4s remaining: 1m 1s 132: learn: 0.4636013 test: 0.4682773 best: 0.4682773 (132) total: 9.48s remaining: 1m 1s 133: learn: 0.4627081 test: 0.4673282 best: 0.4673282 (133) total: 9.54s remaining: 1m 1s 134: learn: 0.4619063 test: 0.4665278 best: 0.4665278 (134) total: 9.62s remaining: 1m 1s 135: learn: 0.4611484 test: 0.4658143 best: 0.4658143 (135) total: 9.68s remaining: 1m 1s 136: learn: 0.4604346 test: 0.4650895 best: 0.4650895 (136) total: 9.75s remaining: 1m 1s 137: learn: 0.4597603 test: 0.4644226 best: 0.4644226 (137) total: 9.81s remaining: 1m 1s 138: learn: 0.4590248 test: 0.4637154 best: 0.4637154 (138) total: 9.89s remaining: 1m 1s 139: learn: 0.4583384 test: 0.4630339 best: 0.4630339 (139) total: 9.97s remaining: 1m 1s 140: learn: 0.4578032 test: 0.4625590 best: 0.4625590 (140) total: 10s remaining: 1m 1s 141: learn: 0.4571242 test: 0.4618807 best: 0.4618807 (141) total: 10.1s remaining: 1m 1s 142: learn: 0.4565984 test: 0.4613450 best: 0.4613450 (142) total: 10.2s remaining: 1m 1s 143: learn: 0.4560019 test: 0.4607579 best: 0.4607579 (143) total: 10.3s remaining: 1m 1s 144: learn: 0.4554700 test: 0.4602556 best: 0.4602556 (144) total: 10.3s remaining: 1m 1s 145: learn: 0.4547389 test: 0.4594946 best: 0.4594946 (145) total: 10.4s remaining: 1m 146: learn: 0.4542716 test: 0.4590321 best: 0.4590321 (146) total: 10.5s remaining: 1m 147: learn: 0.4537634 test: 0.4585451 best: 0.4585451 (147) total: 10.6s remaining: 1m 148: learn: 0.4532827 test: 0.4580788 best: 0.4580788 (148) total: 10.6s remaining: 1m 149: learn: 0.4529127 test: 0.4577324 best: 0.4577324 (149) total: 10.7s remaining: 1m 150: learn: 0.4524727 test: 0.4572873 best: 0.4572873 (150) total: 10.8s remaining: 1m 151: learn: 0.4518345 test: 0.4566086 best: 0.4566086 (151) total: 10.8s remaining: 1m 152: learn: 0.4513782 test: 0.4561951 best: 0.4561951 (152) total: 10.9s remaining: 1m 153: learn: 0.4509023 test: 0.4557728 best: 0.4557728 (153) total: 11s remaining: 1m 154: learn: 0.4504642 test: 0.4553457 best: 0.4553457 (154) total: 11.1s remaining: 1m 155: learn: 0.4500923 test: 0.4549926 best: 0.4549926 (155) total: 11.1s remaining: 1m 156: learn: 0.4497690 test: 0.4547109 best: 0.4547109 (156) total: 11.2s remaining: 1m 157: learn: 0.4493901 test: 0.4543414 best: 0.4543414 (157) total: 11.3s remaining: 1m 158: learn: 0.4489847 test: 0.4539417 best: 0.4539417 (158) total: 11.4s remaining: 1m 159: learn: 0.4485627 test: 0.4536102 best: 0.4536102 (159) total: 11.4s remaining: 1m 160: learn: 0.4481852 test: 0.4532623 best: 0.4532623 (160) total: 11.5s remaining: 60s 161: learn: 0.4478214 test: 0.4528859 best: 0.4528859 (161) total: 11.6s remaining: 59.8s 162: learn: 0.4473212 test: 0.4523605 best: 0.4523605 (162) total: 11.6s remaining: 59.7s 163: learn: 0.4469004 test: 0.4520102 best: 0.4520102 (163) total: 11.7s remaining: 59.7s 164: learn: 0.4465295 test: 0.4516454 best: 0.4516454 (164) total: 11.8s remaining: 59.7s 165: learn: 0.4462224 test: 0.4513305 best: 0.4513305 (165) total: 11.9s remaining: 59.5s 166: learn: 0.4458886 test: 0.4510136 best: 0.4510136 (166) total: 11.9s remaining: 59.5s 167: learn: 0.4455757 test: 0.4507154 best: 0.4507154 (167) total: 12s remaining: 59.5s 168: learn: 0.4452315 test: 0.4504100 best: 0.4504100 (168) total: 12.1s remaining: 59.6s 169: learn: 0.4448127 test: 0.4500147 best: 0.4500147 (169) total: 12.2s remaining: 59.6s 170: learn: 0.4444491 test: 0.4496147 best: 0.4496147 (170) total: 12.3s remaining: 59.5s 171: learn: 0.4441820 test: 0.4493580 best: 0.4493580 (171) total: 12.3s remaining: 59.4s 172: learn: 0.4439029 test: 0.4491307 best: 0.4491307 (172) total: 12.4s remaining: 59.3s 173: learn: 0.4436609 test: 0.4489133 best: 0.4489133 (173) total: 12.5s remaining: 59.3s 174: learn: 0.4434283 test: 0.4486926 best: 0.4486926 (174) total: 12.6s remaining: 59.2s 175: learn: 0.4431507 test: 0.4484418 best: 0.4484418 (175) total: 12.6s remaining: 59.2s 176: learn: 0.4428177 test: 0.4481306 best: 0.4481306 (176) total: 12.7s remaining: 59.1s 177: learn: 0.4424602 test: 0.4477788 best: 0.4477788 (177) total: 12.8s remaining: 59s 178: learn: 0.4422996 test: 0.4476207 best: 0.4476207 (178) total: 12.8s remaining: 58.9s 179: learn: 0.4420114 test: 0.4473050 best: 0.4473050 (179) total: 12.9s remaining: 58.8s 180: learn: 0.4417829 test: 0.4470831 best: 0.4470831 (180) total: 13s remaining: 58.7s 181: learn: 0.4414969 test: 0.4468267 best: 0.4468267 (181) total: 13s remaining: 58.6s 182: learn: 0.4412793 test: 0.4466247 best: 0.4466247 (182) total: 13.1s remaining: 58.5s 183: learn: 0.4409593 test: 0.4463475 best: 0.4463475 (183) total: 13.2s remaining: 58.4s 184: learn: 0.4407847 test: 0.4461828 best: 0.4461828 (184) total: 13.2s remaining: 58.3s 185: learn: 0.4405115 test: 0.4458999 best: 0.4458999 (185) total: 13.3s remaining: 58.2s 186: learn: 0.4403232 test: 0.4457553 best: 0.4457553 (186) total: 13.4s remaining: 58.1s 187: learn: 0.4401358 test: 0.4455632 best: 0.4455632 (187) total: 13.4s remaining: 58s 188: learn: 0.4398584 test: 0.4453228 best: 0.4453228 (188) total: 13.5s remaining: 57.9s 189: learn: 0.4395298 test: 0.4450132 best: 0.4450132 (189) total: 13.6s remaining: 57.8s 190: learn: 0.4392964 test: 0.4447743 best: 0.4447743 (190) total: 13.6s remaining: 57.7s 191: learn: 0.4391149 test: 0.4446418 best: 0.4446418 (191) total: 13.7s remaining: 57.6s 192: learn: 0.4388289 test: 0.4443778 best: 0.4443778 (192) total: 13.8s remaining: 57.6s 193: learn: 0.4386361 test: 0.4442155 best: 0.4442155 (193) total: 13.8s remaining: 57.5s 194: learn: 0.4384175 test: 0.4440677 best: 0.4440677 (194) total: 13.9s remaining: 57.4s 195: learn: 0.4382100 test: 0.4438633 best: 0.4438633 (195) total: 14s remaining: 57.3s 196: learn: 0.4380264 test: 0.4436683 best: 0.4436683 (196) total: 14.1s remaining: 57.3s 197: learn: 0.4377968 test: 0.4434825 best: 0.4434825 (197) total: 14.1s remaining: 57.2s 198: learn: 0.4376728 test: 0.4433723 best: 0.4433723 (198) total: 14.2s remaining: 57.1s 199: learn: 0.4373226 test: 0.4429571 best: 0.4429571 (199) total: 14.2s remaining: 57s 200: learn: 0.4370248 test: 0.4426788 best: 0.4426788 (200) total: 14.3s remaining: 56.9s 201: learn: 0.4368884 test: 0.4425802 best: 0.4425802 (201) total: 14.4s remaining: 56.8s 202: learn: 0.4366992 test: 0.4423949 best: 0.4423949 (202) total: 14.5s remaining: 56.7s 203: learn: 0.4365054 test: 0.4422324 best: 0.4422324 (203) total: 14.5s remaining: 56.7s 204: learn: 0.4362482 test: 0.4419777 best: 0.4419777 (204) total: 14.6s remaining: 56.6s 205: learn: 0.4360902 test: 0.4418434 best: 0.4418434 (205) total: 14.7s remaining: 56.5s 206: learn: 0.4358209 test: 0.4415665 best: 0.4415665 (206) total: 14.7s remaining: 56.5s 207: learn: 0.4356679 test: 0.4414120 best: 0.4414120 (207) total: 14.8s remaining: 56.5s 208: learn: 0.4355573 test: 0.4413156 best: 0.4413156 (208) total: 14.9s remaining: 56.4s 209: learn: 0.4353617 test: 0.4411331 best: 0.4411331 (209) total: 15s remaining: 56.3s 210: learn: 0.4352172 test: 0.4409964 best: 0.4409964 (210) total: 15s remaining: 56.2s 211: learn: 0.4350969 test: 0.4408894 best: 0.4408894 (211) total: 15.1s remaining: 56.1s 212: learn: 0.4347515 test: 0.4405002 best: 0.4405002 (212) total: 15.2s remaining: 56s 213: learn: 0.4345987 test: 0.4403433 best: 0.4403433 (213) total: 15.2s remaining: 55.9s 214: learn: 0.4344220 test: 0.4401702 best: 0.4401702 (214) total: 15.3s remaining: 55.8s 215: learn: 0.4341088 test: 0.4398037 best: 0.4398037 (215) total: 15.3s remaining: 55.7s 216: learn: 0.4339067 test: 0.4396088 best: 0.4396088 (216) total: 15.4s remaining: 55.6s 217: learn: 0.4338286 test: 0.4395478 best: 0.4395478 (217) total: 15.5s remaining: 55.5s 218: learn: 0.4335018 test: 0.4391673 best: 0.4391673 (218) total: 15.5s remaining: 55.4s 219: learn: 0.4333452 test: 0.4390519 best: 0.4390519 (219) total: 15.6s remaining: 55.3s 220: learn: 0.4332467 test: 0.4389524 best: 0.4389524 (220) total: 15.7s remaining: 55.2s 221: learn: 0.4330635 test: 0.4387713 best: 0.4387713 (221) total: 15.7s remaining: 55.1s 222: learn: 0.4328527 test: 0.4385759 best: 0.4385759 (222) total: 15.8s remaining: 55s 223: learn: 0.4327214 test: 0.4384742 best: 0.4384742 (223) total: 15.8s remaining: 54.9s 224: learn: 0.4325808 test: 0.4383679 best: 0.4383679 (224) total: 15.9s remaining: 54.8s 225: learn: 0.4324201 test: 0.4382657 best: 0.4382657 (225) total: 16s remaining: 54.8s 226: learn: 0.4322508 test: 0.4381245 best: 0.4381245 (226) total: 16.1s remaining: 54.7s 227: learn: 0.4320986 test: 0.4379855 best: 0.4379855 (227) total: 16.1s remaining: 54.7s 228: learn: 0.4320369 test: 0.4379530 best: 0.4379530 (228) total: 16.2s remaining: 54.6s 229: learn: 0.4319395 test: 0.4378628 best: 0.4378628 (229) total: 16.3s remaining: 54.6s 230: learn: 0.4317328 test: 0.4376923 best: 0.4376923 (230) total: 16.4s remaining: 54.5s 231: learn: 0.4316184 test: 0.4375754 best: 0.4375754 (231) total: 16.5s remaining: 54.5s 232: learn: 0.4315206 test: 0.4374848 best: 0.4374848 (232) total: 16.5s remaining: 54.4s 233: learn: 0.4313624 test: 0.4373829 best: 0.4373829 (233) total: 16.6s remaining: 54.3s 234: learn: 0.4312030 test: 0.4372906 best: 0.4372906 (234) total: 16.7s remaining: 54.2s 235: learn: 0.4310278 test: 0.4371220 best: 0.4371220 (235) total: 16.7s remaining: 54.2s 236: learn: 0.4307023 test: 0.4367693 best: 0.4367693 (236) total: 16.8s remaining: 54.1s 237: learn: 0.4305923 test: 0.4366595 best: 0.4366595 (237) total: 16.9s remaining: 54s 238: learn: 0.4303697 test: 0.4364275 best: 0.4364275 (238) total: 17s remaining: 54s 239: learn: 0.4302360 test: 0.4363445 best: 0.4363445 (239) total: 17.1s remaining: 54s 240: learn: 0.4300294 test: 0.4361160 best: 0.4361160 (240) total: 17.2s remaining: 54.1s 241: learn: 0.4298210 test: 0.4359653 best: 0.4359653 (241) total: 17.3s remaining: 54.2s 242: learn: 0.4297330 test: 0.4359008 best: 0.4359008 (242) total: 17.4s remaining: 54.2s 243: learn: 0.4296667 test: 0.4358543 best: 0.4358543 (243) total: 17.5s remaining: 54.2s 244: learn: 0.4295751 test: 0.4357843 best: 0.4357843 (244) total: 17.5s remaining: 54.1s 245: learn: 0.4294686 test: 0.4357042 best: 0.4357042 (245) total: 17.6s remaining: 53.9s 246: learn: 0.4293027 test: 0.4355131 best: 0.4355131 (246) total: 17.7s remaining: 53.9s 247: learn: 0.4292144 test: 0.4354372 best: 0.4354372 (247) total: 17.8s remaining: 53.8s 248: learn: 0.4291156 test: 0.4353599 best: 0.4353599 (248) total: 17.8s remaining: 53.8s 249: learn: 0.4289756 test: 0.4352233 best: 0.4352233 (249) total: 17.9s remaining: 53.7s 250: learn: 0.4287738 test: 0.4350341 best: 0.4350341 (250) total: 18s remaining: 53.6s 251: learn: 0.4287491 test: 0.4350182 best: 0.4350182 (251) total: 18s remaining: 53.5s 252: learn: 0.4286741 test: 0.4349435 best: 0.4349435 (252) total: 18.1s remaining: 53.4s 253: learn: 0.4284741 test: 0.4347105 best: 0.4347105 (253) total: 18.2s remaining: 53.4s 254: learn: 0.4283400 test: 0.4345942 best: 0.4345942 (254) total: 18.2s remaining: 53.3s 255: learn: 0.4282201 test: 0.4344741 best: 0.4344741 (255) total: 18.3s remaining: 53.2s 256: learn: 0.4281552 test: 0.4344295 best: 0.4344295 (256) total: 18.4s remaining: 53.2s 257: learn: 0.4280270 test: 0.4343167 best: 0.4343167 (257) total: 18.5s remaining: 53.2s 258: learn: 0.4279216 test: 0.4342281 best: 0.4342281 (258) total: 18.6s remaining: 53.1s 259: learn: 0.4277152 test: 0.4339676 best: 0.4339676 (259) total: 18.6s remaining: 53.1s 260: learn: 0.4276147 test: 0.4338832 best: 0.4338832 (260) total: 18.7s remaining: 53s 261: learn: 0.4275040 test: 0.4337852 best: 0.4337852 (261) total: 18.8s remaining: 52.9s 262: learn: 0.4274288 test: 0.4337315 best: 0.4337315 (262) total: 18.9s remaining: 52.9s 263: learn: 0.4273630 test: 0.4336765 best: 0.4336765 (263) total: 18.9s remaining: 52.8s 264: learn: 0.4272075 test: 0.4335083 best: 0.4335083 (264) total: 19s remaining: 52.7s 265: learn: 0.4270976 test: 0.4334031 best: 0.4334031 (265) total: 19.1s remaining: 52.6s 266: learn: 0.4269583 test: 0.4332462 best: 0.4332462 (266) total: 19.1s remaining: 52.6s 267: learn: 0.4268168 test: 0.4331287 best: 0.4331287 (267) total: 19.2s remaining: 52.5s 268: learn: 0.4267247 test: 0.4330220 best: 0.4330220 (268) total: 19.3s remaining: 52.4s 269: learn: 0.4266752 test: 0.4329836 best: 0.4329836 (269) total: 19.3s remaining: 52.3s 270: learn: 0.4265511 test: 0.4328742 best: 0.4328742 (270) total: 19.4s remaining: 52.2s 271: learn: 0.4264808 test: 0.4328177 best: 0.4328177 (271) total: 19.5s remaining: 52.1s 272: learn: 0.4263945 test: 0.4327460 best: 0.4327460 (272) total: 19.5s remaining: 52s 273: learn: 0.4263632 test: 0.4327297 best: 0.4327297 (273) total: 19.6s remaining: 51.9s 274: learn: 0.4263052 test: 0.4326878 best: 0.4326878 (274) total: 19.7s remaining: 51.8s 275: learn: 0.4261774 test: 0.4325681 best: 0.4325681 (275) total: 19.7s remaining: 51.7s 276: learn: 0.4260862 test: 0.4324973 best: 0.4324973 (276) total: 19.8s remaining: 51.7s 277: learn: 0.4259528 test: 0.4323966 best: 0.4323966 (277) total: 19.9s remaining: 51.6s 278: learn: 0.4258700 test: 0.4323282 best: 0.4323282 (278) total: 19.9s remaining: 51.5s 279: learn: 0.4258646 test: 0.4323228 best: 0.4323228 (279) total: 20s remaining: 51.3s 280: learn: 0.4257709 test: 0.4322422 best: 0.4322422 (280) total: 20s remaining: 51.3s 281: learn: 0.4256959 test: 0.4321750 best: 0.4321750 (281) total: 20.1s remaining: 51.2s 282: learn: 0.4255515 test: 0.4320101 best: 0.4320101 (282) total: 20.2s remaining: 51.1s 283: learn: 0.4254835 test: 0.4319627 best: 0.4319627 (283) total: 20.2s remaining: 51s 284: learn: 0.4253693 test: 0.4318662 best: 0.4318662 (284) total: 20.3s remaining: 50.9s 285: learn: 0.4253107 test: 0.4318162 best: 0.4318162 (285) total: 20.4s remaining: 50.9s 286: learn: 0.4252195 test: 0.4317535 best: 0.4317535 (286) total: 20.5s remaining: 50.9s 287: learn: 0.4250330 test: 0.4315254 best: 0.4315254 (287) total: 20.5s remaining: 50.8s 288: learn: 0.4249686 test: 0.4314727 best: 0.4314727 (288) total: 20.6s remaining: 50.7s 289: learn: 0.4247955 test: 0.4313067 best: 0.4313067 (289) total: 20.7s remaining: 50.6s 290: learn: 0.4247410 test: 0.4312693 best: 0.4312693 (290) total: 20.8s remaining: 50.6s 291: learn: 0.4246946 test: 0.4312397 best: 0.4312397 (291) total: 20.9s remaining: 50.6s 292: learn: 0.4245832 test: 0.4311752 best: 0.4311752 (292) total: 21s remaining: 50.6s 293: learn: 0.4245518 test: 0.4311672 best: 0.4311672 (293) total: 21s remaining: 50.5s 294: learn: 0.4243896 test: 0.4310108 best: 0.4310108 (294) total: 21.1s remaining: 50.5s 295: learn: 0.4242556 test: 0.4309225 best: 0.4309225 (295) total: 21.2s remaining: 50.4s 296: learn: 0.4241941 test: 0.4308794 best: 0.4308794 (296) total: 21.2s remaining: 50.3s 297: learn: 0.4241220 test: 0.4308123 best: 0.4308123 (297) total: 21.3s remaining: 50.2s 298: learn: 0.4239395 test: 0.4306665 best: 0.4306665 (298) total: 21.4s remaining: 50.1s 299: learn: 0.4238080 test: 0.4305436 best: 0.4305436 (299) total: 21.5s remaining: 50.1s 300: learn: 0.4237223 test: 0.4304944 best: 0.4304944 (300) total: 21.5s remaining: 50s 301: learn: 0.4235647 test: 0.4304008 best: 0.4304008 (301) total: 21.6s remaining: 49.9s 302: learn: 0.4234353 test: 0.4302575 best: 0.4302575 (302) total: 21.6s remaining: 49.8s 303: learn: 0.4233878 test: 0.4302252 best: 0.4302252 (303) total: 21.7s remaining: 49.7s 304: learn: 0.4233179 test: 0.4301656 best: 0.4301656 (304) total: 21.8s remaining: 49.6s 305: learn: 0.4232736 test: 0.4301419 best: 0.4301419 (305) total: 21.8s remaining: 49.5s 306: learn: 0.4231065 test: 0.4299393 best: 0.4299393 (306) total: 21.9s remaining: 49.5s 307: learn: 0.4229430 test: 0.4297279 best: 0.4297279 (307) total: 22s remaining: 49.4s 308: learn: 0.4228388 test: 0.4296545 best: 0.4296545 (308) total: 22.1s remaining: 49.4s 309: learn: 0.4227608 test: 0.4295257 best: 0.4295257 (309) total: 22.2s remaining: 49.3s 310: learn: 0.4226504 test: 0.4294181 best: 0.4294181 (310) total: 22.3s remaining: 49.3s 311: learn: 0.4226450 test: 0.4294176 best: 0.4294176 (311) total: 22.3s remaining: 49.2s 312: learn: 0.4225326 test: 0.4293120 best: 0.4293120 (312) total: 22.4s remaining: 49.1s 313: learn: 0.4224482 test: 0.4292400 best: 0.4292400 (313) total: 22.4s remaining: 49s 314: learn: 0.4223173 test: 0.4291228 best: 0.4291228 (314) total: 22.5s remaining: 49s 315: learn: 0.4222425 test: 0.4290676 best: 0.4290676 (315) total: 22.6s remaining: 48.9s 316: learn: 0.4220891 test: 0.4289431 best: 0.4289431 (316) total: 22.7s remaining: 48.9s 317: learn: 0.4220251 test: 0.4289042 best: 0.4289042 (317) total: 22.8s remaining: 48.8s 318: learn: 0.4219030 test: 0.4288036 best: 0.4288036 (318) total: 22.8s remaining: 48.8s 319: learn: 0.4218435 test: 0.4287772 best: 0.4287772 (319) total: 22.9s remaining: 48.7s 320: learn: 0.4217640 test: 0.4287252 best: 0.4287252 (320) total: 23s remaining: 48.6s 321: learn: 0.4217007 test: 0.4286808 best: 0.4286808 (321) total: 23s remaining: 48.5s 322: learn: 0.4215867 test: 0.4286039 best: 0.4286039 (322) total: 23.1s remaining: 48.5s 323: learn: 0.4214999 test: 0.4285498 best: 0.4285498 (323) total: 23.2s remaining: 48.4s 324: learn: 0.4214138 test: 0.4284811 best: 0.4284811 (324) total: 23.2s remaining: 48.3s 325: learn: 0.4212906 test: 0.4283850 best: 0.4283850 (325) total: 23.3s remaining: 48.2s 326: learn: 0.4211772 test: 0.4282836 best: 0.4282836 (326) total: 23.4s remaining: 48.2s 327: learn: 0.4211353 test: 0.4282552 best: 0.4282552 (327) total: 23.5s remaining: 48.1s 328: learn: 0.4210157 test: 0.4281860 best: 0.4281860 (328) total: 23.5s remaining: 48s 329: learn: 0.4208958 test: 0.4280438 best: 0.4280438 (329) total: 23.6s remaining: 47.9s 330: learn: 0.4207773 test: 0.4279714 best: 0.4279714 (330) total: 23.7s remaining: 47.8s 331: learn: 0.4206319 test: 0.4278584 best: 0.4278584 (331) total: 23.7s remaining: 47.8s 332: learn: 0.4205483 test: 0.4277919 best: 0.4277919 (332) total: 23.8s remaining: 47.7s 333: learn: 0.4204990 test: 0.4277431 best: 0.4277431 (333) total: 23.9s remaining: 47.6s 334: learn: 0.4204376 test: 0.4277208 best: 0.4277208 (334) total: 23.9s remaining: 47.5s 335: learn: 0.4203815 test: 0.4276954 best: 0.4276954 (335) total: 24s remaining: 47.4s 336: learn: 0.4202860 test: 0.4276027 best: 0.4276027 (336) total: 24.1s remaining: 47.3s 337: learn: 0.4201860 test: 0.4275366 best: 0.4275366 (337) total: 24.1s remaining: 47.3s 338: learn: 0.4201329 test: 0.4274965 best: 0.4274965 (338) total: 24.2s remaining: 47.2s 339: learn: 0.4200582 test: 0.4274271 best: 0.4274271 (339) total: 24.3s remaining: 47.1s 340: learn: 0.4199817 test: 0.4273665 best: 0.4273665 (340) total: 24.3s remaining: 47s 341: learn: 0.4198838 test: 0.4272834 best: 0.4272834 (341) total: 24.4s remaining: 46.9s 342: learn: 0.4198181 test: 0.4272600 best: 0.4272600 (342) total: 24.5s remaining: 46.9s 343: learn: 0.4197638 test: 0.4272121 best: 0.4272121 (343) total: 24.5s remaining: 46.8s 344: learn: 0.4196470 test: 0.4270971 best: 0.4270971 (344) total: 24.6s remaining: 46.7s 345: learn: 0.4195951 test: 0.4270699 best: 0.4270699 (345) total: 24.7s remaining: 46.7s 346: learn: 0.4195536 test: 0.4270626 best: 0.4270626 (346) total: 24.7s remaining: 46.6s 347: learn: 0.4194784 test: 0.4270169 best: 0.4270169 (347) total: 24.8s remaining: 46.5s 348: learn: 0.4194132 test: 0.4269684 best: 0.4269684 (348) total: 24.9s remaining: 46.4s 349: learn: 0.4193544 test: 0.4269063 best: 0.4269063 (349) total: 24.9s remaining: 46.3s 350: learn: 0.4192829 test: 0.4268500 best: 0.4268500 (350) total: 25s remaining: 46.2s 351: learn: 0.4192562 test: 0.4268369 best: 0.4268369 (351) total: 25.1s remaining: 46.1s 352: learn: 0.4192298 test: 0.4268218 best: 0.4268218 (352) total: 25.1s remaining: 46.1s 353: learn: 0.4191962 test: 0.4267949 best: 0.4267949 (353) total: 25.2s remaining: 46s 354: learn: 0.4190789 test: 0.4266750 best: 0.4266750 (354) total: 25.2s remaining: 45.9s 355: learn: 0.4190007 test: 0.4266301 best: 0.4266301 (355) total: 25.3s remaining: 45.8s 356: learn: 0.4189470 test: 0.4265724 best: 0.4265724 (356) total: 25.4s remaining: 45.7s 357: learn: 0.4188517 test: 0.4264836 best: 0.4264836 (357) total: 25.4s remaining: 45.6s 358: learn: 0.4188213 test: 0.4264566 best: 0.4264566 (358) total: 25.5s remaining: 45.5s 359: learn: 0.4187663 test: 0.4264034 best: 0.4264034 (359) total: 25.6s remaining: 45.5s 360: learn: 0.4187068 test: 0.4263550 best: 0.4263550 (360) total: 25.6s remaining: 45.4s 361: learn: 0.4186584 test: 0.4262948 best: 0.4262948 (361) total: 25.7s remaining: 45.3s 362: learn: 0.4186209 test: 0.4262638 best: 0.4262638 (362) total: 25.8s remaining: 45.2s 363: learn: 0.4185414 test: 0.4261911 best: 0.4261911 (363) total: 25.8s remaining: 45.1s 364: learn: 0.4184522 test: 0.4261204 best: 0.4261204 (364) total: 25.9s remaining: 45.1s 365: learn: 0.4183298 test: 0.4259935 best: 0.4259935 (365) total: 26s remaining: 45s 366: learn: 0.4181939 test: 0.4258207 best: 0.4258207 (366) total: 26s remaining: 44.9s 367: learn: 0.4181391 test: 0.4257935 best: 0.4257935 (367) total: 26.1s remaining: 44.8s 368: learn: 0.4180252 test: 0.4256852 best: 0.4256852 (368) total: 26.2s remaining: 44.7s 369: learn: 0.4179058 test: 0.4256354 best: 0.4256354 (369) total: 26.2s remaining: 44.7s 370: learn: 0.4177806 test: 0.4255118 best: 0.4255118 (370) total: 26.3s remaining: 44.6s 371: learn: 0.4177319 test: 0.4254816 best: 0.4254816 (371) total: 26.4s remaining: 44.6s 372: learn: 0.4176806 test: 0.4254580 best: 0.4254580 (372) total: 26.5s remaining: 44.5s 373: learn: 0.4176587 test: 0.4254515 best: 0.4254515 (373) total: 26.5s remaining: 44.4s 374: learn: 0.4175667 test: 0.4253459 best: 0.4253459 (374) total: 26.6s remaining: 44.3s 375: learn: 0.4174847 test: 0.4252516 best: 0.4252516 (375) total: 26.7s remaining: 44.3s 376: learn: 0.4173951 test: 0.4251925 best: 0.4251925 (376) total: 26.8s remaining: 44.2s 377: learn: 0.4173210 test: 0.4251084 best: 0.4251084 (377) total: 26.8s remaining: 44.2s 378: learn: 0.4172266 test: 0.4250111 best: 0.4250111 (378) total: 26.9s remaining: 44.1s 379: learn: 0.4171142 test: 0.4249568 best: 0.4249568 (379) total: 27s remaining: 44s 380: learn: 0.4170792 test: 0.4249424 best: 0.4249424 (380) total: 27s remaining: 43.9s 381: learn: 0.4170153 test: 0.4248866 best: 0.4248866 (381) total: 27.1s remaining: 43.8s 382: learn: 0.4169395 test: 0.4248372 best: 0.4248372 (382) total: 27.2s remaining: 43.8s 383: learn: 0.4168754 test: 0.4248083 best: 0.4248083 (383) total: 27.2s remaining: 43.7s 384: learn: 0.4168578 test: 0.4247982 best: 0.4247982 (384) total: 27.3s remaining: 43.6s 385: learn: 0.4167754 test: 0.4247526 best: 0.4247526 (385) total: 27.4s remaining: 43.5s 386: learn: 0.4167498 test: 0.4247393 best: 0.4247393 (386) total: 27.4s remaining: 43.5s 387: learn: 0.4167350 test: 0.4247320 best: 0.4247320 (387) total: 27.5s remaining: 43.4s 388: learn: 0.4166744 test: 0.4246887 best: 0.4246887 (388) total: 27.6s remaining: 43.3s 389: learn: 0.4166258 test: 0.4246630 best: 0.4246630 (389) total: 27.7s remaining: 43.3s 390: learn: 0.4165926 test: 0.4246403 best: 0.4246403 (390) total: 27.7s remaining: 43.2s 391: learn: 0.4165688 test: 0.4246312 best: 0.4246312 (391) total: 27.8s remaining: 43.1s 392: learn: 0.4165152 test: 0.4245762 best: 0.4245762 (392) total: 27.9s remaining: 43.1s 393: learn: 0.4164421 test: 0.4244906 best: 0.4244906 (393) total: 27.9s remaining: 43s 394: learn: 0.4164120 test: 0.4244640 best: 0.4244640 (394) total: 28s remaining: 42.9s 395: learn: 0.4163383 test: 0.4244036 best: 0.4244036 (395) total: 28.1s remaining: 42.8s 396: learn: 0.4162750 test: 0.4243621 best: 0.4243621 (396) total: 28.2s remaining: 42.8s 397: learn: 0.4161863 test: 0.4243073 best: 0.4243073 (397) total: 28.2s remaining: 42.7s 398: learn: 0.4160795 test: 0.4242449 best: 0.4242449 (398) total: 28.3s remaining: 42.6s 399: learn: 0.4159816 test: 0.4241888 best: 0.4241888 (399) total: 28.4s remaining: 42.6s 400: learn: 0.4159285 test: 0.4241378 best: 0.4241378 (400) total: 28.4s remaining: 42.5s 401: learn: 0.4158629 test: 0.4241020 best: 0.4241020 (401) total: 28.5s remaining: 42.4s 402: learn: 0.4158218 test: 0.4240793 best: 0.4240793 (402) total: 28.6s remaining: 42.3s 403: learn: 0.4156769 test: 0.4239358 best: 0.4239358 (403) total: 28.6s remaining: 42.2s 404: learn: 0.4156091 test: 0.4239175 best: 0.4239175 (404) total: 28.7s remaining: 42.2s 405: learn: 0.4155657 test: 0.4238863 best: 0.4238863 (405) total: 28.8s remaining: 42.1s 406: learn: 0.4154929 test: 0.4238487 best: 0.4238487 (406) total: 28.8s remaining: 42s 407: learn: 0.4154310 test: 0.4238116 best: 0.4238116 (407) total: 28.9s remaining: 42s 408: learn: 0.4153468 test: 0.4237543 best: 0.4237543 (408) total: 29s remaining: 41.9s 409: learn: 0.4152207 test: 0.4236186 best: 0.4236186 (409) total: 29.1s remaining: 41.8s 410: learn: 0.4151275 test: 0.4235475 best: 0.4235475 (410) total: 29.1s remaining: 41.7s 411: learn: 0.4150548 test: 0.4235320 best: 0.4235320 (411) total: 29.2s remaining: 41.7s 412: learn: 0.4150025 test: 0.4234855 best: 0.4234855 (412) total: 29.2s remaining: 41.6s 413: learn: 0.4149435 test: 0.4234315 best: 0.4234315 (413) total: 29.3s remaining: 41.5s 414: learn: 0.4148088 test: 0.4232664 best: 0.4232664 (414) total: 29.4s remaining: 41.5s 415: learn: 0.4147553 test: 0.4232301 best: 0.4232301 (415) total: 29.5s remaining: 41.4s 416: learn: 0.4147085 test: 0.4231888 best: 0.4231888 (416) total: 29.5s remaining: 41.3s 417: learn: 0.4146308 test: 0.4231237 best: 0.4231237 (417) total: 29.6s remaining: 41.2s 418: learn: 0.4145829 test: 0.4231086 best: 0.4231086 (418) total: 29.7s remaining: 41.1s 419: learn: 0.4145170 test: 0.4230342 best: 0.4230342 (419) total: 29.7s remaining: 41.1s 420: learn: 0.4144189 test: 0.4229789 best: 0.4229789 (420) total: 29.8s remaining: 41s 421: learn: 0.4143595 test: 0.4229395 best: 0.4229395 (421) total: 29.9s remaining: 40.9s 422: learn: 0.4143109 test: 0.4228968 best: 0.4228968 (422) total: 29.9s remaining: 40.8s 423: learn: 0.4142761 test: 0.4228837 best: 0.4228837 (423) total: 30s remaining: 40.8s 424: learn: 0.4142617 test: 0.4228723 best: 0.4228723 (424) total: 30.1s remaining: 40.7s 425: learn: 0.4142206 test: 0.4228461 best: 0.4228461 (425) total: 30.1s remaining: 40.6s 426: learn: 0.4141672 test: 0.4228083 best: 0.4228083 (426) total: 30.2s remaining: 40.5s 427: learn: 0.4140628 test: 0.4227235 best: 0.4227235 (427) total: 30.3s remaining: 40.4s 428: learn: 0.4140399 test: 0.4227103 best: 0.4227103 (428) total: 30.3s remaining: 40.4s 429: learn: 0.4139617 test: 0.4226674 best: 0.4226674 (429) total: 30.4s remaining: 40.3s 430: learn: 0.4139131 test: 0.4226378 best: 0.4226378 (430) total: 30.5s remaining: 40.2s 431: learn: 0.4138540 test: 0.4225851 best: 0.4225851 (431) total: 30.6s remaining: 40.2s 432: learn: 0.4137886 test: 0.4225455 best: 0.4225455 (432) total: 30.6s remaining: 40.1s 433: learn: 0.4137208 test: 0.4224976 best: 0.4224976 (433) total: 30.7s remaining: 40.1s 434: learn: 0.4136704 test: 0.4224668 best: 0.4224668 (434) total: 30.8s remaining: 40s 435: learn: 0.4136262 test: 0.4224354 best: 0.4224354 (435) total: 30.9s remaining: 39.9s 436: learn: 0.4135562 test: 0.4223729 best: 0.4223729 (436) total: 30.9s remaining: 39.9s 437: learn: 0.4134895 test: 0.4223177 best: 0.4223177 (437) total: 31s remaining: 39.8s 438: learn: 0.4134415 test: 0.4223062 best: 0.4223062 (438) total: 31.1s remaining: 39.7s 439: learn: 0.4133644 test: 0.4222259 best: 0.4222259 (439) total: 31.1s remaining: 39.6s 440: learn: 0.4133189 test: 0.4222143 best: 0.4222143 (440) total: 31.2s remaining: 39.5s 441: learn: 0.4132991 test: 0.4222039 best: 0.4222039 (441) total: 31.3s remaining: 39.5s 442: learn: 0.4131857 test: 0.4220623 best: 0.4220623 (442) total: 31.3s remaining: 39.4s 443: learn: 0.4131020 test: 0.4219962 best: 0.4219962 (443) total: 31.4s remaining: 39.3s 444: learn: 0.4130628 test: 0.4219675 best: 0.4219675 (444) total: 31.5s remaining: 39.2s 445: learn: 0.4130511 test: 0.4219614 best: 0.4219614 (445) total: 31.5s remaining: 39.1s 446: learn: 0.4129917 test: 0.4219357 best: 0.4219357 (446) total: 31.6s remaining: 39.1s 447: learn: 0.4129128 test: 0.4218710 best: 0.4218710 (447) total: 31.7s remaining: 39s 448: learn: 0.4128806 test: 0.4218564 best: 0.4218564 (448) total: 31.7s remaining: 38.9s 449: learn: 0.4128296 test: 0.4218337 best: 0.4218337 (449) total: 31.8s remaining: 38.8s 450: learn: 0.4127898 test: 0.4217985 best: 0.4217985 (450) total: 31.8s remaining: 38.8s 451: learn: 0.4127464 test: 0.4217787 best: 0.4217787 (451) total: 31.9s remaining: 38.7s 452: learn: 0.4126864 test: 0.4217322 best: 0.4217322 (452) total: 32s remaining: 38.6s 453: learn: 0.4126508 test: 0.4217088 best: 0.4217088 (453) total: 32.1s remaining: 38.6s 454: learn: 0.4125375 test: 0.4216163 best: 0.4216163 (454) total: 32.1s remaining: 38.5s 455: learn: 0.4124725 test: 0.4215590 best: 0.4215590 (455) total: 32.2s remaining: 38.4s 456: learn: 0.4124001 test: 0.4214949 best: 0.4214949 (456) total: 32.3s remaining: 38.3s 457: learn: 0.4123825 test: 0.4214871 best: 0.4214871 (457) total: 32.3s remaining: 38.3s 458: learn: 0.4123250 test: 0.4214517 best: 0.4214517 (458) total: 32.4s remaining: 38.2s 459: learn: 0.4122870 test: 0.4214251 best: 0.4214251 (459) total: 32.5s remaining: 38.1s 460: learn: 0.4122624 test: 0.4214095 best: 0.4214095 (460) total: 32.6s remaining: 38.1s 461: learn: 0.4122374 test: 0.4213937 best: 0.4213937 (461) total: 32.6s remaining: 38s 462: learn: 0.4121964 test: 0.4213637 best: 0.4213637 (462) total: 32.7s remaining: 38s 463: learn: 0.4121583 test: 0.4213445 best: 0.4213445 (463) total: 32.8s remaining: 37.9s 464: learn: 0.4121307 test: 0.4213232 best: 0.4213232 (464) total: 33s remaining: 37.9s 465: learn: 0.4120828 test: 0.4213038 best: 0.4213038 (465) total: 33.1s remaining: 37.9s 466: learn: 0.4120297 test: 0.4212767 best: 0.4212767 (466) total: 33.2s remaining: 37.9s 467: learn: 0.4120063 test: 0.4212596 best: 0.4212596 (467) total: 33.3s remaining: 37.8s 468: learn: 0.4119247 test: 0.4212185 best: 0.4212185 (468) total: 33.3s remaining: 37.7s 469: learn: 0.4119071 test: 0.4212073 best: 0.4212073 (469) total: 33.4s remaining: 37.7s 470: learn: 0.4118452 test: 0.4211722 best: 0.4211722 (470) total: 33.5s remaining: 37.6s 471: learn: 0.4117648 test: 0.4211121 best: 0.4211121 (471) total: 33.5s remaining: 37.5s 472: learn: 0.4116845 test: 0.4210384 best: 0.4210384 (472) total: 33.6s remaining: 37.4s 473: learn: 0.4116472 test: 0.4210056 best: 0.4210056 (473) total: 33.7s remaining: 37.4s 474: learn: 0.4116159 test: 0.4209911 best: 0.4209911 (474) total: 33.8s remaining: 37.3s 475: learn: 0.4115852 test: 0.4209793 best: 0.4209793 (475) total: 33.8s remaining: 37.2s 476: learn: 0.4115488 test: 0.4209576 best: 0.4209576 (476) total: 33.9s remaining: 37.2s 477: learn: 0.4115073 test: 0.4209196 best: 0.4209196 (477) total: 34s remaining: 37.1s 478: learn: 0.4114576 test: 0.4208966 best: 0.4208966 (478) total: 34s remaining: 37s 479: learn: 0.4114085 test: 0.4208597 best: 0.4208597 (479) total: 34.1s remaining: 37s 480: learn: 0.4113842 test: 0.4208537 best: 0.4208537 (480) total: 34.2s remaining: 36.9s 481: learn: 0.4112561 test: 0.4207149 best: 0.4207149 (481) total: 34.3s remaining: 36.8s 482: learn: 0.4112215 test: 0.4207049 best: 0.4207049 (482) total: 34.3s remaining: 36.7s 483: learn: 0.4111514 test: 0.4206681 best: 0.4206681 (483) total: 34.4s remaining: 36.7s 484: learn: 0.4111248 test: 0.4206500 best: 0.4206500 (484) total: 34.5s remaining: 36.6s 485: learn: 0.4111090 test: 0.4206447 best: 0.4206447 (485) total: 34.5s remaining: 36.5s 486: learn: 0.4110425 test: 0.4206222 best: 0.4206222 (486) total: 34.6s remaining: 36.4s 487: learn: 0.4109868 test: 0.4205852 best: 0.4205852 (487) total: 34.7s remaining: 36.4s 488: learn: 0.4109418 test: 0.4205683 best: 0.4205683 (488) total: 34.8s remaining: 36.3s 489: learn: 0.4109113 test: 0.4205585 best: 0.4205585 (489) total: 34.8s remaining: 36.2s 490: learn: 0.4108907 test: 0.4205455 best: 0.4205455 (490) total: 34.9s remaining: 36.2s 491: learn: 0.4108745 test: 0.4205466 best: 0.4205455 (490) total: 35s remaining: 36.1s 492: learn: 0.4108209 test: 0.4205104 best: 0.4205104 (492) total: 35s remaining: 36s 493: learn: 0.4108039 test: 0.4205012 best: 0.4205012 (493) total: 35.1s remaining: 35.9s 494: learn: 0.4107550 test: 0.4204747 best: 0.4204747 (494) total: 35.1s remaining: 35.8s 495: learn: 0.4107387 test: 0.4204636 best: 0.4204636 (495) total: 35.2s remaining: 35.8s 496: learn: 0.4107065 test: 0.4204604 best: 0.4204604 (496) total: 35.3s remaining: 35.7s 497: learn: 0.4106885 test: 0.4204509 best: 0.4204509 (497) total: 35.4s remaining: 35.6s 498: learn: 0.4106641 test: 0.4204383 best: 0.4204383 (498) total: 35.4s remaining: 35.6s 499: learn: 0.4106107 test: 0.4203981 best: 0.4203981 (499) total: 35.5s remaining: 35.5s 500: learn: 0.4105548 test: 0.4203517 best: 0.4203517 (500) total: 35.6s remaining: 35.4s 501: learn: 0.4104900 test: 0.4202918 best: 0.4202918 (501) total: 35.6s remaining: 35.4s 502: learn: 0.4104520 test: 0.4202518 best: 0.4202518 (502) total: 35.7s remaining: 35.3s 503: learn: 0.4103717 test: 0.4201741 best: 0.4201741 (503) total: 35.8s remaining: 35.2s 504: learn: 0.4103179 test: 0.4201323 best: 0.4201323 (504) total: 35.8s remaining: 35.1s 505: learn: 0.4102748 test: 0.4201073 best: 0.4201073 (505) total: 35.9s remaining: 35.1s 506: learn: 0.4102238 test: 0.4200710 best: 0.4200710 (506) total: 36s remaining: 35s 507: learn: 0.4102146 test: 0.4200674 best: 0.4200674 (507) total: 36.1s remaining: 34.9s 508: learn: 0.4101460 test: 0.4200046 best: 0.4200046 (508) total: 36.1s remaining: 34.8s 509: learn: 0.4100874 test: 0.4199564 best: 0.4199564 (509) total: 36.2s remaining: 34.8s 510: learn: 0.4100342 test: 0.4198989 best: 0.4198989 (510) total: 36.3s remaining: 34.7s 511: learn: 0.4099337 test: 0.4197951 best: 0.4197951 (511) total: 36.3s remaining: 34.6s 512: learn: 0.4098757 test: 0.4197757 best: 0.4197757 (512) total: 36.4s remaining: 34.6s 513: learn: 0.4098180 test: 0.4197549 best: 0.4197549 (513) total: 36.5s remaining: 34.5s 514: learn: 0.4098006 test: 0.4197495 best: 0.4197495 (514) total: 36.6s remaining: 34.4s 515: learn: 0.4097624 test: 0.4197211 best: 0.4197211 (515) total: 36.6s remaining: 34.4s 516: learn: 0.4097347 test: 0.4196903 best: 0.4196903 (516) total: 36.7s remaining: 34.3s 517: learn: 0.4096841 test: 0.4196425 best: 0.4196425 (517) total: 36.8s remaining: 34.3s 518: learn: 0.4096635 test: 0.4196348 best: 0.4196348 (518) total: 36.9s remaining: 34.2s 519: learn: 0.4096262 test: 0.4196155 best: 0.4196155 (519) total: 36.9s remaining: 34.1s 520: learn: 0.4095965 test: 0.4195957 best: 0.4195957 (520) total: 37s remaining: 34s 521: learn: 0.4095382 test: 0.4195919 best: 0.4195919 (521) total: 37s remaining: 33.9s 522: learn: 0.4094569 test: 0.4195264 best: 0.4195264 (522) total: 37.1s remaining: 33.8s 523: learn: 0.4094084 test: 0.4194720 best: 0.4194720 (523) total: 37.2s remaining: 33.8s 524: learn: 0.4093777 test: 0.4194613 best: 0.4194613 (524) total: 37.2s remaining: 33.7s 525: learn: 0.4093436 test: 0.4194575 best: 0.4194575 (525) total: 37.3s remaining: 33.6s 526: learn: 0.4092397 test: 0.4193490 best: 0.4193490 (526) total: 37.4s remaining: 33.5s 527: learn: 0.4092203 test: 0.4193419 best: 0.4193419 (527) total: 37.4s remaining: 33.5s 528: learn: 0.4092004 test: 0.4193371 best: 0.4193371 (528) total: 37.5s remaining: 33.4s 529: learn: 0.4091176 test: 0.4192084 best: 0.4192084 (529) total: 37.5s remaining: 33.3s 530: learn: 0.4090840 test: 0.4192058 best: 0.4192058 (530) total: 37.6s remaining: 33.2s 531: learn: 0.4090143 test: 0.4191399 best: 0.4191399 (531) total: 37.7s remaining: 33.2s 532: learn: 0.4090084 test: 0.4191369 best: 0.4191369 (532) total: 37.8s remaining: 33.1s 533: learn: 0.4089644 test: 0.4191131 best: 0.4191131 (533) total: 37.9s remaining: 33s 534: learn: 0.4089313 test: 0.4191000 best: 0.4191000 (534) total: 37.9s remaining: 33s 535: learn: 0.4088914 test: 0.4190780 best: 0.4190780 (535) total: 38s remaining: 32.9s 536: learn: 0.4088547 test: 0.4190586 best: 0.4190586 (536) total: 38s remaining: 32.8s 537: learn: 0.4088266 test: 0.4190426 best: 0.4190426 (537) total: 38.1s remaining: 32.7s 538: learn: 0.4088035 test: 0.4190288 best: 0.4190288 (538) total: 38.2s remaining: 32.7s 539: learn: 0.4087731 test: 0.4190271 best: 0.4190271 (539) total: 38.3s remaining: 32.6s 540: learn: 0.4087240 test: 0.4189965 best: 0.4189965 (540) total: 38.3s remaining: 32.5s 541: learn: 0.4086343 test: 0.4188750 best: 0.4188750 (541) total: 38.4s remaining: 32.4s 542: learn: 0.4085774 test: 0.4188152 best: 0.4188152 (542) total: 38.5s remaining: 32.4s 543: learn: 0.4085159 test: 0.4187562 best: 0.4187562 (543) total: 38.5s remaining: 32.3s 544: learn: 0.4085105 test: 0.4187500 best: 0.4187500 (544) total: 38.6s remaining: 32.2s 545: learn: 0.4084864 test: 0.4187397 best: 0.4187397 (545) total: 38.7s remaining: 32.2s 546: learn: 0.4084313 test: 0.4187173 best: 0.4187173 (546) total: 38.8s remaining: 32.1s 547: learn: 0.4084008 test: 0.4186941 best: 0.4186941 (547) total: 38.8s remaining: 32s 548: learn: 0.4083561 test: 0.4186598 best: 0.4186598 (548) total: 38.9s remaining: 32s 549: learn: 0.4083090 test: 0.4186319 best: 0.4186319 (549) total: 39s remaining: 31.9s 550: learn: 0.4082225 test: 0.4185145 best: 0.4185145 (550) total: 39.1s remaining: 31.8s 551: learn: 0.4082005 test: 0.4185000 best: 0.4185000 (551) total: 39.1s remaining: 31.8s 552: learn: 0.4081791 test: 0.4184864 best: 0.4184864 (552) total: 39.2s remaining: 31.7s 553: learn: 0.4081519 test: 0.4184664 best: 0.4184664 (553) total: 39.3s remaining: 31.6s 554: learn: 0.4081351 test: 0.4184676 best: 0.4184664 (553) total: 39.3s remaining: 31.5s 555: learn: 0.4081055 test: 0.4184556 best: 0.4184556 (555) total: 39.4s remaining: 31.5s 556: learn: 0.4080852 test: 0.4184408 best: 0.4184408 (556) total: 39.5s remaining: 31.4s 557: learn: 0.4080350 test: 0.4184170 best: 0.4184170 (557) total: 39.6s remaining: 31.3s 558: learn: 0.4079887 test: 0.4184054 best: 0.4184054 (558) total: 39.6s remaining: 31.3s 559: learn: 0.4079567 test: 0.4184068 best: 0.4184054 (558) total: 39.7s remaining: 31.2s 560: learn: 0.4079360 test: 0.4184009 best: 0.4184009 (560) total: 39.8s remaining: 31.1s 561: learn: 0.4079061 test: 0.4184005 best: 0.4184005 (561) total: 39.8s remaining: 31.1s 562: learn: 0.4078411 test: 0.4183643 best: 0.4183643 (562) total: 39.9s remaining: 31s 563: learn: 0.4077805 test: 0.4183325 best: 0.4183325 (563) total: 40s remaining: 30.9s 564: learn: 0.4077692 test: 0.4183236 best: 0.4183236 (564) total: 40.1s remaining: 30.8s 565: learn: 0.4077400 test: 0.4183071 best: 0.4183071 (565) total: 40.1s remaining: 30.8s 566: learn: 0.4076763 test: 0.4182539 best: 0.4182539 (566) total: 40.2s remaining: 30.7s 567: learn: 0.4075975 test: 0.4181723 best: 0.4181723 (567) total: 40.3s remaining: 30.6s 568: learn: 0.4075245 test: 0.4181180 best: 0.4181180 (568) total: 40.3s remaining: 30.5s 569: learn: 0.4074965 test: 0.4181018 best: 0.4181018 (569) total: 40.4s remaining: 30.5s 570: learn: 0.4074557 test: 0.4180723 best: 0.4180723 (570) total: 40.5s remaining: 30.4s 571: learn: 0.4074013 test: 0.4180228 best: 0.4180228 (571) total: 40.5s remaining: 30.3s 572: learn: 0.4073993 test: 0.4180232 best: 0.4180228 (571) total: 40.6s remaining: 30.3s 573: learn: 0.4072697 test: 0.4178707 best: 0.4178707 (573) total: 40.7s remaining: 30.2s 574: learn: 0.4072610 test: 0.4178613 best: 0.4178613 (574) total: 40.8s remaining: 30.1s 575: learn: 0.4072216 test: 0.4178478 best: 0.4178478 (575) total: 40.8s remaining: 30.1s 576: learn: 0.4072186 test: 0.4178478 best: 0.4178478 (576) total: 40.9s remaining: 30s 577: learn: 0.4071743 test: 0.4178178 best: 0.4178178 (577) total: 41s remaining: 29.9s 578: learn: 0.4071387 test: 0.4178015 best: 0.4178015 (578) total: 41s remaining: 29.8s 579: learn: 0.4070738 test: 0.4177588 best: 0.4177588 (579) total: 41.1s remaining: 29.8s 580: learn: 0.4070359 test: 0.4177329 best: 0.4177329 (580) total: 41.2s remaining: 29.7s 581: learn: 0.4070189 test: 0.4177246 best: 0.4177246 (581) total: 41.2s remaining: 29.6s 582: learn: 0.4069555 test: 0.4176827 best: 0.4176827 (582) total: 41.3s remaining: 29.5s 583: learn: 0.4069181 test: 0.4176620 best: 0.4176620 (583) total: 41.4s remaining: 29.5s 584: learn: 0.4068713 test: 0.4176565 best: 0.4176565 (584) total: 41.5s remaining: 29.4s 585: learn: 0.4068439 test: 0.4176510 best: 0.4176510 (585) total: 41.5s remaining: 29.3s 586: learn: 0.4068095 test: 0.4176193 best: 0.4176193 (586) total: 41.6s remaining: 29.3s 587: learn: 0.4068015 test: 0.4176162 best: 0.4176162 (587) total: 41.7s remaining: 29.2s 588: learn: 0.4067798 test: 0.4175949 best: 0.4175949 (588) total: 41.7s remaining: 29.1s 589: learn: 0.4067426 test: 0.4175805 best: 0.4175805 (589) total: 41.8s remaining: 29s 590: learn: 0.4066585 test: 0.4174869 best: 0.4174869 (590) total: 41.9s remaining: 29s 591: learn: 0.4066447 test: 0.4174848 best: 0.4174848 (591) total: 41.9s remaining: 28.9s 592: learn: 0.4066232 test: 0.4174767 best: 0.4174767 (592) total: 42s remaining: 28.8s 593: learn: 0.4065667 test: 0.4174307 best: 0.4174307 (593) total: 42s remaining: 28.7s 594: learn: 0.4065238 test: 0.4174062 best: 0.4174062 (594) total: 42.1s remaining: 28.7s 595: learn: 0.4064895 test: 0.4173950 best: 0.4173950 (595) total: 42.2s remaining: 28.6s 596: learn: 0.4064205 test: 0.4173625 best: 0.4173625 (596) total: 42.3s remaining: 28.5s 597: learn: 0.4063495 test: 0.4173165 best: 0.4173165 (597) total: 42.4s remaining: 28.5s 598: learn: 0.4063060 test: 0.4172891 best: 0.4172891 (598) total: 42.4s remaining: 28.4s 599: learn: 0.4062570 test: 0.4172552 best: 0.4172552 (599) total: 42.5s remaining: 28.4s 600: learn: 0.4062244 test: 0.4172286 best: 0.4172286 (600) total: 42.6s remaining: 28.3s 601: learn: 0.4062081 test: 0.4172243 best: 0.4172243 (601) total: 42.7s remaining: 28.2s 602: learn: 0.4061959 test: 0.4172239 best: 0.4172239 (602) total: 42.8s remaining: 28.2s 603: learn: 0.4061467 test: 0.4171896 best: 0.4171896 (603) total: 42.9s remaining: 28.1s 604: learn: 0.4061106 test: 0.4171648 best: 0.4171648 (604) total: 42.9s remaining: 28s 605: learn: 0.4060611 test: 0.4171502 best: 0.4171502 (605) total: 43s remaining: 28s 606: learn: 0.4060325 test: 0.4171383 best: 0.4171383 (606) total: 43.1s remaining: 27.9s 607: learn: 0.4059818 test: 0.4171264 best: 0.4171264 (607) total: 43.2s remaining: 27.8s 608: learn: 0.4058992 test: 0.4170724 best: 0.4170724 (608) total: 43.2s remaining: 27.8s 609: learn: 0.4058788 test: 0.4170628 best: 0.4170628 (609) total: 43.3s remaining: 27.7s 610: learn: 0.4058396 test: 0.4170349 best: 0.4170349 (610) total: 43.4s remaining: 27.6s 611: learn: 0.4057868 test: 0.4169888 best: 0.4169888 (611) total: 43.4s remaining: 27.5s 612: learn: 0.4057705 test: 0.4169854 best: 0.4169854 (612) total: 44.1s remaining: 27.8s 613: learn: 0.4057659 test: 0.4169837 best: 0.4169837 (613) total: 44.2s remaining: 27.8s 614: learn: 0.4057387 test: 0.4169655 best: 0.4169655 (614) total: 44.2s remaining: 27.7s 615: learn: 0.4057084 test: 0.4169582 best: 0.4169582 (615) total: 44.3s remaining: 27.6s 616: learn: 0.4056903 test: 0.4169516 best: 0.4169516 (616) total: 44.4s remaining: 27.6s 617: learn: 0.4056854 test: 0.4169498 best: 0.4169498 (617) total: 44.5s remaining: 27.5s 618: learn: 0.4056776 test: 0.4169481 best: 0.4169481 (618) total: 44.5s remaining: 27.4s 619: learn: 0.4056594 test: 0.4169414 best: 0.4169414 (619) total: 44.6s remaining: 27.3s 620: learn: 0.4056268 test: 0.4169166 best: 0.4169166 (620) total: 44.7s remaining: 27.3s 621: learn: 0.4055925 test: 0.4168878 best: 0.4168878 (621) total: 44.8s remaining: 27.2s 622: learn: 0.4055443 test: 0.4168583 best: 0.4168583 (622) total: 44.9s remaining: 27.1s 623: learn: 0.4055017 test: 0.4168198 best: 0.4168198 (623) total: 44.9s remaining: 27.1s 624: learn: 0.4054572 test: 0.4167945 best: 0.4167945 (624) total: 45s remaining: 27s 625: learn: 0.4054240 test: 0.4167777 best: 0.4167777 (625) total: 45.1s remaining: 26.9s 626: learn: 0.4053856 test: 0.4167558 best: 0.4167558 (626) total: 45.2s remaining: 26.9s 627: learn: 0.4053334 test: 0.4166961 best: 0.4166961 (627) total: 45.2s remaining: 26.8s 628: learn: 0.4053109 test: 0.4166900 best: 0.4166900 (628) total: 45.3s remaining: 26.7s 629: learn: 0.4052665 test: 0.4166470 best: 0.4166470 (629) total: 45.4s remaining: 26.6s 630: learn: 0.4051587 test: 0.4165390 best: 0.4165390 (630) total: 45.4s remaining: 26.6s 631: learn: 0.4051379 test: 0.4165275 best: 0.4165275 (631) total: 45.5s remaining: 26.5s 632: learn: 0.4051012 test: 0.4165242 best: 0.4165242 (632) total: 45.6s remaining: 26.4s 633: learn: 0.4050648 test: 0.4165022 best: 0.4165022 (633) total: 45.7s remaining: 26.4s 634: learn: 0.4050518 test: 0.4164949 best: 0.4164949 (634) total: 45.7s remaining: 26.3s 635: learn: 0.4050167 test: 0.4164822 best: 0.4164822 (635) total: 45.8s remaining: 26.2s 636: learn: 0.4049745 test: 0.4164590 best: 0.4164590 (636) total: 45.9s remaining: 26.2s 637: learn: 0.4049574 test: 0.4164593 best: 0.4164590 (636) total: 46s remaining: 26.1s 638: learn: 0.4049239 test: 0.4164523 best: 0.4164523 (638) total: 46.1s remaining: 26s 639: learn: 0.4048267 test: 0.4163745 best: 0.4163745 (639) total: 46.2s remaining: 26s 640: learn: 0.4047948 test: 0.4163550 best: 0.4163550 (640) total: 46.2s remaining: 25.9s 641: learn: 0.4047308 test: 0.4163268 best: 0.4163268 (641) total: 46.3s remaining: 25.8s 642: learn: 0.4047152 test: 0.4163268 best: 0.4163268 (642) total: 46.4s remaining: 25.8s 643: learn: 0.4046919 test: 0.4163062 best: 0.4163062 (643) total: 46.5s remaining: 25.7s 644: learn: 0.4046452 test: 0.4162581 best: 0.4162581 (644) total: 46.6s remaining: 25.6s 645: learn: 0.4046139 test: 0.4162280 best: 0.4162280 (645) total: 46.6s remaining: 25.6s 646: learn: 0.4046056 test: 0.4162235 best: 0.4162235 (646) total: 46.7s remaining: 25.5s 647: learn: 0.4045365 test: 0.4161549 best: 0.4161549 (647) total: 46.8s remaining: 25.4s 648: learn: 0.4045162 test: 0.4161509 best: 0.4161509 (648) total: 46.9s remaining: 25.4s 649: learn: 0.4044480 test: 0.4160552 best: 0.4160552 (649) total: 47s remaining: 25.3s 650: learn: 0.4044186 test: 0.4160401 best: 0.4160401 (650) total: 47s remaining: 25.2s 651: learn: 0.4043866 test: 0.4160133 best: 0.4160133 (651) total: 47.1s remaining: 25.1s 652: learn: 0.4043395 test: 0.4160036 best: 0.4160036 (652) total: 47.2s remaining: 25.1s 653: learn: 0.4043202 test: 0.4160057 best: 0.4160036 (652) total: 47.3s remaining: 25s 654: learn: 0.4042613 test: 0.4159754 best: 0.4159754 (654) total: 47.3s remaining: 24.9s 655: learn: 0.4041595 test: 0.4158384 best: 0.4158384 (655) total: 47.4s remaining: 24.9s 656: learn: 0.4041348 test: 0.4158340 best: 0.4158340 (656) total: 47.5s remaining: 24.8s 657: learn: 0.4041014 test: 0.4158228 best: 0.4158228 (657) total: 47.5s remaining: 24.7s 658: learn: 0.4040604 test: 0.4157830 best: 0.4157830 (658) total: 47.6s remaining: 24.6s 659: learn: 0.4040303 test: 0.4157685 best: 0.4157685 (659) total: 47.7s remaining: 24.6s 660: learn: 0.4039773 test: 0.4157562 best: 0.4157562 (660) total: 47.7s remaining: 24.5s 661: learn: 0.4039611 test: 0.4157468 best: 0.4157468 (661) total: 47.8s remaining: 24.4s 662: learn: 0.4039495 test: 0.4157411 best: 0.4157411 (662) total: 47.9s remaining: 24.3s 663: learn: 0.4039139 test: 0.4157234 best: 0.4157234 (663) total: 47.9s remaining: 24.3s 664: learn: 0.4038697 test: 0.4157006 best: 0.4157006 (664) total: 48s remaining: 24.2s 665: learn: 0.4038349 test: 0.4156997 best: 0.4156997 (665) total: 48.1s remaining: 24.1s 666: learn: 0.4037966 test: 0.4156804 best: 0.4156804 (666) total: 48.2s remaining: 24.1s 667: learn: 0.4037710 test: 0.4156699 best: 0.4156699 (667) total: 48.3s remaining: 24s 668: learn: 0.4037375 test: 0.4156565 best: 0.4156565 (668) total: 48.4s remaining: 23.9s 669: learn: 0.4037101 test: 0.4156427 best: 0.4156427 (669) total: 48.5s remaining: 23.9s 670: learn: 0.4036418 test: 0.4155789 best: 0.4155789 (670) total: 48.5s remaining: 23.8s 671: learn: 0.4036190 test: 0.4155723 best: 0.4155723 (671) total: 48.6s remaining: 23.7s 672: learn: 0.4035693 test: 0.4155284 best: 0.4155284 (672) total: 48.7s remaining: 23.7s 673: learn: 0.4035331 test: 0.4155101 best: 0.4155101 (673) total: 48.9s remaining: 23.6s 674: learn: 0.4035169 test: 0.4155039 best: 0.4155039 (674) total: 49s remaining: 23.6s 675: learn: 0.4034901 test: 0.4154815 best: 0.4154815 (675) total: 49.1s remaining: 23.5s 676: learn: 0.4034232 test: 0.4154002 best: 0.4154002 (676) total: 49.3s remaining: 23.5s 677: learn: 0.4034084 test: 0.4153926 best: 0.4153926 (677) total: 49.3s remaining: 23.4s 678: learn: 0.4033528 test: 0.4153694 best: 0.4153694 (678) total: 49.4s remaining: 23.4s 679: learn: 0.4033143 test: 0.4153365 best: 0.4153365 (679) total: 49.5s remaining: 23.3s 680: learn: 0.4032821 test: 0.4153164 best: 0.4153164 (680) total: 49.6s remaining: 23.2s 681: learn: 0.4032512 test: 0.4153077 best: 0.4153077 (681) total: 49.6s remaining: 23.1s 682: learn: 0.4032235 test: 0.4152868 best: 0.4152868 (682) total: 49.7s remaining: 23.1s 683: learn: 0.4031936 test: 0.4152621 best: 0.4152621 (683) total: 49.8s remaining: 23s 684: learn: 0.4031638 test: 0.4152426 best: 0.4152426 (684) total: 49.8s remaining: 22.9s 685: learn: 0.4031513 test: 0.4152454 best: 0.4152426 (684) total: 49.9s remaining: 22.8s 686: learn: 0.4031398 test: 0.4152361 best: 0.4152361 (686) total: 50s remaining: 22.8s 687: learn: 0.4030935 test: 0.4152150 best: 0.4152150 (687) total: 50s remaining: 22.7s 688: learn: 0.4030399 test: 0.4152075 best: 0.4152075 (688) total: 50.1s remaining: 22.6s 689: learn: 0.4030092 test: 0.4151893 best: 0.4151893 (689) total: 50.2s remaining: 22.5s 690: learn: 0.4029717 test: 0.4151924 best: 0.4151893 (689) total: 50.2s remaining: 22.5s 691: learn: 0.4029072 test: 0.4151336 best: 0.4151336 (691) total: 50.3s remaining: 22.4s 692: learn: 0.4028933 test: 0.4151280 best: 0.4151280 (692) total: 50.4s remaining: 22.3s 693: learn: 0.4028839 test: 0.4151270 best: 0.4151270 (693) total: 50.5s remaining: 22.2s 694: learn: 0.4028739 test: 0.4151231 best: 0.4151231 (694) total: 50.5s remaining: 22.2s 695: learn: 0.4028621 test: 0.4151173 best: 0.4151173 (695) total: 50.6s remaining: 22.1s 696: learn: 0.4028400 test: 0.4151077 best: 0.4151077 (696) total: 50.7s remaining: 22s 697: learn: 0.4028189 test: 0.4150909 best: 0.4150909 (697) total: 50.8s remaining: 22s 698: learn: 0.4027859 test: 0.4150616 best: 0.4150616 (698) total: 50.9s remaining: 21.9s 699: learn: 0.4027631 test: 0.4150507 best: 0.4150507 (699) total: 50.9s remaining: 21.8s 700: learn: 0.4027490 test: 0.4150420 best: 0.4150420 (700) total: 51s remaining: 21.8s 701: learn: 0.4027151 test: 0.4150310 best: 0.4150310 (701) total: 51.1s remaining: 21.7s 702: learn: 0.4026878 test: 0.4150284 best: 0.4150284 (702) total: 51.2s remaining: 21.6s 703: learn: 0.4026621 test: 0.4150261 best: 0.4150261 (703) total: 51.3s remaining: 21.6s 704: learn: 0.4026478 test: 0.4150128 best: 0.4150128 (704) total: 51.4s remaining: 21.5s 705: learn: 0.4026026 test: 0.4150090 best: 0.4150090 (705) total: 51.4s remaining: 21.4s 706: learn: 0.4025742 test: 0.4149994 best: 0.4149994 (706) total: 51.5s remaining: 21.3s 707: learn: 0.4025188 test: 0.4149792 best: 0.4149792 (707) total: 51.6s remaining: 21.3s 708: learn: 0.4024935 test: 0.4149691 best: 0.4149691 (708) total: 51.7s remaining: 21.2s 709: learn: 0.4024819 test: 0.4149611 best: 0.4149611 (709) total: 51.7s remaining: 21.1s 710: learn: 0.4024347 test: 0.4149349 best: 0.4149349 (710) total: 51.8s remaining: 21.1s 711: learn: 0.4024034 test: 0.4149287 best: 0.4149287 (711) total: 51.9s remaining: 21s 712: learn: 0.4023842 test: 0.4149223 best: 0.4149223 (712) total: 52s remaining: 20.9s 713: learn: 0.4023591 test: 0.4149011 best: 0.4149011 (713) total: 52s remaining: 20.8s 714: learn: 0.4023326 test: 0.4148821 best: 0.4148821 (714) total: 52.1s remaining: 20.8s 715: learn: 0.4023137 test: 0.4148663 best: 0.4148663 (715) total: 52.1s remaining: 20.7s 716: learn: 0.4022728 test: 0.4148486 best: 0.4148486 (716) total: 52.2s remaining: 20.6s 717: learn: 0.4022072 test: 0.4147961 best: 0.4147961 (717) total: 52.3s remaining: 20.5s 718: learn: 0.4021978 test: 0.4147907 best: 0.4147907 (718) total: 52.4s remaining: 20.5s 719: learn: 0.4021624 test: 0.4147730 best: 0.4147730 (719) total: 52.4s remaining: 20.4s 720: learn: 0.4020790 test: 0.4146815 best: 0.4146815 (720) total: 52.5s remaining: 20.3s 721: learn: 0.4020512 test: 0.4146750 best: 0.4146750 (721) total: 52.6s remaining: 20.3s 722: learn: 0.4020125 test: 0.4146454 best: 0.4146454 (722) total: 52.7s remaining: 20.2s 723: learn: 0.4019972 test: 0.4146421 best: 0.4146421 (723) total: 52.7s remaining: 20.1s 724: learn: 0.4019668 test: 0.4146143 best: 0.4146143 (724) total: 52.8s remaining: 20s 725: learn: 0.4019458 test: 0.4146058 best: 0.4146058 (725) total: 52.9s remaining: 19.9s 726: learn: 0.4019308 test: 0.4146102 best: 0.4146058 (725) total: 52.9s remaining: 19.9s 727: learn: 0.4018916 test: 0.4145928 best: 0.4145928 (727) total: 53s remaining: 19.8s 728: learn: 0.4018807 test: 0.4145823 best: 0.4145823 (728) total: 53.1s remaining: 19.7s 729: learn: 0.4018633 test: 0.4145735 best: 0.4145735 (729) total: 53.1s remaining: 19.7s 730: learn: 0.4018008 test: 0.4145452 best: 0.4145452 (730) total: 53.2s remaining: 19.6s 731: learn: 0.4017772 test: 0.4145428 best: 0.4145428 (731) total: 53.3s remaining: 19.5s 732: learn: 0.4017505 test: 0.4145432 best: 0.4145428 (731) total: 53.4s remaining: 19.4s 733: learn: 0.4017365 test: 0.4145391 best: 0.4145391 (733) total: 53.4s remaining: 19.4s 734: learn: 0.4017025 test: 0.4145251 best: 0.4145251 (734) total: 53.5s remaining: 19.3s 735: learn: 0.4016522 test: 0.4144950 best: 0.4144950 (735) total: 53.6s remaining: 19.2s 736: learn: 0.4016218 test: 0.4144707 best: 0.4144707 (736) total: 53.6s remaining: 19.1s 737: learn: 0.4016103 test: 0.4144664 best: 0.4144664 (737) total: 53.7s remaining: 19.1s 738: learn: 0.4015659 test: 0.4144464 best: 0.4144464 (738) total: 53.8s remaining: 19s 739: learn: 0.4015305 test: 0.4144262 best: 0.4144262 (739) total: 53.8s remaining: 18.9s 740: learn: 0.4014875 test: 0.4143869 best: 0.4143869 (740) total: 53.9s remaining: 18.8s 741: learn: 0.4014564 test: 0.4143649 best: 0.4143649 (741) total: 54s remaining: 18.8s 742: learn: 0.4014414 test: 0.4143618 best: 0.4143618 (742) total: 54s remaining: 18.7s 743: learn: 0.4014283 test: 0.4143606 best: 0.4143606 (743) total: 54.1s remaining: 18.6s 744: learn: 0.4014068 test: 0.4143450 best: 0.4143450 (744) total: 54.1s remaining: 18.5s 745: learn: 0.4013882 test: 0.4143437 best: 0.4143437 (745) total: 54.2s remaining: 18.5s 746: learn: 0.4013804 test: 0.4143427 best: 0.4143427 (746) total: 54.3s remaining: 18.4s 747: learn: 0.4013739 test: 0.4143409 best: 0.4143409 (747) total: 54.3s remaining: 18.3s 748: learn: 0.4013455 test: 0.4143290 best: 0.4143290 (748) total: 54.4s remaining: 18.2s 749: learn: 0.4013301 test: 0.4143231 best: 0.4143231 (749) total: 54.5s remaining: 18.2s 750: learn: 0.4013067 test: 0.4143122 best: 0.4143122 (750) total: 54.6s remaining: 18.1s 751: learn: 0.4012711 test: 0.4142946 best: 0.4142946 (751) total: 54.6s remaining: 18s 752: learn: 0.4012066 test: 0.4142410 best: 0.4142410 (752) total: 54.7s remaining: 17.9s 753: learn: 0.4011911 test: 0.4142373 best: 0.4142373 (753) total: 54.8s remaining: 17.9s 754: learn: 0.4011615 test: 0.4142076 best: 0.4142076 (754) total: 54.8s remaining: 17.8s 755: learn: 0.4011528 test: 0.4142059 best: 0.4142059 (755) total: 54.9s remaining: 17.7s 756: learn: 0.4011051 test: 0.4141621 best: 0.4141621 (756) total: 54.9s remaining: 17.6s 757: learn: 0.4010440 test: 0.4141266 best: 0.4141266 (757) total: 55s remaining: 17.6s 758: learn: 0.4010173 test: 0.4141262 best: 0.4141262 (758) total: 55.1s remaining: 17.5s 759: learn: 0.4009932 test: 0.4141128 best: 0.4141128 (759) total: 55.2s remaining: 17.4s 760: learn: 0.4009237 test: 0.4140256 best: 0.4140256 (760) total: 55.2s remaining: 17.3s 761: learn: 0.4008975 test: 0.4140095 best: 0.4140095 (761) total: 55.3s remaining: 17.3s 762: learn: 0.4008792 test: 0.4140037 best: 0.4140037 (762) total: 55.4s remaining: 17.2s 763: learn: 0.4008242 test: 0.4139884 best: 0.4139884 (763) total: 55.5s remaining: 17.1s 764: learn: 0.4007973 test: 0.4139748 best: 0.4139748 (764) total: 55.6s remaining: 17.1s 765: learn: 0.4007780 test: 0.4139579 best: 0.4139579 (765) total: 55.6s remaining: 17s 766: learn: 0.4007468 test: 0.4139496 best: 0.4139496 (766) total: 55.7s remaining: 16.9s 767: learn: 0.4007064 test: 0.4139379 best: 0.4139379 (767) total: 55.8s remaining: 16.8s 768: learn: 0.4006712 test: 0.4139323 best: 0.4139323 (768) total: 55.8s remaining: 16.8s 769: learn: 0.4006512 test: 0.4139228 best: 0.4139228 (769) total: 55.9s remaining: 16.7s 770: learn: 0.4006353 test: 0.4139208 best: 0.4139208 (770) total: 55.9s remaining: 16.6s 771: learn: 0.4005873 test: 0.4139058 best: 0.4139058 (771) total: 56s remaining: 16.5s 772: learn: 0.4005695 test: 0.4138989 best: 0.4138989 (772) total: 56.1s remaining: 16.5s 773: learn: 0.4005611 test: 0.4138931 best: 0.4138931 (773) total: 56.1s remaining: 16.4s 774: learn: 0.4005242 test: 0.4138792 best: 0.4138792 (774) total: 56.2s remaining: 16.3s 775: learn: 0.4004852 test: 0.4138729 best: 0.4138729 (775) total: 56.3s remaining: 16.2s 776: learn: 0.4004528 test: 0.4138606 best: 0.4138606 (776) total: 56.3s remaining: 16.2s 777: learn: 0.4004365 test: 0.4138484 best: 0.4138484 (777) total: 56.4s remaining: 16.1s 778: learn: 0.4004043 test: 0.4138383 best: 0.4138383 (778) total: 56.4s remaining: 16s 779: learn: 0.4003717 test: 0.4138260 best: 0.4138260 (779) total: 56.5s remaining: 15.9s 780: learn: 0.4003449 test: 0.4138205 best: 0.4138205 (780) total: 56.6s remaining: 15.9s 781: learn: 0.4003216 test: 0.4138258 best: 0.4138205 (780) total: 56.7s remaining: 15.8s 782: learn: 0.4002226 test: 0.4137380 best: 0.4137380 (782) total: 56.7s remaining: 15.7s 783: learn: 0.4001572 test: 0.4136856 best: 0.4136856 (783) total: 56.8s remaining: 15.6s 784: learn: 0.4001412 test: 0.4136767 best: 0.4136767 (784) total: 56.9s remaining: 15.6s 785: learn: 0.4001226 test: 0.4136673 best: 0.4136673 (785) total: 56.9s remaining: 15.5s 786: learn: 0.4000887 test: 0.4136534 best: 0.4136534 (786) total: 57s remaining: 15.4s 787: learn: 0.4000852 test: 0.4136495 best: 0.4136495 (787) total: 57.1s remaining: 15.4s 788: learn: 0.4000395 test: 0.4136203 best: 0.4136203 (788) total: 57.1s remaining: 15.3s 789: learn: 0.3999773 test: 0.4135403 best: 0.4135403 (789) total: 57.2s remaining: 15.2s 790: learn: 0.3999620 test: 0.4135225 best: 0.4135225 (790) total: 57.3s remaining: 15.1s 791: learn: 0.3999215 test: 0.4134783 best: 0.4134783 (791) total: 57.3s remaining: 15.1s 792: learn: 0.3999099 test: 0.4134751 best: 0.4134751 (792) total: 57.4s remaining: 15s 793: learn: 0.3998687 test: 0.4134693 best: 0.4134693 (793) total: 57.5s remaining: 14.9s 794: learn: 0.3998573 test: 0.4134685 best: 0.4134685 (794) total: 57.6s remaining: 14.8s 795: learn: 0.3998171 test: 0.4134516 best: 0.4134516 (795) total: 57.7s remaining: 14.8s 796: learn: 0.3998011 test: 0.4134451 best: 0.4134451 (796) total: 57.7s remaining: 14.7s 797: learn: 0.3997834 test: 0.4134340 best: 0.4134340 (797) total: 57.8s remaining: 14.6s 798: learn: 0.3997517 test: 0.4134259 best: 0.4134259 (798) total: 57.9s remaining: 14.6s 799: learn: 0.3996786 test: 0.4133918 best: 0.4133918 (799) total: 58s remaining: 14.5s 800: learn: 0.3996678 test: 0.4133936 best: 0.4133918 (799) total: 58s remaining: 14.4s 801: learn: 0.3996483 test: 0.4133881 best: 0.4133881 (801) total: 58.1s remaining: 14.3s 802: learn: 0.3996382 test: 0.4133863 best: 0.4133863 (802) total: 58.2s remaining: 14.3s 803: learn: 0.3996233 test: 0.4133875 best: 0.4133863 (802) total: 58.2s remaining: 14.2s 804: learn: 0.3996088 test: 0.4133808 best: 0.4133808 (804) total: 58.3s remaining: 14.1s 805: learn: 0.3995970 test: 0.4133787 best: 0.4133787 (805) total: 58.3s remaining: 14s 806: learn: 0.3995772 test: 0.4133760 best: 0.4133760 (806) total: 58.4s remaining: 14s 807: learn: 0.3995504 test: 0.4133585 best: 0.4133585 (807) total: 58.5s remaining: 13.9s 808: learn: 0.3995371 test: 0.4133530 best: 0.4133530 (808) total: 58.5s remaining: 13.8s 809: learn: 0.3994861 test: 0.4132963 best: 0.4132963 (809) total: 58.6s remaining: 13.7s 810: learn: 0.3994777 test: 0.4132949 best: 0.4132949 (810) total: 58.7s remaining: 13.7s 811: learn: 0.3994596 test: 0.4132909 best: 0.4132909 (811) total: 58.7s remaining: 13.6s 812: learn: 0.3994274 test: 0.4132724 best: 0.4132724 (812) total: 58.8s remaining: 13.5s 813: learn: 0.3993485 test: 0.4131736 best: 0.4131736 (813) total: 58.9s remaining: 13.4s 814: learn: 0.3993005 test: 0.4131388 best: 0.4131388 (814) total: 58.9s remaining: 13.4s 815: learn: 0.3992605 test: 0.4131156 best: 0.4131156 (815) total: 59s remaining: 13.3s 816: learn: 0.3992503 test: 0.4131163 best: 0.4131156 (815) total: 59.1s remaining: 13.2s 817: learn: 0.3992108 test: 0.4130809 best: 0.4130809 (817) total: 59.1s remaining: 13.2s 818: learn: 0.3992012 test: 0.4130784 best: 0.4130784 (818) total: 59.2s remaining: 13.1s 819: learn: 0.3991822 test: 0.4130705 best: 0.4130705 (819) total: 59.3s remaining: 13s 820: learn: 0.3991297 test: 0.4130246 best: 0.4130246 (820) total: 59.3s remaining: 12.9s 821: learn: 0.3990876 test: 0.4130241 best: 0.4130241 (821) total: 59.4s remaining: 12.9s 822: learn: 0.3990630 test: 0.4130122 best: 0.4130122 (822) total: 59.5s remaining: 12.8s 823: learn: 0.3990467 test: 0.4130023 best: 0.4130023 (823) total: 59.5s remaining: 12.7s 824: learn: 0.3990390 test: 0.4130029 best: 0.4130023 (823) total: 59.6s remaining: 12.6s 825: learn: 0.3990301 test: 0.4129977 best: 0.4129977 (825) total: 59.7s remaining: 12.6s 826: learn: 0.3990112 test: 0.4129896 best: 0.4129896 (826) total: 59.7s remaining: 12.5s 827: learn: 0.3989997 test: 0.4129894 best: 0.4129894 (827) total: 59.8s remaining: 12.4s 828: learn: 0.3989816 test: 0.4129832 best: 0.4129832 (828) total: 59.9s remaining: 12.4s 829: learn: 0.3989319 test: 0.4129369 best: 0.4129369 (829) total: 60s remaining: 12.3s 830: learn: 0.3988956 test: 0.4129161 best: 0.4129161 (830) total: 1m remaining: 12.2s 831: learn: 0.3988852 test: 0.4129115 best: 0.4129115 (831) total: 1m remaining: 12.1s 832: learn: 0.3988686 test: 0.4128958 best: 0.4128958 (832) total: 1m remaining: 12.1s 833: learn: 0.3987949 test: 0.4128064 best: 0.4128064 (833) total: 1m remaining: 12s 834: learn: 0.3987842 test: 0.4127982 best: 0.4127982 (834) total: 1m remaining: 11.9s 835: learn: 0.3987428 test: 0.4127557 best: 0.4127557 (835) total: 1m remaining: 11.8s 836: learn: 0.3987248 test: 0.4127438 best: 0.4127438 (836) total: 1m remaining: 11.8s 837: learn: 0.3987167 test: 0.4127396 best: 0.4127396 (837) total: 1m remaining: 11.7s 838: learn: 0.3986932 test: 0.4127257 best: 0.4127257 (838) total: 1m remaining: 11.6s 839: learn: 0.3986300 test: 0.4126520 best: 0.4126520 (839) total: 1m remaining: 11.6s 840: learn: 0.3985860 test: 0.4126215 best: 0.4126215 (840) total: 1m remaining: 11.5s 841: learn: 0.3985564 test: 0.4126171 best: 0.4126171 (841) total: 1m remaining: 11.4s 842: learn: 0.3985337 test: 0.4126129 best: 0.4126129 (842) total: 1m remaining: 11.3s 843: learn: 0.3985098 test: 0.4126020 best: 0.4126020 (843) total: 1m remaining: 11.3s 844: learn: 0.3984587 test: 0.4125839 best: 0.4125839 (844) total: 1m 1s remaining: 11.2s 845: learn: 0.3984445 test: 0.4125801 best: 0.4125801 (845) total: 1m 1s remaining: 11.1s 846: learn: 0.3983911 test: 0.4125577 best: 0.4125577 (846) total: 1m 1s remaining: 11s 847: learn: 0.3983719 test: 0.4125450 best: 0.4125450 (847) total: 1m 1s remaining: 11s 848: learn: 0.3983579 test: 0.4125362 best: 0.4125362 (848) total: 1m 1s remaining: 10.9s 849: learn: 0.3983299 test: 0.4125302 best: 0.4125302 (849) total: 1m 1s remaining: 10.8s 850: learn: 0.3982833 test: 0.4124926 best: 0.4124926 (850) total: 1m 1s remaining: 10.8s 851: learn: 0.3982663 test: 0.4124922 best: 0.4124922 (851) total: 1m 1s remaining: 10.7s 852: learn: 0.3982304 test: 0.4124785 best: 0.4124785 (852) total: 1m 1s remaining: 10.6s 853: learn: 0.3982179 test: 0.4124776 best: 0.4124776 (853) total: 1m 1s remaining: 10.5s 854: learn: 0.3981897 test: 0.4124454 best: 0.4124454 (854) total: 1m 1s remaining: 10.5s 855: learn: 0.3981506 test: 0.4124157 best: 0.4124157 (855) total: 1m 1s remaining: 10.4s 856: learn: 0.3981185 test: 0.4123735 best: 0.4123735 (856) total: 1m 1s remaining: 10.3s 857: learn: 0.3980792 test: 0.4123420 best: 0.4123420 (857) total: 1m 1s remaining: 10.2s 858: learn: 0.3980467 test: 0.4123203 best: 0.4123203 (858) total: 1m 1s remaining: 10.2s 859: learn: 0.3980142 test: 0.4123028 best: 0.4123028 (859) total: 1m 2s remaining: 10.1s 860: learn: 0.3979993 test: 0.4122949 best: 0.4122949 (860) total: 1m 2s remaining: 10s 861: learn: 0.3979724 test: 0.4122757 best: 0.4122757 (861) total: 1m 2s remaining: 9.95s 862: learn: 0.3979497 test: 0.4122644 best: 0.4122644 (862) total: 1m 2s remaining: 9.88s 863: learn: 0.3979315 test: 0.4122532 best: 0.4122532 (863) total: 1m 2s remaining: 9.81s 864: learn: 0.3979162 test: 0.4122535 best: 0.4122532 (863) total: 1m 2s remaining: 9.73s 865: learn: 0.3978958 test: 0.4122393 best: 0.4122393 (865) total: 1m 2s remaining: 9.66s 866: learn: 0.3978927 test: 0.4122389 best: 0.4122389 (866) total: 1m 2s remaining: 9.59s 867: learn: 0.3978758 test: 0.4122325 best: 0.4122325 (867) total: 1m 2s remaining: 9.52s 868: learn: 0.3978528 test: 0.4122272 best: 0.4122272 (868) total: 1m 2s remaining: 9.44s 869: learn: 0.3978400 test: 0.4122219 best: 0.4122219 (869) total: 1m 2s remaining: 9.38s 870: learn: 0.3978250 test: 0.4122329 best: 0.4122219 (869) total: 1m 2s remaining: 9.3s 871: learn: 0.3978149 test: 0.4122325 best: 0.4122219 (869) total: 1m 2s remaining: 9.23s 872: learn: 0.3977566 test: 0.4121671 best: 0.4121671 (872) total: 1m 2s remaining: 9.15s 873: learn: 0.3977160 test: 0.4121580 best: 0.4121580 (873) total: 1m 3s remaining: 9.08s 874: learn: 0.3977080 test: 0.4121588 best: 0.4121580 (873) total: 1m 3s remaining: 9.01s 875: learn: 0.3976753 test: 0.4121554 best: 0.4121554 (875) total: 1m 3s remaining: 8.94s 876: learn: 0.3976544 test: 0.4121483 best: 0.4121483 (876) total: 1m 3s remaining: 8.87s 877: learn: 0.3976428 test: 0.4121399 best: 0.4121399 (877) total: 1m 3s remaining: 8.8s 878: learn: 0.3976211 test: 0.4121291 best: 0.4121291 (878) total: 1m 3s remaining: 8.73s 879: learn: 0.3975650 test: 0.4120633 best: 0.4120633 (879) total: 1m 3s remaining: 8.65s 880: learn: 0.3975569 test: 0.4120597 best: 0.4120597 (880) total: 1m 3s remaining: 8.58s 881: learn: 0.3975198 test: 0.4120468 best: 0.4120468 (881) total: 1m 3s remaining: 8.51s 882: learn: 0.3975084 test: 0.4120405 best: 0.4120405 (882) total: 1m 3s remaining: 8.44s 883: learn: 0.3974889 test: 0.4120286 best: 0.4120286 (883) total: 1m 3s remaining: 8.37s 884: learn: 0.3974813 test: 0.4120306 best: 0.4120286 (883) total: 1m 3s remaining: 8.3s 885: learn: 0.3974184 test: 0.4119753 best: 0.4119753 (885) total: 1m 3s remaining: 8.22s 886: learn: 0.3974135 test: 0.4119741 best: 0.4119741 (886) total: 1m 3s remaining: 8.15s 887: learn: 0.3973975 test: 0.4119657 best: 0.4119657 (887) total: 1m 4s remaining: 8.08s 888: learn: 0.3973821 test: 0.4119590 best: 0.4119590 (888) total: 1m 4s remaining: 8s 889: learn: 0.3973733 test: 0.4119552 best: 0.4119552 (889) total: 1m 4s remaining: 7.93s 890: learn: 0.3973415 test: 0.4119427 best: 0.4119427 (890) total: 1m 4s remaining: 7.86s 891: learn: 0.3973133 test: 0.4119268 best: 0.4119268 (891) total: 1m 4s remaining: 7.79s 892: learn: 0.3973040 test: 0.4119261 best: 0.4119261 (892) total: 1m 4s remaining: 7.72s 893: learn: 0.3972898 test: 0.4119196 best: 0.4119196 (893) total: 1m 4s remaining: 7.65s 894: learn: 0.3972760 test: 0.4119150 best: 0.4119150 (894) total: 1m 4s remaining: 7.58s 895: learn: 0.3972681 test: 0.4119112 best: 0.4119112 (895) total: 1m 4s remaining: 7.51s 896: learn: 0.3972393 test: 0.4118808 best: 0.4118808 (896) total: 1m 4s remaining: 7.44s 897: learn: 0.3972222 test: 0.4118780 best: 0.4118780 (897) total: 1m 4s remaining: 7.37s 898: learn: 0.3971986 test: 0.4118752 best: 0.4118752 (898) total: 1m 4s remaining: 7.3s 899: learn: 0.3971686 test: 0.4118733 best: 0.4118733 (899) total: 1m 5s remaining: 7.22s 900: learn: 0.3971261 test: 0.4118711 best: 0.4118711 (900) total: 1m 5s remaining: 7.15s 901: learn: 0.3971153 test: 0.4118653 best: 0.4118653 (901) total: 1m 5s remaining: 7.08s 902: learn: 0.3970880 test: 0.4118507 best: 0.4118507 (902) total: 1m 5s remaining: 7s 903: learn: 0.3970809 test: 0.4118501 best: 0.4118501 (903) total: 1m 5s remaining: 6.93s 904: learn: 0.3970653 test: 0.4118399 best: 0.4118399 (904) total: 1m 5s remaining: 6.86s 905: learn: 0.3970294 test: 0.4118299 best: 0.4118299 (905) total: 1m 5s remaining: 6.79s 906: learn: 0.3970100 test: 0.4118090 best: 0.4118090 (906) total: 1m 5s remaining: 6.71s 907: learn: 0.3969773 test: 0.4117849 best: 0.4117849 (907) total: 1m 5s remaining: 6.64s 908: learn: 0.3969584 test: 0.4117742 best: 0.4117742 (908) total: 1m 5s remaining: 6.57s 909: learn: 0.3969250 test: 0.4117517 best: 0.4117517 (909) total: 1m 5s remaining: 6.49s 910: learn: 0.3968973 test: 0.4117376 best: 0.4117376 (910) total: 1m 5s remaining: 6.42s 911: learn: 0.3968724 test: 0.4117387 best: 0.4117376 (910) total: 1m 5s remaining: 6.35s 912: learn: 0.3968544 test: 0.4117344 best: 0.4117344 (912) total: 1m 5s remaining: 6.28s 913: learn: 0.3968155 test: 0.4117330 best: 0.4117330 (913) total: 1m 5s remaining: 6.21s 914: learn: 0.3967942 test: 0.4117385 best: 0.4117330 (913) total: 1m 6s remaining: 6.13s 915: learn: 0.3967496 test: 0.4117325 best: 0.4117325 (915) total: 1m 6s remaining: 6.06s 916: learn: 0.3967350 test: 0.4117250 best: 0.4117250 (916) total: 1m 6s remaining: 5.99s 917: learn: 0.3967157 test: 0.4117195 best: 0.4117195 (917) total: 1m 6s remaining: 5.91s 918: learn: 0.3966922 test: 0.4117140 best: 0.4117140 (918) total: 1m 6s remaining: 5.84s 919: learn: 0.3966588 test: 0.4117144 best: 0.4117140 (918) total: 1m 6s remaining: 5.77s 920: learn: 0.3966208 test: 0.4116954 best: 0.4116954 (920) total: 1m 6s remaining: 5.7s 921: learn: 0.3966138 test: 0.4116931 best: 0.4116931 (921) total: 1m 6s remaining: 5.62s 922: learn: 0.3965978 test: 0.4116829 best: 0.4116829 (922) total: 1m 6s remaining: 5.55s 923: learn: 0.3965888 test: 0.4116795 best: 0.4116795 (923) total: 1m 6s remaining: 5.48s 924: learn: 0.3965415 test: 0.4116367 best: 0.4116367 (924) total: 1m 6s remaining: 5.41s 925: learn: 0.3965246 test: 0.4116256 best: 0.4116256 (925) total: 1m 6s remaining: 5.33s 926: learn: 0.3965086 test: 0.4116112 best: 0.4116112 (926) total: 1m 6s remaining: 5.26s 927: learn: 0.3964657 test: 0.4116018 best: 0.4116018 (927) total: 1m 6s remaining: 5.19s 928: learn: 0.3964404 test: 0.4115735 best: 0.4115735 (928) total: 1m 6s remaining: 5.12s 929: learn: 0.3964051 test: 0.4115449 best: 0.4115449 (929) total: 1m 7s remaining: 5.05s 930: learn: 0.3963856 test: 0.4115363 best: 0.4115363 (930) total: 1m 7s remaining: 4.97s 931: learn: 0.3963689 test: 0.4115257 best: 0.4115257 (931) total: 1m 7s remaining: 4.9s 932: learn: 0.3963668 test: 0.4115259 best: 0.4115257 (931) total: 1m 7s remaining: 4.83s 933: learn: 0.3963569 test: 0.4115223 best: 0.4115223 (933) total: 1m 7s remaining: 4.76s 934: learn: 0.3962943 test: 0.4114644 best: 0.4114644 (934) total: 1m 7s remaining: 4.69s 935: learn: 0.3962832 test: 0.4114588 best: 0.4114588 (935) total: 1m 7s remaining: 4.62s 936: learn: 0.3962726 test: 0.4114577 best: 0.4114577 (936) total: 1m 7s remaining: 4.54s 937: learn: 0.3962623 test: 0.4114558 best: 0.4114558 (937) total: 1m 7s remaining: 4.47s 938: learn: 0.3962390 test: 0.4114480 best: 0.4114480 (938) total: 1m 7s remaining: 4.4s 939: learn: 0.3962190 test: 0.4114377 best: 0.4114377 (939) total: 1m 7s remaining: 4.33s 940: learn: 0.3961980 test: 0.4114236 best: 0.4114236 (940) total: 1m 7s remaining: 4.25s 941: learn: 0.3961805 test: 0.4114165 best: 0.4114165 (941) total: 1m 7s remaining: 4.18s 942: learn: 0.3961630 test: 0.4114081 best: 0.4114081 (942) total: 1m 8s remaining: 4.11s 943: learn: 0.3961304 test: 0.4113866 best: 0.4113866 (943) total: 1m 8s remaining: 4.04s 944: learn: 0.3961150 test: 0.4113712 best: 0.4113712 (944) total: 1m 8s remaining: 3.97s 945: learn: 0.3960819 test: 0.4113581 best: 0.4113581 (945) total: 1m 8s remaining: 3.9s 946: learn: 0.3960629 test: 0.4113507 best: 0.4113507 (946) total: 1m 8s remaining: 3.82s 947: learn: 0.3960285 test: 0.4113427 best: 0.4113427 (947) total: 1m 8s remaining: 3.75s 948: learn: 0.3960035 test: 0.4113344 best: 0.4113344 (948) total: 1m 8s remaining: 3.68s 949: learn: 0.3959874 test: 0.4113261 best: 0.4113261 (949) total: 1m 8s remaining: 3.61s 950: learn: 0.3959786 test: 0.4113228 best: 0.4113228 (950) total: 1m 8s remaining: 3.53s 951: learn: 0.3959426 test: 0.4112918 best: 0.4112918 (951) total: 1m 8s remaining: 3.46s 952: learn: 0.3959323 test: 0.4112895 best: 0.4112895 (952) total: 1m 8s remaining: 3.39s 953: learn: 0.3959081 test: 0.4112711 best: 0.4112711 (953) total: 1m 8s remaining: 3.32s 954: learn: 0.3958700 test: 0.4112641 best: 0.4112641 (954) total: 1m 8s remaining: 3.25s 955: learn: 0.3958660 test: 0.4112641 best: 0.4112641 (955) total: 1m 8s remaining: 3.17s 956: learn: 0.3958564 test: 0.4112625 best: 0.4112625 (956) total: 1m 9s remaining: 3.1s 957: learn: 0.3958454 test: 0.4112534 best: 0.4112534 (957) total: 1m 9s remaining: 3.03s 958: learn: 0.3958122 test: 0.4112443 best: 0.4112443 (958) total: 1m 9s remaining: 2.96s 959: learn: 0.3957946 test: 0.4112325 best: 0.4112325 (959) total: 1m 9s remaining: 2.89s 960: learn: 0.3957905 test: 0.4112291 best: 0.4112291 (960) total: 1m 9s remaining: 2.81s 961: learn: 0.3957528 test: 0.4112075 best: 0.4112075 (961) total: 1m 9s remaining: 2.74s 962: learn: 0.3957452 test: 0.4112066 best: 0.4112066 (962) total: 1m 9s remaining: 2.67s 963: learn: 0.3957294 test: 0.4112046 best: 0.4112046 (963) total: 1m 9s remaining: 2.6s 964: learn: 0.3957189 test: 0.4111978 best: 0.4111978 (964) total: 1m 9s remaining: 2.53s 965: learn: 0.3957121 test: 0.4111973 best: 0.4111973 (965) total: 1m 9s remaining: 2.45s 966: learn: 0.3956940 test: 0.4111942 best: 0.4111942 (966) total: 1m 9s remaining: 2.38s 967: learn: 0.3956607 test: 0.4111962 best: 0.4111942 (966) total: 1m 9s remaining: 2.31s 968: learn: 0.3956371 test: 0.4111756 best: 0.4111756 (968) total: 1m 9s remaining: 2.24s 969: learn: 0.3956228 test: 0.4111669 best: 0.4111669 (969) total: 1m 9s remaining: 2.16s 970: learn: 0.3955848 test: 0.4111245 best: 0.4111245 (970) total: 1m 10s remaining: 2.09s 971: learn: 0.3955645 test: 0.4111133 best: 0.4111133 (971) total: 1m 10s remaining: 2.02s 972: learn: 0.3955212 test: 0.4110840 best: 0.4110840 (972) total: 1m 10s remaining: 1.95s 973: learn: 0.3955120 test: 0.4110796 best: 0.4110796 (973) total: 1m 10s remaining: 1.88s 974: learn: 0.3955056 test: 0.4110780 best: 0.4110780 (974) total: 1m 10s remaining: 1.8s 975: learn: 0.3954523 test: 0.4110048 best: 0.4110048 (975) total: 1m 10s remaining: 1.73s 976: learn: 0.3954337 test: 0.4109952 best: 0.4109952 (976) total: 1m 10s remaining: 1.66s 977: learn: 0.3954070 test: 0.4109805 best: 0.4109805 (977) total: 1m 10s remaining: 1.59s 978: learn: 0.3953848 test: 0.4109817 best: 0.4109805 (977) total: 1m 10s remaining: 1.51s 979: learn: 0.3953635 test: 0.4109594 best: 0.4109594 (979) total: 1m 10s remaining: 1.44s 980: learn: 0.3953475 test: 0.4109521 best: 0.4109521 (980) total: 1m 10s remaining: 1.37s 981: learn: 0.3953299 test: 0.4109389 best: 0.4109389 (981) total: 1m 10s remaining: 1.3s 982: learn: 0.3953009 test: 0.4109373 best: 0.4109373 (982) total: 1m 11s remaining: 1.23s 983: learn: 0.3952523 test: 0.4109151 best: 0.4109151 (983) total: 1m 11s remaining: 1.16s 984: learn: 0.3951923 test: 0.4108833 best: 0.4108833 (984) total: 1m 11s remaining: 1.08s 985: learn: 0.3951794 test: 0.4108778 best: 0.4108778 (985) total: 1m 11s remaining: 1.01s 986: learn: 0.3951600 test: 0.4108752 best: 0.4108752 (986) total: 1m 11s remaining: 939ms 987: learn: 0.3951401 test: 0.4108660 best: 0.4108660 (987) total: 1m 11s remaining: 867ms 988: learn: 0.3951298 test: 0.4108634 best: 0.4108634 (988) total: 1m 11s remaining: 795ms 989: learn: 0.3951151 test: 0.4108618 best: 0.4108618 (989) total: 1m 11s remaining: 723ms 990: learn: 0.3951042 test: 0.4108534 best: 0.4108534 (990) total: 1m 11s remaining: 650ms 991: learn: 0.3950941 test: 0.4108508 best: 0.4108508 (991) total: 1m 11s remaining: 578ms 992: learn: 0.3950886 test: 0.4108504 best: 0.4108504 (992) total: 1m 11s remaining: 506ms 993: learn: 0.3950823 test: 0.4108484 best: 0.4108484 (993) total: 1m 11s remaining: 433ms 994: learn: 0.3950707 test: 0.4108426 best: 0.4108426 (994) total: 1m 11s remaining: 361ms 995: learn: 0.3950388 test: 0.4108102 best: 0.4108102 (995) total: 1m 11s remaining: 289ms 996: learn: 0.3950266 test: 0.4108019 best: 0.4108019 (996) total: 1m 12s remaining: 217ms 997: learn: 0.3950107 test: 0.4108010 best: 0.4108010 (997) total: 1m 12s remaining: 144ms 998: learn: 0.3950008 test: 0.4108014 best: 0.4108010 (997) total: 1m 12s remaining: 72.2ms 999: learn: 0.3949849 test: 0.4108015 best: 0.4108010 (997) total: 1m 12s remaining: 0us bestTest = 0.4108010421 bestIteration = 997 Shrink model to first 998 iterations.
evaluate(model, X_test_cat, y_test_cat)
MSE test: 0.4108010385808124 R2 score test: 0.7334118465361525
(0.4108010385808124, 0.7334118465361525)
# The maximum number of trees
iterations = [int(x) for x in np.linspace(500, 2000, num=5)]
# Learning rate
learning_rate = [0.03, 0.1, 0.15]
# Create the random grid
params = {'iterations': [int(x) for x in np.linspace(500, 2000, num=5)],
'learning_rate': [0.03, 0.1, 0.15],
'depth': [4, 8, 10],
'l2_leaf_reg': [1, 4],
}
cb_reg = CatBoostRegressor()
cb_grid = RandomizedSearchCV(estimator=cb_reg, param_distributions=params,
n_iter=10, scoring='neg_mean_squared_error',
cv=3, verbose=2, random_state=42,
return_train_score=True)
cb_grid.fit(X_train_cat, y_train_cat, cat_features=categorical_features_indices,
eval_set=(X_test_cat, y_test_cat))
Fitting 3 folds for each of 10 candidates, totalling 30 fits [CV] learning_rate=0.1, l2_leaf_reg=4, iterations=875, depth=8 .......
[Parallel(n_jobs=1)]: Using backend SequentialBackend with 1 concurrent workers.
0: learn: 4.0429634 test: 4.0386331 best: 4.0386331 (0) total: 116ms remaining: 1m 41s 1: learn: 3.6501763 test: 3.6462359 best: 3.6462359 (1) total: 268ms remaining: 1m 57s 2: learn: 3.2982631 test: 3.2947771 best: 3.2947771 (2) total: 429ms remaining: 2m 4s 3: learn: 2.9802179 test: 2.9769091 best: 2.9769091 (3) total: 467ms remaining: 1m 41s 4: learn: 2.6978380 test: 2.6943995 best: 2.6943995 (4) total: 587ms remaining: 1m 42s 5: learn: 2.4437757 test: 2.4402953 best: 2.4402953 (5) total: 722ms remaining: 1m 44s 6: learn: 2.2124300 test: 2.2095409 best: 2.2095409 (6) total: 862ms remaining: 1m 46s 7: learn: 2.0055532 test: 2.0031239 best: 2.0031239 (7) total: 1.02s remaining: 1m 50s 8: learn: 1.8205671 test: 1.8188001 best: 1.8188001 (8) total: 1.19s remaining: 1m 54s 9: learn: 1.6553436 test: 1.6540497 best: 1.6540497 (9) total: 1.34s remaining: 1m 56s 10: learn: 1.5084209 test: 1.5074552 best: 1.5074552 (10) total: 1.49s remaining: 1m 56s 11: learn: 1.3771851 test: 1.3767288 best: 1.3767288 (11) total: 1.62s remaining: 1m 56s 12: learn: 1.2613342 test: 1.2611959 best: 1.2611959 (12) total: 1.76s remaining: 1m 56s 13: learn: 1.1588162 test: 1.1590523 best: 1.1590523 (13) total: 1.89s remaining: 1m 56s 14: learn: 1.0677735 test: 1.0683098 best: 1.0683098 (14) total: 1.97s remaining: 1m 52s 15: learn: 0.9880373 test: 0.9890599 best: 0.9890599 (15) total: 2.1s remaining: 1m 52s 16: learn: 0.9168697 test: 0.9182194 best: 0.9182194 (16) total: 2.25s remaining: 1m 53s 17: learn: 0.8557529 test: 0.8575968 best: 0.8575968 (17) total: 2.31s remaining: 1m 50s 18: learn: 0.8027531 test: 0.8048820 best: 0.8048820 (18) total: 2.45s remaining: 1m 50s 19: learn: 0.7563389 test: 0.7586735 best: 0.7586735 (19) total: 2.59s remaining: 1m 50s 20: learn: 0.7164223 test: 0.7191559 best: 0.7191559 (20) total: 2.72s remaining: 1m 50s 21: learn: 0.6817070 test: 0.6850136 best: 0.6850136 (21) total: 2.76s remaining: 1m 47s 22: learn: 0.6516018 test: 0.6554538 best: 0.6554538 (22) total: 2.9s remaining: 1m 47s 23: learn: 0.6261274 test: 0.6301132 best: 0.6301132 (23) total: 3.04s remaining: 1m 47s 24: learn: 0.6048607 test: 0.6090396 best: 0.6090396 (24) total: 3.1s remaining: 1m 45s 25: learn: 0.5863192 test: 0.5904321 best: 0.5904321 (25) total: 3.25s remaining: 1m 46s 26: learn: 0.5702711 test: 0.5744635 best: 0.5744635 (26) total: 3.36s remaining: 1m 45s 27: learn: 0.5532171 test: 0.5575914 best: 0.5575914 (27) total: 3.52s remaining: 1m 46s 28: learn: 0.5388996 test: 0.5434018 best: 0.5434018 (28) total: 3.58s remaining: 1m 44s 29: learn: 0.5266208 test: 0.5313583 best: 0.5313583 (29) total: 3.73s remaining: 1m 45s 30: learn: 0.5161035 test: 0.5208071 best: 0.5208071 (30) total: 3.96s remaining: 1m 47s 31: learn: 0.5060859 test: 0.5108556 best: 0.5108556 (31) total: 4.11s remaining: 1m 48s 32: learn: 0.4979795 test: 0.5029954 best: 0.5029954 (32) total: 4.26s remaining: 1m 48s 33: learn: 0.4911774 test: 0.4963181 best: 0.4963181 (33) total: 4.39s remaining: 1m 48s 34: learn: 0.4854857 test: 0.4907514 best: 0.4907514 (34) total: 4.54s remaining: 1m 49s 35: learn: 0.4810200 test: 0.4861300 best: 0.4861300 (35) total: 4.69s remaining: 1m 49s 36: learn: 0.4760244 test: 0.4811833 best: 0.4811833 (36) total: 4.83s remaining: 1m 49s 37: learn: 0.4726077 test: 0.4778242 best: 0.4778242 (37) total: 4.97s remaining: 1m 49s 38: learn: 0.4686613 test: 0.4736916 best: 0.4736916 (38) total: 5.1s remaining: 1m 49s 39: learn: 0.4646755 test: 0.4696285 best: 0.4696285 (39) total: 5.24s remaining: 1m 49s 40: learn: 0.4614241 test: 0.4667161 best: 0.4667161 (40) total: 5.41s remaining: 1m 49s 41: learn: 0.4587665 test: 0.4644840 best: 0.4644840 (41) total: 5.57s remaining: 1m 50s 42: learn: 0.4570191 test: 0.4627827 best: 0.4627827 (42) total: 5.71s remaining: 1m 50s 43: learn: 0.4553274 test: 0.4612297 best: 0.4612297 (43) total: 5.85s remaining: 1m 50s 44: learn: 0.4544530 test: 0.4603873 best: 0.4603873 (44) total: 5.95s remaining: 1m 49s 45: learn: 0.4531326 test: 0.4590434 best: 0.4590434 (45) total: 6.13s remaining: 1m 50s 46: learn: 0.4505620 test: 0.4564947 best: 0.4564947 (46) total: 6.29s remaining: 1m 50s 47: learn: 0.4491771 test: 0.4551913 best: 0.4551913 (47) total: 6.44s remaining: 1m 50s 48: learn: 0.4478966 test: 0.4539954 best: 0.4539954 (48) total: 6.59s remaining: 1m 51s 49: learn: 0.4459077 test: 0.4519967 best: 0.4519967 (49) total: 6.74s remaining: 1m 51s 50: learn: 0.4444579 test: 0.4505529 best: 0.4505529 (50) total: 6.89s remaining: 1m 51s 51: learn: 0.4442110 test: 0.4502582 best: 0.4502582 (51) total: 6.94s remaining: 1m 49s 52: learn: 0.4436683 test: 0.4497858 best: 0.4497858 (52) total: 7.07s remaining: 1m 49s 53: learn: 0.4431949 test: 0.4493890 best: 0.4493890 (53) total: 7.18s remaining: 1m 49s 54: learn: 0.4423302 test: 0.4485845 best: 0.4485845 (54) total: 7.36s remaining: 1m 49s 55: learn: 0.4416344 test: 0.4479575 best: 0.4479575 (55) total: 7.53s remaining: 1m 50s 56: learn: 0.4406599 test: 0.4471382 best: 0.4471382 (56) total: 7.67s remaining: 1m 50s 57: learn: 0.4395073 test: 0.4461589 best: 0.4461589 (57) total: 7.81s remaining: 1m 50s 58: learn: 0.4386326 test: 0.4453901 best: 0.4453901 (58) total: 7.96s remaining: 1m 50s 59: learn: 0.4379445 test: 0.4449144 best: 0.4449144 (59) total: 8.12s remaining: 1m 50s 60: learn: 0.4374567 test: 0.4444837 best: 0.4444837 (60) total: 8.28s remaining: 1m 50s 61: learn: 0.4371634 test: 0.4443072 best: 0.4443072 (61) total: 8.44s remaining: 1m 50s 62: learn: 0.4370725 test: 0.4442297 best: 0.4442297 (62) total: 8.59s remaining: 1m 50s 63: learn: 0.4368406 test: 0.4441108 best: 0.4441108 (63) total: 8.66s remaining: 1m 49s 64: learn: 0.4365258 test: 0.4438712 best: 0.4438712 (64) total: 8.81s remaining: 1m 49s 65: learn: 0.4363302 test: 0.4436775 best: 0.4436775 (65) total: 8.98s remaining: 1m 50s 66: learn: 0.4363018 test: 0.4436628 best: 0.4436628 (66) total: 9.02s remaining: 1m 48s 67: learn: 0.4358488 test: 0.4432910 best: 0.4432910 (67) total: 9.21s remaining: 1m 49s 68: learn: 0.4348162 test: 0.4421902 best: 0.4421902 (68) total: 9.37s remaining: 1m 49s 69: learn: 0.4340574 test: 0.4415211 best: 0.4415211 (69) total: 9.51s remaining: 1m 49s 70: learn: 0.4339355 test: 0.4414484 best: 0.4414484 (70) total: 9.68s remaining: 1m 49s 71: learn: 0.4338438 test: 0.4413889 best: 0.4413889 (71) total: 9.84s remaining: 1m 49s 72: learn: 0.4338200 test: 0.4413627 best: 0.4413627 (72) total: 9.9s remaining: 1m 48s 73: learn: 0.4335950 test: 0.4412182 best: 0.4412182 (73) total: 10s remaining: 1m 48s 74: learn: 0.4331804 test: 0.4408562 best: 0.4408562 (74) total: 10.2s remaining: 1m 48s 75: learn: 0.4331481 test: 0.4408344 best: 0.4408344 (75) total: 10.2s remaining: 1m 47s 76: learn: 0.4331219 test: 0.4408006 best: 0.4408006 (76) total: 10.2s remaining: 1m 46s 77: learn: 0.4326543 test: 0.4404888 best: 0.4404888 (77) total: 10.4s remaining: 1m 45s 78: learn: 0.4322490 test: 0.4401327 best: 0.4401327 (78) total: 10.5s remaining: 1m 45s 79: learn: 0.4322436 test: 0.4401253 best: 0.4401253 (79) total: 10.5s remaining: 1m 44s 80: learn: 0.4313315 test: 0.4391273 best: 0.4391273 (80) total: 10.7s remaining: 1m 44s 81: learn: 0.4313196 test: 0.4391241 best: 0.4391241 (81) total: 10.7s remaining: 1m 43s 82: learn: 0.4313007 test: 0.4391159 best: 0.4391159 (82) total: 10.8s remaining: 1m 42s 83: learn: 0.4309351 test: 0.4387573 best: 0.4387573 (83) total: 10.9s remaining: 1m 42s 84: learn: 0.4304208 test: 0.4383276 best: 0.4383276 (84) total: 11.1s remaining: 1m 43s 85: learn: 0.4304167 test: 0.4383234 best: 0.4383234 (85) total: 11.1s remaining: 1m 42s 86: learn: 0.4304163 test: 0.4383229 best: 0.4383229 (86) total: 11.2s remaining: 1m 41s 87: learn: 0.4304151 test: 0.4383220 best: 0.4383220 (87) total: 11.2s remaining: 1m 40s 88: learn: 0.4293536 test: 0.4372468 best: 0.4372468 (88) total: 11.3s remaining: 1m 40s 89: learn: 0.4291907 test: 0.4371386 best: 0.4371386 (89) total: 11.5s remaining: 1m 40s 90: learn: 0.4291896 test: 0.4371385 best: 0.4371385 (90) total: 11.5s remaining: 1m 39s 91: learn: 0.4290209 test: 0.4370115 best: 0.4370115 (91) total: 11.6s remaining: 1m 38s 92: learn: 0.4289074 test: 0.4369545 best: 0.4369545 (92) total: 11.8s remaining: 1m 38s 93: learn: 0.4289066 test: 0.4369544 best: 0.4369544 (93) total: 11.8s remaining: 1m 37s 94: learn: 0.4288979 test: 0.4369452 best: 0.4369452 (94) total: 11.8s remaining: 1m 36s 95: learn: 0.4288423 test: 0.4368846 best: 0.4368846 (95) total: 11.9s remaining: 1m 36s 96: learn: 0.4288327 test: 0.4368845 best: 0.4368845 (96) total: 12s remaining: 1m 36s 97: learn: 0.4286598 test: 0.4367342 best: 0.4367342 (97) total: 12s remaining: 1m 35s 98: learn: 0.4286556 test: 0.4367304 best: 0.4367304 (98) total: 12.1s remaining: 1m 34s 99: learn: 0.4286503 test: 0.4367291 best: 0.4367291 (99) total: 12.1s remaining: 1m 33s 100: learn: 0.4286421 test: 0.4367287 best: 0.4367287 (100) total: 12.2s remaining: 1m 33s 101: learn: 0.4286421 test: 0.4367287 best: 0.4367287 (101) total: 12.2s remaining: 1m 32s 102: learn: 0.4285864 test: 0.4367117 best: 0.4367117 (102) total: 12.3s remaining: 1m 32s 103: learn: 0.4277760 test: 0.4359634 best: 0.4359634 (103) total: 12.4s remaining: 1m 32s 104: learn: 0.4277705 test: 0.4359649 best: 0.4359634 (103) total: 12.5s remaining: 1m 31s 105: learn: 0.4277635 test: 0.4359592 best: 0.4359592 (105) total: 12.5s remaining: 1m 30s 106: learn: 0.4277381 test: 0.4359440 best: 0.4359440 (106) total: 12.6s remaining: 1m 30s 107: learn: 0.4277338 test: 0.4359445 best: 0.4359440 (106) total: 12.6s remaining: 1m 29s 108: learn: 0.4276677 test: 0.4359042 best: 0.4359042 (108) total: 12.7s remaining: 1m 28s 109: learn: 0.4267902 test: 0.4351992 best: 0.4351992 (109) total: 12.8s remaining: 1m 28s 110: learn: 0.4267853 test: 0.4352002 best: 0.4351992 (109) total: 12.8s remaining: 1m 28s 111: learn: 0.4266760 test: 0.4351430 best: 0.4351430 (111) total: 13s remaining: 1m 28s 112: learn: 0.4262172 test: 0.4348205 best: 0.4348205 (112) total: 13.1s remaining: 1m 28s 113: learn: 0.4256624 test: 0.4344139 best: 0.4344139 (113) total: 13.2s remaining: 1m 28s 114: learn: 0.4256536 test: 0.4344114 best: 0.4344114 (114) total: 13.3s remaining: 1m 27s 115: learn: 0.4252473 test: 0.4340661 best: 0.4340661 (115) total: 13.4s remaining: 1m 27s 116: learn: 0.4252460 test: 0.4340674 best: 0.4340661 (115) total: 13.5s remaining: 1m 27s 117: learn: 0.4252296 test: 0.4340600 best: 0.4340600 (117) total: 13.6s remaining: 1m 26s 118: learn: 0.4252187 test: 0.4340524 best: 0.4340524 (118) total: 13.6s remaining: 1m 26s 119: learn: 0.4252068 test: 0.4340358 best: 0.4340358 (119) total: 13.7s remaining: 1m 26s 120: learn: 0.4252006 test: 0.4340350 best: 0.4340350 (120) total: 13.8s remaining: 1m 25s 121: learn: 0.4251964 test: 0.4340380 best: 0.4340350 (120) total: 13.8s remaining: 1m 25s 122: learn: 0.4251917 test: 0.4340408 best: 0.4340350 (120) total: 13.9s remaining: 1m 24s 123: learn: 0.4251870 test: 0.4340440 best: 0.4340350 (120) total: 13.9s remaining: 1m 24s 124: learn: 0.4251640 test: 0.4340204 best: 0.4340204 (124) total: 14s remaining: 1m 24s 125: learn: 0.4251603 test: 0.4340195 best: 0.4340195 (125) total: 14.1s remaining: 1m 24s 126: learn: 0.4251568 test: 0.4340179 best: 0.4340179 (126) total: 14.2s remaining: 1m 23s 127: learn: 0.4251542 test: 0.4340202 best: 0.4340179 (126) total: 14.3s remaining: 1m 23s 128: learn: 0.4251067 test: 0.4340032 best: 0.4340032 (128) total: 14.4s remaining: 1m 23s 129: learn: 0.4251020 test: 0.4340068 best: 0.4340032 (128) total: 14.4s remaining: 1m 22s 130: learn: 0.4249774 test: 0.4339059 best: 0.4339059 (130) total: 14.6s remaining: 1m 22s 131: learn: 0.4249717 test: 0.4339073 best: 0.4339059 (130) total: 14.7s remaining: 1m 22s 132: learn: 0.4249630 test: 0.4339015 best: 0.4339015 (132) total: 14.8s remaining: 1m 22s 133: learn: 0.4249481 test: 0.4338963 best: 0.4338963 (133) total: 15s remaining: 1m 22s 134: learn: 0.4245418 test: 0.4335496 best: 0.4335496 (134) total: 15.1s remaining: 1m 22s 135: learn: 0.4245406 test: 0.4335495 best: 0.4335495 (135) total: 15.2s remaining: 1m 22s 136: learn: 0.4245406 test: 0.4335495 best: 0.4335495 (136) total: 15.2s remaining: 1m 21s 137: learn: 0.4244908 test: 0.4335141 best: 0.4335141 (137) total: 15.3s remaining: 1m 21s 138: learn: 0.4244879 test: 0.4335182 best: 0.4335141 (137) total: 15.4s remaining: 1m 21s 139: learn: 0.4244806 test: 0.4335147 best: 0.4335141 (137) total: 15.5s remaining: 1m 21s 140: learn: 0.4244788 test: 0.4335188 best: 0.4335141 (137) total: 15.6s remaining: 1m 21s 141: learn: 0.4244457 test: 0.4335162 best: 0.4335141 (137) total: 15.7s remaining: 1m 21s 142: learn: 0.4244313 test: 0.4335041 best: 0.4335041 (142) total: 15.9s remaining: 1m 21s 143: learn: 0.4244066 test: 0.4335062 best: 0.4335041 (142) total: 16s remaining: 1m 21s 144: learn: 0.4243966 test: 0.4335015 best: 0.4335015 (144) total: 16.1s remaining: 1m 21s 145: learn: 0.4243818 test: 0.4334979 best: 0.4334979 (145) total: 16.2s remaining: 1m 21s 146: learn: 0.4243746 test: 0.4335025 best: 0.4334979 (145) total: 16.4s remaining: 1m 21s 147: learn: 0.4240631 test: 0.4333402 best: 0.4333402 (147) total: 16.5s remaining: 1m 21s 148: learn: 0.4240601 test: 0.4333441 best: 0.4333402 (147) total: 16.6s remaining: 1m 20s 149: learn: 0.4240515 test: 0.4333327 best: 0.4333327 (149) total: 16.7s remaining: 1m 20s 150: learn: 0.4240467 test: 0.4333301 best: 0.4333301 (150) total: 16.9s remaining: 1m 20s 151: learn: 0.4238107 test: 0.4331672 best: 0.4331672 (151) total: 17s remaining: 1m 20s 152: learn: 0.4238029 test: 0.4331641 best: 0.4331641 (152) total: 17.1s remaining: 1m 20s 153: learn: 0.4237616 test: 0.4330951 best: 0.4330951 (153) total: 17.3s remaining: 1m 21s 154: learn: 0.4237562 test: 0.4330930 best: 0.4330930 (154) total: 17.5s remaining: 1m 21s 155: learn: 0.4237535 test: 0.4330930 best: 0.4330930 (155) total: 17.5s remaining: 1m 20s 156: learn: 0.4237508 test: 0.4330973 best: 0.4330930 (155) total: 17.6s remaining: 1m 20s 157: learn: 0.4237463 test: 0.4331017 best: 0.4330930 (155) total: 17.7s remaining: 1m 20s 158: learn: 0.4237426 test: 0.4331048 best: 0.4330930 (155) total: 17.8s remaining: 1m 20s 159: learn: 0.4237296 test: 0.4330962 best: 0.4330930 (155) total: 17.9s remaining: 1m 20s 160: learn: 0.4237287 test: 0.4330975 best: 0.4330930 (155) total: 18.1s remaining: 1m 20s 161: learn: 0.4237229 test: 0.4330954 best: 0.4330930 (155) total: 18.2s remaining: 1m 20s 162: learn: 0.4237228 test: 0.4330954 best: 0.4330930 (155) total: 18.2s remaining: 1m 19s 163: learn: 0.4234715 test: 0.4328828 best: 0.4328828 (163) total: 18.4s remaining: 1m 19s 164: learn: 0.4234668 test: 0.4328810 best: 0.4328810 (164) total: 18.5s remaining: 1m 19s 165: learn: 0.4234652 test: 0.4328810 best: 0.4328810 (164) total: 18.6s remaining: 1m 19s 166: learn: 0.4234592 test: 0.4328809 best: 0.4328809 (166) total: 18.7s remaining: 1m 19s 167: learn: 0.4234482 test: 0.4328749 best: 0.4328749 (167) total: 18.8s remaining: 1m 19s 168: learn: 0.4234450 test: 0.4328728 best: 0.4328728 (168) total: 19s remaining: 1m 19s 169: learn: 0.4234380 test: 0.4328771 best: 0.4328728 (168) total: 19.1s remaining: 1m 19s 170: learn: 0.4234303 test: 0.4328817 best: 0.4328728 (168) total: 19.2s remaining: 1m 19s 171: learn: 0.4234266 test: 0.4328852 best: 0.4328728 (168) total: 19.4s remaining: 1m 19s 172: learn: 0.4234225 test: 0.4328852 best: 0.4328728 (168) total: 19.6s remaining: 1m 19s 173: learn: 0.4234168 test: 0.4328884 best: 0.4328728 (168) total: 19.8s remaining: 1m 19s 174: learn: 0.4234163 test: 0.4328884 best: 0.4328728 (168) total: 19.8s remaining: 1m 19s 175: learn: 0.4234122 test: 0.4328943 best: 0.4328728 (168) total: 20s remaining: 1m 19s 176: learn: 0.4234016 test: 0.4328992 best: 0.4328728 (168) total: 20.1s remaining: 1m 19s 177: learn: 0.4234001 test: 0.4328974 best: 0.4328728 (168) total: 20.2s remaining: 1m 18s 178: learn: 0.4233803 test: 0.4328970 best: 0.4328728 (168) total: 20.3s remaining: 1m 18s 179: learn: 0.4233776 test: 0.4328962 best: 0.4328728 (168) total: 20.4s remaining: 1m 18s 180: learn: 0.4233678 test: 0.4328939 best: 0.4328728 (168) total: 20.6s remaining: 1m 18s 181: learn: 0.4233660 test: 0.4328939 best: 0.4328728 (168) total: 20.6s remaining: 1m 18s 182: learn: 0.4233654 test: 0.4328970 best: 0.4328728 (168) total: 20.8s remaining: 1m 18s 183: learn: 0.4233633 test: 0.4329018 best: 0.4328728 (168) total: 20.8s remaining: 1m 18s 184: learn: 0.4233614 test: 0.4329052 best: 0.4328728 (168) total: 21s remaining: 1m 18s 185: learn: 0.4233594 test: 0.4329102 best: 0.4328728 (168) total: 21.1s remaining: 1m 18s 186: learn: 0.4233370 test: 0.4329082 best: 0.4328728 (168) total: 21.2s remaining: 1m 18s 187: learn: 0.4233337 test: 0.4329117 best: 0.4328728 (168) total: 21.4s remaining: 1m 18s 188: learn: 0.4233242 test: 0.4329078 best: 0.4328728 (168) total: 21.5s remaining: 1m 18s 189: learn: 0.4233208 test: 0.4329091 best: 0.4328728 (168) total: 21.7s remaining: 1m 18s 190: learn: 0.4233207 test: 0.4329091 best: 0.4328728 (168) total: 21.7s remaining: 1m 17s 191: learn: 0.4233179 test: 0.4329141 best: 0.4328728 (168) total: 21.8s remaining: 1m 17s 192: learn: 0.4233144 test: 0.4329209 best: 0.4328728 (168) total: 21.9s remaining: 1m 17s 193: learn: 0.4230877 test: 0.4328795 best: 0.4328728 (168) total: 22.1s remaining: 1m 17s 194: learn: 0.4230864 test: 0.4328845 best: 0.4328728 (168) total: 22.1s remaining: 1m 17s 195: learn: 0.4230859 test: 0.4328845 best: 0.4328728 (168) total: 22.2s remaining: 1m 16s 196: learn: 0.4230841 test: 0.4328869 best: 0.4328728 (168) total: 22.3s remaining: 1m 16s 197: learn: 0.4230803 test: 0.4328926 best: 0.4328728 (168) total: 22.5s remaining: 1m 16s 198: learn: 0.4230781 test: 0.4328976 best: 0.4328728 (168) total: 22.6s remaining: 1m 16s 199: learn: 0.4230689 test: 0.4328976 best: 0.4328728 (168) total: 22.7s remaining: 1m 16s 200: learn: 0.4230675 test: 0.4329026 best: 0.4328728 (168) total: 22.8s remaining: 1m 16s 201: learn: 0.4230607 test: 0.4329020 best: 0.4328728 (168) total: 22.9s remaining: 1m 16s 202: learn: 0.4230587 test: 0.4329074 best: 0.4328728 (168) total: 23s remaining: 1m 16s 203: learn: 0.4230462 test: 0.4329070 best: 0.4328728 (168) total: 23.2s remaining: 1m 16s 204: learn: 0.4230374 test: 0.4329058 best: 0.4328728 (168) total: 23.3s remaining: 1m 16s 205: learn: 0.4230052 test: 0.4328961 best: 0.4328728 (168) total: 23.4s remaining: 1m 16s 206: learn: 0.4230037 test: 0.4328970 best: 0.4328728 (168) total: 23.6s remaining: 1m 16s 207: learn: 0.4230025 test: 0.4328969 best: 0.4328728 (168) total: 23.6s remaining: 1m 15s 208: learn: 0.4230014 test: 0.4328947 best: 0.4328728 (168) total: 23.8s remaining: 1m 15s 209: learn: 0.4229990 test: 0.4328982 best: 0.4328728 (168) total: 24s remaining: 1m 15s 210: learn: 0.4229972 test: 0.4329031 best: 0.4328728 (168) total: 24.1s remaining: 1m 15s 211: learn: 0.4221309 test: 0.4322534 best: 0.4322534 (211) total: 24.3s remaining: 1m 15s 212: learn: 0.4221280 test: 0.4322582 best: 0.4322534 (211) total: 24.4s remaining: 1m 15s 213: learn: 0.4221234 test: 0.4322552 best: 0.4322534 (211) total: 24.5s remaining: 1m 15s 214: learn: 0.4221203 test: 0.4322600 best: 0.4322534 (211) total: 24.7s remaining: 1m 15s 215: learn: 0.4221190 test: 0.4322604 best: 0.4322534 (211) total: 24.8s remaining: 1m 15s 216: learn: 0.4221184 test: 0.4322581 best: 0.4322534 (211) total: 24.9s remaining: 1m 15s 217: learn: 0.4221171 test: 0.4322595 best: 0.4322534 (211) total: 25.1s remaining: 1m 15s 218: learn: 0.4221151 test: 0.4322638 best: 0.4322534 (211) total: 25.2s remaining: 1m 15s 219: learn: 0.4221133 test: 0.4322668 best: 0.4322534 (211) total: 25.3s remaining: 1m 15s 220: learn: 0.4221115 test: 0.4322715 best: 0.4322534 (211) total: 25.5s remaining: 1m 15s 221: learn: 0.4221092 test: 0.4322738 best: 0.4322534 (211) total: 25.6s remaining: 1m 15s 222: learn: 0.4221076 test: 0.4322784 best: 0.4322534 (211) total: 25.7s remaining: 1m 15s 223: learn: 0.4221056 test: 0.4322805 best: 0.4322534 (211) total: 25.8s remaining: 1m 14s 224: learn: 0.4221050 test: 0.4322804 best: 0.4322534 (211) total: 25.8s remaining: 1m 14s 225: learn: 0.4221035 test: 0.4322849 best: 0.4322534 (211) total: 25.9s remaining: 1m 14s 226: learn: 0.4221017 test: 0.4322882 best: 0.4322534 (211) total: 26.1s remaining: 1m 14s 227: learn: 0.4220852 test: 0.4322937 best: 0.4322534 (211) total: 26.2s remaining: 1m 14s 228: learn: 0.4220593 test: 0.4322825 best: 0.4322534 (211) total: 26.4s remaining: 1m 14s 229: learn: 0.4220577 test: 0.4322835 best: 0.4322534 (211) total: 26.5s remaining: 1m 14s 230: learn: 0.4220563 test: 0.4322839 best: 0.4322534 (211) total: 26.7s remaining: 1m 14s 231: learn: 0.4220549 test: 0.4322883 best: 0.4322534 (211) total: 26.8s remaining: 1m 14s 232: learn: 0.4220517 test: 0.4322826 best: 0.4322534 (211) total: 26.9s remaining: 1m 14s 233: learn: 0.4220512 test: 0.4322826 best: 0.4322534 (211) total: 27s remaining: 1m 14s 234: learn: 0.4220505 test: 0.4322829 best: 0.4322534 (211) total: 27.2s remaining: 1m 14s 235: learn: 0.4220492 test: 0.4322854 best: 0.4322534 (211) total: 27.3s remaining: 1m 13s 236: learn: 0.4220479 test: 0.4322852 best: 0.4322534 (211) total: 27.5s remaining: 1m 13s 237: learn: 0.4220463 test: 0.4322896 best: 0.4322534 (211) total: 27.6s remaining: 1m 13s 238: learn: 0.4220451 test: 0.4322897 best: 0.4322534 (211) total: 27.7s remaining: 1m 13s 239: learn: 0.4220428 test: 0.4322885 best: 0.4322534 (211) total: 27.8s remaining: 1m 13s 240: learn: 0.4220365 test: 0.4322886 best: 0.4322534 (211) total: 28s remaining: 1m 13s 241: learn: 0.4220359 test: 0.4322886 best: 0.4322534 (211) total: 28.1s remaining: 1m 13s 242: learn: 0.4220348 test: 0.4322875 best: 0.4322534 (211) total: 28.2s remaining: 1m 13s 243: learn: 0.4220339 test: 0.4322918 best: 0.4322534 (211) total: 28.3s remaining: 1m 13s 244: learn: 0.4220300 test: 0.4322949 best: 0.4322534 (211) total: 28.4s remaining: 1m 13s 245: learn: 0.4220024 test: 0.4322855 best: 0.4322534 (211) total: 28.6s remaining: 1m 13s 246: learn: 0.4220016 test: 0.4322854 best: 0.4322534 (211) total: 28.7s remaining: 1m 13s 247: learn: 0.4220004 test: 0.4322844 best: 0.4322534 (211) total: 28.9s remaining: 1m 12s 248: learn: 0.4219990 test: 0.4322852 best: 0.4322534 (211) total: 29s remaining: 1m 12s 249: learn: 0.4219978 test: 0.4322894 best: 0.4322534 (211) total: 29.1s remaining: 1m 12s 250: learn: 0.4219948 test: 0.4322936 best: 0.4322534 (211) total: 29.2s remaining: 1m 12s 251: learn: 0.4219944 test: 0.4322977 best: 0.4322534 (211) total: 29.3s remaining: 1m 12s 252: learn: 0.4219941 test: 0.4323017 best: 0.4322534 (211) total: 29.3s remaining: 1m 12s 253: learn: 0.4219925 test: 0.4323022 best: 0.4322534 (211) total: 29.5s remaining: 1m 12s 254: learn: 0.4219820 test: 0.4323086 best: 0.4322534 (211) total: 29.6s remaining: 1m 12s 255: learn: 0.4219808 test: 0.4323125 best: 0.4322534 (211) total: 29.7s remaining: 1m 11s 256: learn: 0.4219799 test: 0.4323135 best: 0.4322534 (211) total: 29.7s remaining: 1m 11s 257: learn: 0.4219779 test: 0.4323151 best: 0.4322534 (211) total: 29.9s remaining: 1m 11s 258: learn: 0.4219769 test: 0.4323162 best: 0.4322534 (211) total: 30s remaining: 1m 11s 259: learn: 0.4219762 test: 0.4323148 best: 0.4322534 (211) total: 30.2s remaining: 1m 11s 260: learn: 0.4217502 test: 0.4321044 best: 0.4321044 (260) total: 30.3s remaining: 1m 11s 261: learn: 0.4217492 test: 0.4321020 best: 0.4321020 (261) total: 30.5s remaining: 1m 11s 262: learn: 0.4217479 test: 0.4321051 best: 0.4321020 (261) total: 30.6s remaining: 1m 11s 263: learn: 0.4217468 test: 0.4321066 best: 0.4321020 (261) total: 30.7s remaining: 1m 11s 264: learn: 0.4217465 test: 0.4321104 best: 0.4321020 (261) total: 30.8s remaining: 1m 10s 265: learn: 0.4217462 test: 0.4321143 best: 0.4321020 (261) total: 30.8s remaining: 1m 10s 266: learn: 0.4217401 test: 0.4321161 best: 0.4321020 (261) total: 30.9s remaining: 1m 10s 267: learn: 0.4217390 test: 0.4321168 best: 0.4321020 (261) total: 31s remaining: 1m 10s 268: learn: 0.4217375 test: 0.4321160 best: 0.4321020 (261) total: 31.2s remaining: 1m 10s 269: learn: 0.4217364 test: 0.4321165 best: 0.4321020 (261) total: 31.3s remaining: 1m 10s 270: learn: 0.4217350 test: 0.4321169 best: 0.4321020 (261) total: 31.4s remaining: 1m 10s 271: learn: 0.4217338 test: 0.4321186 best: 0.4321020 (261) total: 31.6s remaining: 1m 10s 272: learn: 0.4217330 test: 0.4321223 best: 0.4321020 (261) total: 31.7s remaining: 1m 9s 273: learn: 0.4217327 test: 0.4321222 best: 0.4321020 (261) total: 31.8s remaining: 1m 9s 274: learn: 0.4217317 test: 0.4321238 best: 0.4321020 (261) total: 31.9s remaining: 1m 9s 275: learn: 0.4217308 test: 0.4321226 best: 0.4321020 (261) total: 32.1s remaining: 1m 9s 276: learn: 0.4212915 test: 0.4318639 best: 0.4318639 (276) total: 32.2s remaining: 1m 9s 277: learn: 0.4212907 test: 0.4318650 best: 0.4318639 (276) total: 32.4s remaining: 1m 9s 278: learn: 0.4212892 test: 0.4318637 best: 0.4318637 (278) total: 32.5s remaining: 1m 9s 279: learn: 0.4212886 test: 0.4318643 best: 0.4318637 (278) total: 32.7s remaining: 1m 9s 280: learn: 0.4212885 test: 0.4318630 best: 0.4318630 (280) total: 32.7s remaining: 1m 9s 281: learn: 0.4212874 test: 0.4318619 best: 0.4318619 (281) total: 32.8s remaining: 1m 9s 282: learn: 0.4212868 test: 0.4318601 best: 0.4318601 (282) total: 33s remaining: 1m 8s 283: learn: 0.4212860 test: 0.4318638 best: 0.4318601 (282) total: 33.1s remaining: 1m 8s 284: learn: 0.4212813 test: 0.4318653 best: 0.4318601 (282) total: 33.2s remaining: 1m 8s 285: learn: 0.4212733 test: 0.4318676 best: 0.4318601 (282) total: 33.4s remaining: 1m 8s 286: learn: 0.4212676 test: 0.4318667 best: 0.4318601 (282) total: 33.5s remaining: 1m 8s 287: learn: 0.4212564 test: 0.4318714 best: 0.4318601 (282) total: 33.7s remaining: 1m 8s 288: learn: 0.4212333 test: 0.4318762 best: 0.4318601 (282) total: 33.8s remaining: 1m 8s 289: learn: 0.4212319 test: 0.4318798 best: 0.4318601 (282) total: 34s remaining: 1m 8s 290: learn: 0.4212310 test: 0.4318834 best: 0.4318601 (282) total: 34.1s remaining: 1m 8s 291: learn: 0.4212286 test: 0.4318839 best: 0.4318601 (282) total: 34.3s remaining: 1m 8s 292: learn: 0.4212280 test: 0.4318875 best: 0.4318601 (282) total: 34.4s remaining: 1m 8s 293: learn: 0.4212246 test: 0.4318874 best: 0.4318601 (282) total: 34.5s remaining: 1m 8s 294: learn: 0.4212235 test: 0.4318903 best: 0.4318601 (282) total: 34.7s remaining: 1m 8s 295: learn: 0.4212234 test: 0.4318905 best: 0.4318601 (282) total: 34.7s remaining: 1m 7s 296: learn: 0.4212226 test: 0.4318883 best: 0.4318601 (282) total: 34.9s remaining: 1m 7s 297: learn: 0.4212218 test: 0.4318917 best: 0.4318601 (282) total: 34.9s remaining: 1m 7s 298: learn: 0.4212210 test: 0.4318896 best: 0.4318601 (282) total: 35.1s remaining: 1m 7s 299: learn: 0.4212199 test: 0.4318877 best: 0.4318601 (282) total: 35.2s remaining: 1m 7s 300: learn: 0.4212191 test: 0.4318856 best: 0.4318601 (282) total: 35.4s remaining: 1m 7s 301: learn: 0.4212176 test: 0.4318921 best: 0.4318601 (282) total: 35.6s remaining: 1m 7s 302: learn: 0.4212168 test: 0.4318954 best: 0.4318601 (282) total: 35.7s remaining: 1m 7s 303: learn: 0.4212164 test: 0.4318941 best: 0.4318601 (282) total: 35.9s remaining: 1m 7s 304: learn: 0.4211450 test: 0.4318435 best: 0.4318435 (304) total: 36s remaining: 1m 7s 305: learn: 0.4211441 test: 0.4318464 best: 0.4318435 (304) total: 36.2s remaining: 1m 7s 306: learn: 0.4211433 test: 0.4318440 best: 0.4318435 (304) total: 36.4s remaining: 1m 7s 307: learn: 0.4211429 test: 0.4318450 best: 0.4318435 (304) total: 36.5s remaining: 1m 7s 308: learn: 0.4211421 test: 0.4318449 best: 0.4318435 (304) total: 36.6s remaining: 1m 7s 309: learn: 0.4211414 test: 0.4318461 best: 0.4318435 (304) total: 36.7s remaining: 1m 6s 310: learn: 0.4211406 test: 0.4318454 best: 0.4318435 (304) total: 36.9s remaining: 1m 6s 311: learn: 0.4211401 test: 0.4318486 best: 0.4318435 (304) total: 36.9s remaining: 1m 6s 312: learn: 0.4211221 test: 0.4318576 best: 0.4318435 (304) total: 37.1s remaining: 1m 6s 313: learn: 0.4211163 test: 0.4318588 best: 0.4318435 (304) total: 37.2s remaining: 1m 6s 314: learn: 0.4211122 test: 0.4318561 best: 0.4318435 (304) total: 37.4s remaining: 1m 6s 315: learn: 0.4211118 test: 0.4318546 best: 0.4318435 (304) total: 37.5s remaining: 1m 6s 316: learn: 0.4211091 test: 0.4318578 best: 0.4318435 (304) total: 37.6s remaining: 1m 6s 317: learn: 0.4211083 test: 0.4318610 best: 0.4318435 (304) total: 37.7s remaining: 1m 6s 318: learn: 0.4211077 test: 0.4318608 best: 0.4318435 (304) total: 37.8s remaining: 1m 5s 319: learn: 0.4211075 test: 0.4318639 best: 0.4318435 (304) total: 37.9s remaining: 1m 5s 320: learn: 0.4211067 test: 0.4318671 best: 0.4318435 (304) total: 38.1s remaining: 1m 5s 321: learn: 0.4211054 test: 0.4318701 best: 0.4318435 (304) total: 38.1s remaining: 1m 5s 322: learn: 0.4211019 test: 0.4318705 best: 0.4318435 (304) total: 38.3s remaining: 1m 5s 323: learn: 0.4211015 test: 0.4318703 best: 0.4318435 (304) total: 38.4s remaining: 1m 5s 324: learn: 0.4211009 test: 0.4318729 best: 0.4318435 (304) total: 38.5s remaining: 1m 5s 325: learn: 0.4210979 test: 0.4318737 best: 0.4318435 (304) total: 38.6s remaining: 1m 5s 326: learn: 0.4210957 test: 0.4318725 best: 0.4318435 (304) total: 38.8s remaining: 1m 4s 327: learn: 0.4210932 test: 0.4318728 best: 0.4318435 (304) total: 38.9s remaining: 1m 4s 328: learn: 0.4210928 test: 0.4318725 best: 0.4318435 (304) total: 39.1s remaining: 1m 4s 329: learn: 0.4210920 test: 0.4318730 best: 0.4318435 (304) total: 39.2s remaining: 1m 4s 330: learn: 0.4210883 test: 0.4318750 best: 0.4318435 (304) total: 39.4s remaining: 1m 4s 331: learn: 0.4210881 test: 0.4318780 best: 0.4318435 (304) total: 39.4s remaining: 1m 4s 332: learn: 0.4210848 test: 0.4318776 best: 0.4318435 (304) total: 39.5s remaining: 1m 4s 333: learn: 0.4210822 test: 0.4318783 best: 0.4318435 (304) total: 39.7s remaining: 1m 4s 334: learn: 0.4210809 test: 0.4318842 best: 0.4318435 (304) total: 39.8s remaining: 1m 4s 335: learn: 0.4210806 test: 0.4318843 best: 0.4318435 (304) total: 40s remaining: 1m 4s 336: learn: 0.4210800 test: 0.4318828 best: 0.4318435 (304) total: 40.1s remaining: 1m 4s 337: learn: 0.4210794 test: 0.4318824 best: 0.4318435 (304) total: 40.2s remaining: 1m 3s 338: learn: 0.4210793 test: 0.4318852 best: 0.4318435 (304) total: 40.3s remaining: 1m 3s 339: learn: 0.4210788 test: 0.4318858 best: 0.4318435 (304) total: 40.4s remaining: 1m 3s 340: learn: 0.4210780 test: 0.4318839 best: 0.4318435 (304) total: 40.5s remaining: 1m 3s 341: learn: 0.4210772 test: 0.4318838 best: 0.4318435 (304) total: 40.6s remaining: 1m 3s 342: learn: 0.4210747 test: 0.4318848 best: 0.4318435 (304) total: 40.8s remaining: 1m 3s 343: learn: 0.4210740 test: 0.4318874 best: 0.4318435 (304) total: 40.9s remaining: 1m 3s 344: learn: 0.4200368 test: 0.4310387 best: 0.4310387 (344) total: 41.1s remaining: 1m 3s 345: learn: 0.4200361 test: 0.4310383 best: 0.4310383 (345) total: 41.2s remaining: 1m 3s 346: learn: 0.4200361 test: 0.4310376 best: 0.4310376 (346) total: 41.3s remaining: 1m 2s 347: learn: 0.4200356 test: 0.4310357 best: 0.4310357 (347) total: 41.5s remaining: 1m 2s 348: learn: 0.4200340 test: 0.4310353 best: 0.4310353 (348) total: 41.6s remaining: 1m 2s 349: learn: 0.4200320 test: 0.4310337 best: 0.4310337 (349) total: 41.7s remaining: 1m 2s 350: learn: 0.4200314 test: 0.4310344 best: 0.4310337 (349) total: 41.9s remaining: 1m 2s 351: learn: 0.4200292 test: 0.4310342 best: 0.4310337 (349) total: 42s remaining: 1m 2s 352: learn: 0.4200253 test: 0.4310276 best: 0.4310276 (352) total: 42.1s remaining: 1m 2s 353: learn: 0.4200250 test: 0.4310276 best: 0.4310276 (353) total: 42.2s remaining: 1m 2s 354: learn: 0.4200249 test: 0.4310257 best: 0.4310257 (354) total: 42.3s remaining: 1m 1s 355: learn: 0.4200246 test: 0.4310263 best: 0.4310257 (354) total: 42.5s remaining: 1m 1s 356: learn: 0.4200243 test: 0.4310263 best: 0.4310257 (354) total: 42.5s remaining: 1m 1s 357: learn: 0.4200243 test: 0.4310263 best: 0.4310257 (354) total: 42.6s remaining: 1m 1s 358: learn: 0.4200241 test: 0.4310291 best: 0.4310257 (354) total: 42.6s remaining: 1m 1s 359: learn: 0.4200240 test: 0.4310298 best: 0.4310257 (354) total: 42.7s remaining: 1m 1s 360: learn: 0.4200237 test: 0.4310298 best: 0.4310257 (354) total: 42.8s remaining: 1m 361: learn: 0.4200230 test: 0.4310295 best: 0.4310257 (354) total: 42.9s remaining: 1m 362: learn: 0.4200227 test: 0.4310294 best: 0.4310257 (354) total: 43s remaining: 1m 363: learn: 0.4200224 test: 0.4310294 best: 0.4310257 (354) total: 43.1s remaining: 1m 364: learn: 0.4200220 test: 0.4310292 best: 0.4310257 (354) total: 43.3s remaining: 1m 365: learn: 0.4200216 test: 0.4310318 best: 0.4310257 (354) total: 43.4s remaining: 1m 366: learn: 0.4200211 test: 0.4310344 best: 0.4310257 (354) total: 43.5s remaining: 1m 367: learn: 0.4200209 test: 0.4310323 best: 0.4310257 (354) total: 43.6s remaining: 1m 368: learn: 0.4200208 test: 0.4310350 best: 0.4310257 (354) total: 43.7s remaining: 59.9s 369: learn: 0.4200205 test: 0.4310356 best: 0.4310257 (354) total: 43.7s remaining: 59.7s 370: learn: 0.4200202 test: 0.4310358 best: 0.4310257 (354) total: 43.9s remaining: 59.6s 371: learn: 0.4200200 test: 0.4310358 best: 0.4310257 (354) total: 44s remaining: 59.4s 372: learn: 0.4200198 test: 0.4310358 best: 0.4310257 (354) total: 44s remaining: 59.3s 373: learn: 0.4200197 test: 0.4310385 best: 0.4310257 (354) total: 44.1s remaining: 59s 374: learn: 0.4200197 test: 0.4310384 best: 0.4310257 (354) total: 44.1s remaining: 58.9s 375: learn: 0.4200192 test: 0.4310392 best: 0.4310257 (354) total: 44.3s remaining: 58.8s 376: learn: 0.4200185 test: 0.4310393 best: 0.4310257 (354) total: 44.5s remaining: 58.7s 377: learn: 0.4200165 test: 0.4310398 best: 0.4310257 (354) total: 44.6s remaining: 58.6s 378: learn: 0.4200161 test: 0.4310402 best: 0.4310257 (354) total: 44.7s remaining: 58.6s 379: learn: 0.4200146 test: 0.4310428 best: 0.4310257 (354) total: 44.9s remaining: 58.5s 380: learn: 0.4200143 test: 0.4310388 best: 0.4310257 (354) total: 45.1s remaining: 58.4s 381: learn: 0.4200120 test: 0.4310391 best: 0.4310257 (354) total: 45.2s remaining: 58.4s 382: learn: 0.4200099 test: 0.4310392 best: 0.4310257 (354) total: 45.4s remaining: 58.3s 383: learn: 0.4199958 test: 0.4310345 best: 0.4310257 (354) total: 45.5s remaining: 58.2s 384: learn: 0.4199927 test: 0.4310357 best: 0.4310257 (354) total: 45.7s remaining: 58.2s 385: learn: 0.4199927 test: 0.4310335 best: 0.4310257 (354) total: 45.8s remaining: 58s 386: learn: 0.4199920 test: 0.4310319 best: 0.4310257 (354) total: 45.9s remaining: 57.9s 387: learn: 0.4199919 test: 0.4310297 best: 0.4310257 (354) total: 46.1s remaining: 57.8s 388: learn: 0.4199916 test: 0.4310322 best: 0.4310257 (354) total: 46.2s remaining: 57.8s 389: learn: 0.4199911 test: 0.4310313 best: 0.4310257 (354) total: 46.4s remaining: 57.7s 390: learn: 0.4199904 test: 0.4310299 best: 0.4310257 (354) total: 46.5s remaining: 57.6s 391: learn: 0.4199902 test: 0.4310303 best: 0.4310257 (354) total: 46.7s remaining: 57.5s 392: learn: 0.4199896 test: 0.4310321 best: 0.4310257 (354) total: 46.8s remaining: 57.4s 393: learn: 0.4199895 test: 0.4310315 best: 0.4310257 (354) total: 46.9s remaining: 57.2s 394: learn: 0.4199893 test: 0.4310315 best: 0.4310257 (354) total: 46.9s remaining: 57s 395: learn: 0.4199889 test: 0.4310340 best: 0.4310257 (354) total: 47s remaining: 56.9s 396: learn: 0.4199844 test: 0.4310208 best: 0.4310208 (396) total: 47.2s remaining: 56.8s 397: learn: 0.4199842 test: 0.4310229 best: 0.4310208 (396) total: 47.3s remaining: 56.7s 398: learn: 0.4199838 test: 0.4310233 best: 0.4310208 (396) total: 47.5s remaining: 56.6s 399: learn: 0.4199837 test: 0.4310254 best: 0.4310208 (396) total: 47.5s remaining: 56.4s 400: learn: 0.4199835 test: 0.4310254 best: 0.4310208 (396) total: 47.7s remaining: 56.3s 401: learn: 0.4199831 test: 0.4310257 best: 0.4310208 (396) total: 47.8s remaining: 56.3s 402: learn: 0.4199828 test: 0.4310247 best: 0.4310208 (396) total: 47.9s remaining: 56.2s 403: learn: 0.4199799 test: 0.4310281 best: 0.4310208 (396) total: 48.1s remaining: 56.1s 404: learn: 0.4199796 test: 0.4310285 best: 0.4310208 (396) total: 48.2s remaining: 55.9s 405: learn: 0.4199794 test: 0.4310285 best: 0.4310208 (396) total: 48.2s remaining: 55.7s 406: learn: 0.4199789 test: 0.4310273 best: 0.4310208 (396) total: 48.3s remaining: 55.6s 407: learn: 0.4199774 test: 0.4310277 best: 0.4310208 (396) total: 48.5s remaining: 55.5s 408: learn: 0.4199772 test: 0.4310298 best: 0.4310208 (396) total: 48.6s remaining: 55.4s 409: learn: 0.4199742 test: 0.4310309 best: 0.4310208 (396) total: 48.8s remaining: 55.3s 410: learn: 0.4199728 test: 0.4310310 best: 0.4310208 (396) total: 48.9s remaining: 55.2s 411: learn: 0.4192323 test: 0.4304546 best: 0.4304546 (411) total: 49.1s remaining: 55.1s 412: learn: 0.4192319 test: 0.4304546 best: 0.4304546 (411) total: 49.2s remaining: 55s 413: learn: 0.4192315 test: 0.4304547 best: 0.4304546 (411) total: 49.3s remaining: 54.9s 414: learn: 0.4192300 test: 0.4304552 best: 0.4304546 (411) total: 49.5s remaining: 54.8s 415: learn: 0.4192286 test: 0.4304552 best: 0.4304546 (411) total: 49.6s remaining: 54.8s 416: learn: 0.4192280 test: 0.4304553 best: 0.4304546 (411) total: 49.8s remaining: 54.7s 417: learn: 0.4192264 test: 0.4304554 best: 0.4304546 (411) total: 49.9s remaining: 54.6s 418: learn: 0.4192260 test: 0.4304554 best: 0.4304546 (411) total: 50s remaining: 54.5s 419: learn: 0.4192255 test: 0.4304557 best: 0.4304546 (411) total: 50.2s remaining: 54.4s 420: learn: 0.4192241 test: 0.4304557 best: 0.4304546 (411) total: 50.3s remaining: 54.3s 421: learn: 0.4192228 test: 0.4304558 best: 0.4304546 (411) total: 50.5s remaining: 54.2s 422: learn: 0.4192215 test: 0.4304558 best: 0.4304546 (411) total: 50.6s remaining: 54.1s 423: learn: 0.4192206 test: 0.4304558 best: 0.4304546 (411) total: 50.7s remaining: 54s 424: learn: 0.4192196 test: 0.4304549 best: 0.4304546 (411) total: 50.9s remaining: 53.9s 425: learn: 0.4192189 test: 0.4304551 best: 0.4304546 (411) total: 51s remaining: 53.8s 426: learn: 0.4192185 test: 0.4304561 best: 0.4304546 (411) total: 51.1s remaining: 53.7s 427: learn: 0.4192158 test: 0.4304578 best: 0.4304546 (411) total: 51.3s remaining: 53.6s 428: learn: 0.4192148 test: 0.4304572 best: 0.4304546 (411) total: 51.5s remaining: 53.6s 429: learn: 0.4192143 test: 0.4304546 best: 0.4304546 (429) total: 51.7s remaining: 53.5s 430: learn: 0.4192088 test: 0.4304533 best: 0.4304533 (430) total: 51.9s remaining: 53.5s 431: learn: 0.4192068 test: 0.4304539 best: 0.4304533 (430) total: 52.1s remaining: 53.4s 432: learn: 0.4192055 test: 0.4304538 best: 0.4304533 (430) total: 52.3s remaining: 53.3s 433: learn: 0.4192055 test: 0.4304558 best: 0.4304533 (430) total: 52.4s remaining: 53.2s 434: learn: 0.4192048 test: 0.4304604 best: 0.4304533 (430) total: 52.5s remaining: 53.1s 435: learn: 0.4192043 test: 0.4304604 best: 0.4304533 (430) total: 52.6s remaining: 53s 436: learn: 0.4192040 test: 0.4304624 best: 0.4304533 (430) total: 52.8s remaining: 52.9s 437: learn: 0.4192038 test: 0.4304624 best: 0.4304533 (430) total: 52.8s remaining: 52.7s 438: learn: 0.4192035 test: 0.4304644 best: 0.4304533 (430) total: 52.9s remaining: 52.6s 439: learn: 0.4192029 test: 0.4304688 best: 0.4304533 (430) total: 53.1s remaining: 52.5s 440: learn: 0.4192029 test: 0.4304706 best: 0.4304533 (430) total: 53.1s remaining: 52.3s 441: learn: 0.4192026 test: 0.4304694 best: 0.4304533 (430) total: 53.3s remaining: 52.2s 442: learn: 0.4192016 test: 0.4304695 best: 0.4304533 (430) total: 53.4s remaining: 52.1s 443: learn: 0.4192014 test: 0.4304696 best: 0.4304533 (430) total: 53.5s remaining: 51.9s 444: learn: 0.4192013 test: 0.4304713 best: 0.4304533 (430) total: 53.6s remaining: 51.8s 445: learn: 0.4191998 test: 0.4304712 best: 0.4304533 (430) total: 53.8s remaining: 51.7s 446: learn: 0.4191991 test: 0.4304754 best: 0.4304533 (430) total: 53.9s remaining: 51.6s 447: learn: 0.4191991 test: 0.4304771 best: 0.4304533 (430) total: 54s remaining: 51.4s 448: learn: 0.4191989 test: 0.4304772 best: 0.4304533 (430) total: 54.1s remaining: 51.3s 449: learn: 0.4191985 test: 0.4304773 best: 0.4304533 (430) total: 54.2s remaining: 51.2s 450: learn: 0.4191982 test: 0.4304774 best: 0.4304533 (430) total: 54.4s remaining: 51.1s 451: learn: 0.4191964 test: 0.4304780 best: 0.4304533 (430) total: 54.5s remaining: 51s 452: learn: 0.4191962 test: 0.4304782 best: 0.4304533 (430) total: 54.6s remaining: 50.9s 453: learn: 0.4191959 test: 0.4304798 best: 0.4304533 (430) total: 54.8s remaining: 50.8s 454: learn: 0.4191957 test: 0.4304814 best: 0.4304533 (430) total: 54.9s remaining: 50.7s 455: learn: 0.4191940 test: 0.4304875 best: 0.4304533 (430) total: 55.1s remaining: 50.6s 456: learn: 0.4191160 test: 0.4304310 best: 0.4304310 (456) total: 55.2s remaining: 50.5s 457: learn: 0.4191160 test: 0.4304310 best: 0.4304310 (456) total: 55.3s remaining: 50.3s 458: learn: 0.4191160 test: 0.4304309 best: 0.4304309 (458) total: 55.4s remaining: 50.2s 459: learn: 0.4191158 test: 0.4304310 best: 0.4304309 (458) total: 55.6s remaining: 50.1s 460: learn: 0.4191156 test: 0.4304326 best: 0.4304309 (458) total: 55.7s remaining: 50s 461: learn: 0.4191150 test: 0.4304326 best: 0.4304309 (458) total: 55.8s remaining: 49.9s 462: learn: 0.4191135 test: 0.4304317 best: 0.4304309 (458) total: 56s remaining: 49.8s 463: learn: 0.4191134 test: 0.4304332 best: 0.4304309 (458) total: 56.1s remaining: 49.7s 464: learn: 0.4191130 test: 0.4304305 best: 0.4304305 (464) total: 56.2s remaining: 49.6s 465: learn: 0.4191119 test: 0.4304301 best: 0.4304301 (465) total: 56.4s remaining: 49.5s 466: learn: 0.4191116 test: 0.4304302 best: 0.4304301 (465) total: 56.5s remaining: 49.4s 467: learn: 0.4191113 test: 0.4304302 best: 0.4304301 (465) total: 56.7s remaining: 49.3s 468: learn: 0.4191111 test: 0.4304318 best: 0.4304301 (465) total: 56.8s remaining: 49.2s 469: learn: 0.4191108 test: 0.4304335 best: 0.4304301 (465) total: 56.9s remaining: 49.1s 470: learn: 0.4191107 test: 0.4304351 best: 0.4304301 (465) total: 57s remaining: 48.9s 471: learn: 0.4191097 test: 0.4304356 best: 0.4304301 (465) total: 57.1s remaining: 48.8s 472: learn: 0.4191094 test: 0.4304354 best: 0.4304301 (465) total: 57.3s remaining: 48.7s 473: learn: 0.4191092 test: 0.4304354 best: 0.4304301 (465) total: 57.3s remaining: 48.5s 474: learn: 0.4191088 test: 0.4304354 best: 0.4304301 (465) total: 57.5s remaining: 48.4s 475: learn: 0.4191086 test: 0.4304355 best: 0.4304301 (465) total: 57.6s remaining: 48.3s 476: learn: 0.4191086 test: 0.4304369 best: 0.4304301 (465) total: 57.6s remaining: 48.1s 477: learn: 0.4191082 test: 0.4304344 best: 0.4304301 (465) total: 57.8s remaining: 48s 478: learn: 0.4191080 test: 0.4304343 best: 0.4304301 (465) total: 57.9s remaining: 47.9s 479: learn: 0.4191078 test: 0.4304359 best: 0.4304301 (465) total: 58.1s remaining: 47.8s 480: learn: 0.4191077 test: 0.4304358 best: 0.4304301 (465) total: 58.2s remaining: 47.7s 481: learn: 0.4190986 test: 0.4304404 best: 0.4304301 (465) total: 58.4s remaining: 47.6s 482: learn: 0.4190973 test: 0.4304402 best: 0.4304301 (465) total: 58.5s remaining: 47.5s 483: learn: 0.4190969 test: 0.4304395 best: 0.4304301 (465) total: 58.6s remaining: 47.3s 484: learn: 0.4190960 test: 0.4304395 best: 0.4304301 (465) total: 58.7s remaining: 47.2s 485: learn: 0.4190958 test: 0.4304395 best: 0.4304301 (465) total: 58.8s remaining: 47.1s 486: learn: 0.4185550 test: 0.4300494 best: 0.4300494 (486) total: 58.9s remaining: 47s 487: learn: 0.4185548 test: 0.4300492 best: 0.4300492 (487) total: 59.1s remaining: 46.9s 488: learn: 0.4185544 test: 0.4300499 best: 0.4300492 (487) total: 59.2s remaining: 46.8s 489: learn: 0.4185541 test: 0.4300511 best: 0.4300492 (487) total: 59.4s remaining: 46.7s 490: learn: 0.4185539 test: 0.4300511 best: 0.4300492 (487) total: 59.5s remaining: 46.5s 491: learn: 0.4185536 test: 0.4300511 best: 0.4300492 (487) total: 59.6s remaining: 46.4s 492: learn: 0.4185534 test: 0.4300511 best: 0.4300492 (487) total: 59.7s remaining: 46.3s 493: learn: 0.4185533 test: 0.4300514 best: 0.4300492 (487) total: 59.8s remaining: 46.1s 494: learn: 0.4185529 test: 0.4300514 best: 0.4300492 (487) total: 60s remaining: 46s 495: learn: 0.4185117 test: 0.4299887 best: 0.4299887 (495) total: 1m remaining: 45.9s 496: learn: 0.4185113 test: 0.4299893 best: 0.4299887 (495) total: 1m remaining: 45.8s 497: learn: 0.4185110 test: 0.4299893 best: 0.4299887 (495) total: 1m remaining: 45.7s 498: learn: 0.4185107 test: 0.4299889 best: 0.4299887 (495) total: 1m remaining: 45.6s 499: learn: 0.4185104 test: 0.4299886 best: 0.4299886 (499) total: 1m remaining: 45.5s 500: learn: 0.4185104 test: 0.4299887 best: 0.4299886 (499) total: 1m remaining: 45.4s 501: learn: 0.4185103 test: 0.4299887 best: 0.4299886 (499) total: 1m remaining: 45.2s 502: learn: 0.4185100 test: 0.4299903 best: 0.4299886 (499) total: 1m 1s remaining: 45.1s 503: learn: 0.4185099 test: 0.4299915 best: 0.4299886 (499) total: 1m 1s remaining: 45s 504: learn: 0.4185098 test: 0.4299915 best: 0.4299886 (499) total: 1m 1s remaining: 44.9s 505: learn: 0.4185097 test: 0.4299914 best: 0.4299886 (499) total: 1m 1s remaining: 44.8s 506: learn: 0.4185097 test: 0.4299915 best: 0.4299886 (499) total: 1m 1s remaining: 44.6s 507: learn: 0.4185096 test: 0.4299915 best: 0.4299886 (499) total: 1m 1s remaining: 44.5s 508: learn: 0.4185095 test: 0.4299928 best: 0.4299886 (499) total: 1m 1s remaining: 44.3s 509: learn: 0.4185094 test: 0.4299942 best: 0.4299886 (499) total: 1m 1s remaining: 44.2s 510: learn: 0.4185022 test: 0.4299944 best: 0.4299886 (499) total: 1m 1s remaining: 44.1s 511: learn: 0.4185019 test: 0.4299944 best: 0.4299886 (499) total: 1m 1s remaining: 43.9s 512: learn: 0.4185019 test: 0.4299944 best: 0.4299886 (499) total: 1m 2s remaining: 43.8s 513: learn: 0.4185019 test: 0.4299944 best: 0.4299886 (499) total: 1m 2s remaining: 43.6s 514: learn: 0.4185013 test: 0.4299938 best: 0.4299886 (499) total: 1m 2s remaining: 43.5s 515: learn: 0.4185005 test: 0.4299943 best: 0.4299886 (499) total: 1m 2s remaining: 43.4s 516: learn: 0.4184994 test: 0.4299941 best: 0.4299886 (499) total: 1m 2s remaining: 43.3s 517: learn: 0.4184993 test: 0.4299941 best: 0.4299886 (499) total: 1m 2s remaining: 43.2s 518: learn: 0.4184988 test: 0.4299941 best: 0.4299886 (499) total: 1m 2s remaining: 43.1s 519: learn: 0.4184985 test: 0.4299946 best: 0.4299886 (499) total: 1m 2s remaining: 42.9s 520: learn: 0.4184981 test: 0.4299950 best: 0.4299886 (499) total: 1m 3s remaining: 42.8s 521: learn: 0.4184977 test: 0.4299945 best: 0.4299886 (499) total: 1m 3s remaining: 42.7s 522: learn: 0.4184975 test: 0.4299957 best: 0.4299886 (499) total: 1m 3s remaining: 42.6s 523: learn: 0.4183085 test: 0.4298918 best: 0.4298918 (523) total: 1m 3s remaining: 42.5s 524: learn: 0.4183084 test: 0.4298931 best: 0.4298918 (523) total: 1m 3s remaining: 42.4s 525: learn: 0.4183076 test: 0.4298935 best: 0.4298918 (523) total: 1m 3s remaining: 42.3s 526: learn: 0.4183070 test: 0.4298932 best: 0.4298918 (523) total: 1m 3s remaining: 42.2s 527: learn: 0.4182995 test: 0.4298972 best: 0.4298918 (523) total: 1m 4s remaining: 42.1s 528: learn: 0.4182993 test: 0.4298984 best: 0.4298918 (523) total: 1m 4s remaining: 42s 529: learn: 0.4182992 test: 0.4298984 best: 0.4298918 (523) total: 1m 4s remaining: 41.9s 530: learn: 0.4182980 test: 0.4298984 best: 0.4298918 (523) total: 1m 4s remaining: 41.8s 531: learn: 0.4182948 test: 0.4299017 best: 0.4298918 (523) total: 1m 4s remaining: 41.7s 532: learn: 0.4177987 test: 0.4294306 best: 0.4294306 (532) total: 1m 4s remaining: 41.6s 533: learn: 0.4177956 test: 0.4294344 best: 0.4294306 (532) total: 1m 4s remaining: 41.5s 534: learn: 0.4177902 test: 0.4294346 best: 0.4294306 (532) total: 1m 5s remaining: 41.4s 535: learn: 0.4177900 test: 0.4294341 best: 0.4294306 (532) total: 1m 5s remaining: 41.2s 536: learn: 0.4176213 test: 0.4293316 best: 0.4293316 (536) total: 1m 5s remaining: 41.1s 537: learn: 0.4176211 test: 0.4293316 best: 0.4293316 (537) total: 1m 5s remaining: 41s 538: learn: 0.4176210 test: 0.4293316 best: 0.4293316 (538) total: 1m 5s remaining: 40.9s 539: learn: 0.4175522 test: 0.4292582 best: 0.4292582 (539) total: 1m 5s remaining: 40.8s 540: learn: 0.4175478 test: 0.4292582 best: 0.4292582 (540) total: 1m 5s remaining: 40.7s 541: learn: 0.4175471 test: 0.4292584 best: 0.4292582 (540) total: 1m 5s remaining: 40.5s 542: learn: 0.4175464 test: 0.4292584 best: 0.4292582 (540) total: 1m 6s remaining: 40.4s 543: learn: 0.4175332 test: 0.4292649 best: 0.4292582 (540) total: 1m 6s remaining: 40.3s 544: learn: 0.4168818 test: 0.4287575 best: 0.4287575 (544) total: 1m 6s remaining: 40.2s 545: learn: 0.4168816 test: 0.4287580 best: 0.4287575 (544) total: 1m 6s remaining: 40.1s 546: learn: 0.4168807 test: 0.4287553 best: 0.4287553 (546) total: 1m 6s remaining: 40s 547: learn: 0.4168806 test: 0.4287553 best: 0.4287553 (546) total: 1m 6s remaining: 39.9s 548: learn: 0.4168738 test: 0.4287623 best: 0.4287553 (546) total: 1m 6s remaining: 39.8s 549: learn: 0.4168482 test: 0.4287324 best: 0.4287324 (549) total: 1m 7s remaining: 39.7s 550: learn: 0.4168481 test: 0.4287334 best: 0.4287324 (549) total: 1m 7s remaining: 39.6s 551: learn: 0.4168463 test: 0.4287337 best: 0.4287324 (549) total: 1m 7s remaining: 39.5s 552: learn: 0.4168460 test: 0.4287333 best: 0.4287324 (549) total: 1m 7s remaining: 39.4s 553: learn: 0.4168460 test: 0.4287333 best: 0.4287324 (549) total: 1m 7s remaining: 39.3s 554: learn: 0.4168457 test: 0.4287338 best: 0.4287324 (549) total: 1m 7s remaining: 39.2s 555: learn: 0.4168455 test: 0.4287338 best: 0.4287324 (549) total: 1m 8s remaining: 39.1s 556: learn: 0.4168453 test: 0.4287338 best: 0.4287324 (549) total: 1m 8s remaining: 39s 557: learn: 0.4168448 test: 0.4287338 best: 0.4287324 (549) total: 1m 8s remaining: 38.9s 558: learn: 0.4165084 test: 0.4284708 best: 0.4284708 (558) total: 1m 8s remaining: 38.8s 559: learn: 0.4165045 test: 0.4284707 best: 0.4284707 (559) total: 1m 8s remaining: 38.6s 560: learn: 0.4165044 test: 0.4284707 best: 0.4284707 (560) total: 1m 8s remaining: 38.5s 561: learn: 0.4165032 test: 0.4284700 best: 0.4284700 (561) total: 1m 8s remaining: 38.4s 562: learn: 0.4165025 test: 0.4284695 best: 0.4284695 (562) total: 1m 9s remaining: 38.3s 563: learn: 0.4165022 test: 0.4284711 best: 0.4284695 (562) total: 1m 9s remaining: 38.2s 564: learn: 0.4164989 test: 0.4284750 best: 0.4284695 (562) total: 1m 9s remaining: 38.1s 565: learn: 0.4164987 test: 0.4284745 best: 0.4284695 (562) total: 1m 9s remaining: 38s 566: learn: 0.4164985 test: 0.4284756 best: 0.4284695 (562) total: 1m 9s remaining: 37.9s 567: learn: 0.4164985 test: 0.4284757 best: 0.4284695 (562) total: 1m 9s remaining: 37.7s 568: learn: 0.4164984 test: 0.4284755 best: 0.4284695 (562) total: 1m 9s remaining: 37.6s 569: learn: 0.4164954 test: 0.4284774 best: 0.4284695 (562) total: 1m 10s remaining: 37.5s 570: learn: 0.4164953 test: 0.4284774 best: 0.4284695 (562) total: 1m 10s remaining: 37.4s 571: learn: 0.4164951 test: 0.4284781 best: 0.4284695 (562) total: 1m 10s remaining: 37.3s 572: learn: 0.4164949 test: 0.4284791 best: 0.4284695 (562) total: 1m 10s remaining: 37.2s 573: learn: 0.4164948 test: 0.4284788 best: 0.4284695 (562) total: 1m 10s remaining: 37s 574: learn: 0.4164947 test: 0.4284788 best: 0.4284695 (562) total: 1m 10s remaining: 36.9s 575: learn: 0.4164946 test: 0.4284794 best: 0.4284695 (562) total: 1m 10s remaining: 36.8s 576: learn: 0.4164944 test: 0.4284801 best: 0.4284695 (562) total: 1m 11s remaining: 36.7s 577: learn: 0.4164943 test: 0.4284807 best: 0.4284695 (562) total: 1m 11s remaining: 36.6s 578: learn: 0.4164942 test: 0.4284817 best: 0.4284695 (562) total: 1m 11s remaining: 36.4s 579: learn: 0.4164928 test: 0.4284821 best: 0.4284695 (562) total: 1m 11s remaining: 36.3s 580: learn: 0.4164926 test: 0.4284821 best: 0.4284695 (562) total: 1m 11s remaining: 36.2s 581: learn: 0.4164925 test: 0.4284821 best: 0.4284695 (562) total: 1m 11s remaining: 36.1s 582: learn: 0.4164923 test: 0.4284817 best: 0.4284695 (562) total: 1m 11s remaining: 36s 583: learn: 0.4164921 test: 0.4284823 best: 0.4284695 (562) total: 1m 11s remaining: 35.8s 584: learn: 0.4164920 test: 0.4284822 best: 0.4284695 (562) total: 1m 12s remaining: 35.7s 585: learn: 0.4164918 test: 0.4284818 best: 0.4284695 (562) total: 1m 12s remaining: 35.6s 586: learn: 0.4164917 test: 0.4284814 best: 0.4284695 (562) total: 1m 12s remaining: 35.5s 587: learn: 0.4164915 test: 0.4284826 best: 0.4284695 (562) total: 1m 12s remaining: 35.4s 588: learn: 0.4164913 test: 0.4284822 best: 0.4284695 (562) total: 1m 12s remaining: 35.3s 589: learn: 0.4164913 test: 0.4284822 best: 0.4284695 (562) total: 1m 12s remaining: 35.1s 590: learn: 0.4164912 test: 0.4284832 best: 0.4284695 (562) total: 1m 12s remaining: 35s 591: learn: 0.4164911 test: 0.4284828 best: 0.4284695 (562) total: 1m 12s remaining: 34.9s 592: learn: 0.4164909 test: 0.4284834 best: 0.4284695 (562) total: 1m 13s remaining: 34.7s 593: learn: 0.4164908 test: 0.4284834 best: 0.4284695 (562) total: 1m 13s remaining: 34.6s 594: learn: 0.4164907 test: 0.4284834 best: 0.4284695 (562) total: 1m 13s remaining: 34.5s 595: learn: 0.4164906 test: 0.4284833 best: 0.4284695 (562) total: 1m 13s remaining: 34.4s 596: learn: 0.4164905 test: 0.4284833 best: 0.4284695 (562) total: 1m 13s remaining: 34.3s 597: learn: 0.4164903 test: 0.4284839 best: 0.4284695 (562) total: 1m 13s remaining: 34.2s 598: learn: 0.4164903 test: 0.4284848 best: 0.4284695 (562) total: 1m 13s remaining: 34s 599: learn: 0.4164902 test: 0.4284851 best: 0.4284695 (562) total: 1m 13s remaining: 33.9s 600: learn: 0.4164898 test: 0.4284851 best: 0.4284695 (562) total: 1m 14s remaining: 33.8s 601: learn: 0.4164856 test: 0.4284844 best: 0.4284695 (562) total: 1m 14s remaining: 33.6s 602: learn: 0.4164803 test: 0.4284779 best: 0.4284695 (562) total: 1m 14s remaining: 33.5s 603: learn: 0.4164800 test: 0.4284793 best: 0.4284695 (562) total: 1m 14s remaining: 33.4s 604: learn: 0.4164799 test: 0.4284793 best: 0.4284695 (562) total: 1m 14s remaining: 33.3s 605: learn: 0.4164798 test: 0.4284767 best: 0.4284695 (562) total: 1m 14s remaining: 33.2s 606: learn: 0.4164791 test: 0.4284774 best: 0.4284695 (562) total: 1m 14s remaining: 33s 607: learn: 0.4164771 test: 0.4284787 best: 0.4284695 (562) total: 1m 14s remaining: 32.9s 608: learn: 0.4164766 test: 0.4284787 best: 0.4284695 (562) total: 1m 15s remaining: 32.8s 609: learn: 0.4164760 test: 0.4284794 best: 0.4284695 (562) total: 1m 15s remaining: 32.7s 610: learn: 0.4164759 test: 0.4284794 best: 0.4284695 (562) total: 1m 15s remaining: 32.6s 611: learn: 0.4164758 test: 0.4284791 best: 0.4284695 (562) total: 1m 15s remaining: 32.5s 612: learn: 0.4164736 test: 0.4284805 best: 0.4284695 (562) total: 1m 15s remaining: 32.4s 613: learn: 0.4164736 test: 0.4284805 best: 0.4284695 (562) total: 1m 15s remaining: 32.2s 614: learn: 0.4164736 test: 0.4284814 best: 0.4284695 (562) total: 1m 15s remaining: 32.1s 615: learn: 0.4164723 test: 0.4284788 best: 0.4284695 (562) total: 1m 16s remaining: 32s 616: learn: 0.4164723 test: 0.4284788 best: 0.4284695 (562) total: 1m 16s remaining: 31.9s 617: learn: 0.4164722 test: 0.4284788 best: 0.4284695 (562) total: 1m 16s remaining: 31.8s 618: learn: 0.4164720 test: 0.4284786 best: 0.4284695 (562) total: 1m 16s remaining: 31.6s 619: learn: 0.4164719 test: 0.4284783 best: 0.4284695 (562) total: 1m 16s remaining: 31.5s 620: learn: 0.4164718 test: 0.4284791 best: 0.4284695 (562) total: 1m 16s remaining: 31.4s 621: learn: 0.4164716 test: 0.4284789 best: 0.4284695 (562) total: 1m 16s remaining: 31.3s 622: learn: 0.4164710 test: 0.4284791 best: 0.4284695 (562) total: 1m 17s remaining: 31.2s 623: learn: 0.4164709 test: 0.4284801 best: 0.4284695 (562) total: 1m 17s remaining: 31s 624: learn: 0.4164708 test: 0.4284800 best: 0.4284695 (562) total: 1m 17s remaining: 30.9s 625: learn: 0.4164707 test: 0.4284800 best: 0.4284695 (562) total: 1m 17s remaining: 30.8s 626: learn: 0.4164706 test: 0.4284810 best: 0.4284695 (562) total: 1m 17s remaining: 30.7s 627: learn: 0.4164706 test: 0.4284818 best: 0.4284695 (562) total: 1m 17s remaining: 30.6s 628: learn: 0.4164705 test: 0.4284826 best: 0.4284695 (562) total: 1m 17s remaining: 30.4s 629: learn: 0.4164704 test: 0.4284826 best: 0.4284695 (562) total: 1m 17s remaining: 30.3s 630: learn: 0.4164703 test: 0.4284835 best: 0.4284695 (562) total: 1m 18s remaining: 30.2s 631: learn: 0.4164700 test: 0.4284832 best: 0.4284695 (562) total: 1m 18s remaining: 30.1s 632: learn: 0.4164698 test: 0.4284832 best: 0.4284695 (562) total: 1m 18s remaining: 30s 633: learn: 0.4164693 test: 0.4284837 best: 0.4284695 (562) total: 1m 18s remaining: 29.8s 634: learn: 0.4164691 test: 0.4284833 best: 0.4284695 (562) total: 1m 18s remaining: 29.7s 635: learn: 0.4164690 test: 0.4284840 best: 0.4284695 (562) total: 1m 18s remaining: 29.6s 636: learn: 0.4164689 test: 0.4284837 best: 0.4284695 (562) total: 1m 18s remaining: 29.5s 637: learn: 0.4164688 test: 0.4284834 best: 0.4284695 (562) total: 1m 19s remaining: 29.4s 638: learn: 0.4164685 test: 0.4284834 best: 0.4284695 (562) total: 1m 19s remaining: 29.2s 639: learn: 0.4164685 test: 0.4284834 best: 0.4284695 (562) total: 1m 19s remaining: 29.1s 640: learn: 0.4164683 test: 0.4284834 best: 0.4284695 (562) total: 1m 19s remaining: 29s 641: learn: 0.4164683 test: 0.4284844 best: 0.4284695 (562) total: 1m 19s remaining: 28.9s 642: learn: 0.4164682 test: 0.4284848 best: 0.4284695 (562) total: 1m 19s remaining: 28.8s 643: learn: 0.4164680 test: 0.4284851 best: 0.4284695 (562) total: 1m 19s remaining: 28.7s 644: learn: 0.4164679 test: 0.4284851 best: 0.4284695 (562) total: 1m 20s remaining: 28.5s 645: learn: 0.4164677 test: 0.4284858 best: 0.4284695 (562) total: 1m 20s remaining: 28.4s 646: learn: 0.4164676 test: 0.4284864 best: 0.4284695 (562) total: 1m 20s remaining: 28.3s 647: learn: 0.4164674 test: 0.4284864 best: 0.4284695 (562) total: 1m 20s remaining: 28.2s 648: learn: 0.4164673 test: 0.4284864 best: 0.4284695 (562) total: 1m 20s remaining: 28.1s 649: learn: 0.4164673 test: 0.4284863 best: 0.4284695 (562) total: 1m 20s remaining: 28s 650: learn: 0.4164672 test: 0.4284870 best: 0.4284695 (562) total: 1m 20s remaining: 27.8s 651: learn: 0.4164670 test: 0.4284877 best: 0.4284695 (562) total: 1m 21s remaining: 27.7s 652: learn: 0.4164670 test: 0.4284879 best: 0.4284695 (562) total: 1m 21s remaining: 27.6s 653: learn: 0.4164665 test: 0.4284878 best: 0.4284695 (562) total: 1m 21s remaining: 27.5s 654: learn: 0.4164664 test: 0.4284878 best: 0.4284695 (562) total: 1m 21s remaining: 27.4s 655: learn: 0.4164660 test: 0.4284875 best: 0.4284695 (562) total: 1m 21s remaining: 27.2s 656: learn: 0.4164659 test: 0.4284882 best: 0.4284695 (562) total: 1m 21s remaining: 27.1s 657: learn: 0.4164658 test: 0.4284890 best: 0.4284695 (562) total: 1m 21s remaining: 27s 658: learn: 0.4164658 test: 0.4284897 best: 0.4284695 (562) total: 1m 22s remaining: 26.9s 659: learn: 0.4164658 test: 0.4284905 best: 0.4284695 (562) total: 1m 22s remaining: 26.8s 660: learn: 0.4164655 test: 0.4284911 best: 0.4284695 (562) total: 1m 22s remaining: 26.7s 661: learn: 0.4164655 test: 0.4284911 best: 0.4284695 (562) total: 1m 22s remaining: 26.5s 662: learn: 0.4164655 test: 0.4284911 best: 0.4284695 (562) total: 1m 22s remaining: 26.4s 663: learn: 0.4164653 test: 0.4284915 best: 0.4284695 (562) total: 1m 22s remaining: 26.3s 664: learn: 0.4164653 test: 0.4284921 best: 0.4284695 (562) total: 1m 22s remaining: 26.2s 665: learn: 0.4164653 test: 0.4284921 best: 0.4284695 (562) total: 1m 22s remaining: 26s 666: learn: 0.4164653 test: 0.4284921 best: 0.4284695 (562) total: 1m 23s remaining: 25.9s 667: learn: 0.4164651 test: 0.4284920 best: 0.4284695 (562) total: 1m 23s remaining: 25.8s 668: learn: 0.4164651 test: 0.4284920 best: 0.4284695 (562) total: 1m 23s remaining: 25.7s 669: learn: 0.4164524 test: 0.4284856 best: 0.4284695 (562) total: 1m 23s remaining: 25.6s 670: learn: 0.4164523 test: 0.4284830 best: 0.4284695 (562) total: 1m 23s remaining: 25.4s 671: learn: 0.4164521 test: 0.4284835 best: 0.4284695 (562) total: 1m 23s remaining: 25.3s 672: learn: 0.4164521 test: 0.4284834 best: 0.4284695 (562) total: 1m 24s remaining: 25.2s 673: learn: 0.4164519 test: 0.4284832 best: 0.4284695 (562) total: 1m 24s remaining: 25.1s 674: learn: 0.4164518 test: 0.4284832 best: 0.4284695 (562) total: 1m 24s remaining: 25s 675: learn: 0.4164500 test: 0.4284841 best: 0.4284695 (562) total: 1m 24s remaining: 24.9s 676: learn: 0.4164498 test: 0.4284842 best: 0.4284695 (562) total: 1m 24s remaining: 24.7s 677: learn: 0.4164498 test: 0.4284843 best: 0.4284695 (562) total: 1m 24s remaining: 24.6s 678: learn: 0.4164498 test: 0.4284849 best: 0.4284695 (562) total: 1m 24s remaining: 24.5s 679: learn: 0.4164497 test: 0.4284857 best: 0.4284695 (562) total: 1m 24s remaining: 24.4s 680: learn: 0.4164497 test: 0.4284863 best: 0.4284695 (562) total: 1m 25s remaining: 24.2s 681: learn: 0.4164495 test: 0.4284863 best: 0.4284695 (562) total: 1m 25s remaining: 24.1s 682: learn: 0.4164495 test: 0.4284864 best: 0.4284695 (562) total: 1m 25s remaining: 24s 683: learn: 0.4164494 test: 0.4284871 best: 0.4284695 (562) total: 1m 25s remaining: 23.9s 684: learn: 0.4164494 test: 0.4284877 best: 0.4284695 (562) total: 1m 25s remaining: 23.8s 685: learn: 0.4164494 test: 0.4284877 best: 0.4284695 (562) total: 1m 25s remaining: 23.6s 686: learn: 0.4164493 test: 0.4284876 best: 0.4284695 (562) total: 1m 25s remaining: 23.5s 687: learn: 0.4164492 test: 0.4284873 best: 0.4284695 (562) total: 1m 26s remaining: 23.4s 688: learn: 0.4164491 test: 0.4284873 best: 0.4284695 (562) total: 1m 26s remaining: 23.3s 689: learn: 0.4164490 test: 0.4284872 best: 0.4284695 (562) total: 1m 26s remaining: 23.1s 690: learn: 0.4164489 test: 0.4284875 best: 0.4284695 (562) total: 1m 26s remaining: 23s 691: learn: 0.4164489 test: 0.4284875 best: 0.4284695 (562) total: 1m 26s remaining: 22.9s 692: learn: 0.4164488 test: 0.4284883 best: 0.4284695 (562) total: 1m 26s remaining: 22.8s 693: learn: 0.4164488 test: 0.4284888 best: 0.4284695 (562) total: 1m 26s remaining: 22.6s 694: learn: 0.4159473 test: 0.4279983 best: 0.4279983 (694) total: 1m 26s remaining: 22.5s 695: learn: 0.4159472 test: 0.4279982 best: 0.4279982 (695) total: 1m 27s remaining: 22.4s 696: learn: 0.4159471 test: 0.4279980 best: 0.4279980 (696) total: 1m 27s remaining: 22.3s 697: learn: 0.4159470 test: 0.4279988 best: 0.4279980 (696) total: 1m 27s remaining: 22.2s 698: learn: 0.4159469 test: 0.4279985 best: 0.4279980 (696) total: 1m 27s remaining: 22s 699: learn: 0.4159467 test: 0.4279983 best: 0.4279980 (696) total: 1m 27s remaining: 21.9s 700: learn: 0.4159467 test: 0.4279981 best: 0.4279980 (696) total: 1m 27s remaining: 21.8s 701: learn: 0.4159466 test: 0.4279989 best: 0.4279980 (696) total: 1m 27s remaining: 21.7s 702: learn: 0.4159465 test: 0.4279989 best: 0.4279980 (696) total: 1m 28s remaining: 21.5s 703: learn: 0.4159462 test: 0.4279987 best: 0.4279980 (696) total: 1m 28s remaining: 21.4s 704: learn: 0.4159448 test: 0.4279990 best: 0.4279980 (696) total: 1m 28s remaining: 21.3s 705: learn: 0.4159446 test: 0.4279990 best: 0.4279980 (696) total: 1m 28s remaining: 21.2s 706: learn: 0.4159446 test: 0.4279996 best: 0.4279980 (696) total: 1m 28s remaining: 21.1s 707: learn: 0.4159445 test: 0.4279994 best: 0.4279980 (696) total: 1m 28s remaining: 20.9s 708: learn: 0.4159440 test: 0.4279992 best: 0.4279980 (696) total: 1m 28s remaining: 20.8s 709: learn: 0.4159439 test: 0.4279992 best: 0.4279980 (696) total: 1m 29s remaining: 20.7s 710: learn: 0.4159438 test: 0.4279996 best: 0.4279980 (696) total: 1m 29s remaining: 20.5s 711: learn: 0.4159437 test: 0.4279996 best: 0.4279980 (696) total: 1m 29s remaining: 20.4s 712: learn: 0.4159436 test: 0.4279996 best: 0.4279980 (696) total: 1m 29s remaining: 20.3s 713: learn: 0.4159436 test: 0.4280000 best: 0.4279980 (696) total: 1m 29s remaining: 20.2s 714: learn: 0.4159432 test: 0.4280005 best: 0.4279980 (696) total: 1m 29s remaining: 20.1s 715: learn: 0.4159432 test: 0.4280005 best: 0.4279980 (696) total: 1m 29s remaining: 19.9s 716: learn: 0.4159431 test: 0.4280012 best: 0.4279980 (696) total: 1m 29s remaining: 19.8s 717: learn: 0.4159431 test: 0.4280012 best: 0.4279980 (696) total: 1m 30s remaining: 19.7s 718: learn: 0.4159431 test: 0.4280014 best: 0.4279980 (696) total: 1m 30s remaining: 19.6s 719: learn: 0.4159427 test: 0.4280019 best: 0.4279980 (696) total: 1m 30s remaining: 19.4s 720: learn: 0.4159427 test: 0.4280023 best: 0.4279980 (696) total: 1m 30s remaining: 19.3s 721: learn: 0.4159258 test: 0.4279664 best: 0.4279664 (721) total: 1m 30s remaining: 19.2s 722: learn: 0.4159258 test: 0.4279667 best: 0.4279664 (721) total: 1m 30s remaining: 19.1s 723: learn: 0.4159257 test: 0.4279667 best: 0.4279664 (721) total: 1m 30s remaining: 19s 724: learn: 0.4159255 test: 0.4279669 best: 0.4279664 (721) total: 1m 31s remaining: 18.8s 725: learn: 0.4159246 test: 0.4279670 best: 0.4279664 (721) total: 1m 31s remaining: 18.7s 726: learn: 0.4159245 test: 0.4279668 best: 0.4279664 (721) total: 1m 31s remaining: 18.6s 727: learn: 0.4159244 test: 0.4279672 best: 0.4279664 (721) total: 1m 31s remaining: 18.5s 728: learn: 0.4159244 test: 0.4279670 best: 0.4279664 (721) total: 1m 31s remaining: 18.3s 729: learn: 0.4159243 test: 0.4279668 best: 0.4279664 (721) total: 1m 31s remaining: 18.2s 730: learn: 0.4159243 test: 0.4279672 best: 0.4279664 (721) total: 1m 31s remaining: 18.1s 731: learn: 0.4159242 test: 0.4279669 best: 0.4279664 (721) total: 1m 31s remaining: 18s 732: learn: 0.4159242 test: 0.4279673 best: 0.4279664 (721) total: 1m 32s remaining: 17.8s 733: learn: 0.4159238 test: 0.4279673 best: 0.4279664 (721) total: 1m 32s remaining: 17.7s 734: learn: 0.4159238 test: 0.4279677 best: 0.4279664 (721) total: 1m 32s remaining: 17.6s 735: learn: 0.4159237 test: 0.4279677 best: 0.4279664 (721) total: 1m 32s remaining: 17.5s 736: learn: 0.4159001 test: 0.4279435 best: 0.4279435 (736) total: 1m 32s remaining: 17.3s 737: learn: 0.4159000 test: 0.4279437 best: 0.4279435 (736) total: 1m 32s remaining: 17.2s 738: learn: 0.4158997 test: 0.4279439 best: 0.4279435 (736) total: 1m 32s remaining: 17.1s 739: learn: 0.4158995 test: 0.4279433 best: 0.4279433 (739) total: 1m 33s remaining: 17s 740: learn: 0.4158995 test: 0.4279432 best: 0.4279432 (740) total: 1m 33s remaining: 16.9s 741: learn: 0.4158983 test: 0.4279431 best: 0.4279431 (741) total: 1m 33s remaining: 16.7s 742: learn: 0.4158982 test: 0.4279431 best: 0.4279431 (742) total: 1m 33s remaining: 16.6s 743: learn: 0.4158979 test: 0.4279436 best: 0.4279431 (742) total: 1m 33s remaining: 16.5s 744: learn: 0.4158968 test: 0.4279406 best: 0.4279406 (744) total: 1m 33s remaining: 16.4s 745: learn: 0.4158964 test: 0.4279406 best: 0.4279406 (745) total: 1m 33s remaining: 16.2s 746: learn: 0.4158964 test: 0.4279411 best: 0.4279406 (745) total: 1m 34s remaining: 16.1s 747: learn: 0.4158961 test: 0.4279410 best: 0.4279406 (745) total: 1m 34s remaining: 16s 748: learn: 0.4158933 test: 0.4279395 best: 0.4279395 (748) total: 1m 34s remaining: 15.9s 749: learn: 0.4158931 test: 0.4279397 best: 0.4279395 (748) total: 1m 34s remaining: 15.7s 750: learn: 0.4158931 test: 0.4279400 best: 0.4279395 (748) total: 1m 34s remaining: 15.6s 751: learn: 0.4158930 test: 0.4279399 best: 0.4279395 (748) total: 1m 34s remaining: 15.5s 752: learn: 0.4158930 test: 0.4279399 best: 0.4279395 (748) total: 1m 34s remaining: 15.4s 753: learn: 0.4158929 test: 0.4279399 best: 0.4279395 (748) total: 1m 34s remaining: 15.2s 754: learn: 0.4158927 test: 0.4279407 best: 0.4279395 (748) total: 1m 35s remaining: 15.1s 755: learn: 0.4158927 test: 0.4279407 best: 0.4279395 (748) total: 1m 35s remaining: 15s 756: learn: 0.4158927 test: 0.4279410 best: 0.4279395 (748) total: 1m 35s remaining: 14.9s 757: learn: 0.4158927 test: 0.4279413 best: 0.4279395 (748) total: 1m 35s remaining: 14.8s 758: learn: 0.4158925 test: 0.4279415 best: 0.4279395 (748) total: 1m 35s remaining: 14.6s 759: learn: 0.4158899 test: 0.4279413 best: 0.4279395 (748) total: 1m 35s remaining: 14.5s 760: learn: 0.4158897 test: 0.4279416 best: 0.4279395 (748) total: 1m 36s remaining: 14.4s 761: learn: 0.4158895 test: 0.4279389 best: 0.4279389 (761) total: 1m 36s remaining: 14.3s 762: learn: 0.4158895 test: 0.4279389 best: 0.4279389 (762) total: 1m 36s remaining: 14.1s 763: learn: 0.4158895 test: 0.4279389 best: 0.4279389 (762) total: 1m 36s remaining: 14s 764: learn: 0.4158892 test: 0.4279392 best: 0.4279389 (762) total: 1m 36s remaining: 13.9s 765: learn: 0.4158892 test: 0.4279397 best: 0.4279389 (762) total: 1m 36s remaining: 13.8s 766: learn: 0.4158892 test: 0.4279399 best: 0.4279389 (762) total: 1m 36s remaining: 13.6s 767: learn: 0.4158784 test: 0.4279276 best: 0.4279276 (767) total: 1m 36s remaining: 13.5s 768: learn: 0.4158781 test: 0.4279278 best: 0.4279276 (767) total: 1m 37s remaining: 13.4s 769: learn: 0.4158780 test: 0.4279278 best: 0.4279276 (767) total: 1m 37s remaining: 13.2s 770: learn: 0.4158779 test: 0.4279253 best: 0.4279253 (770) total: 1m 37s remaining: 13.1s 771: learn: 0.4158779 test: 0.4279253 best: 0.4279253 (770) total: 1m 37s remaining: 13s 772: learn: 0.4158777 test: 0.4279256 best: 0.4279253 (770) total: 1m 37s remaining: 12.9s 773: learn: 0.4158776 test: 0.4279232 best: 0.4279232 (773) total: 1m 37s remaining: 12.7s 774: learn: 0.4158776 test: 0.4279232 best: 0.4279232 (773) total: 1m 37s remaining: 12.6s 775: learn: 0.4158775 test: 0.4279233 best: 0.4279232 (773) total: 1m 37s remaining: 12.5s 776: learn: 0.4158775 test: 0.4279233 best: 0.4279232 (773) total: 1m 38s remaining: 12.4s 777: learn: 0.4158775 test: 0.4279234 best: 0.4279232 (773) total: 1m 38s remaining: 12.2s 778: learn: 0.4158775 test: 0.4279239 best: 0.4279232 (773) total: 1m 38s remaining: 12.1s 779: learn: 0.4158773 test: 0.4279243 best: 0.4279232 (773) total: 1m 38s remaining: 12s 780: learn: 0.4158773 test: 0.4279245 best: 0.4279232 (773) total: 1m 38s remaining: 11.9s 781: learn: 0.4158772 test: 0.4279222 best: 0.4279222 (781) total: 1m 38s remaining: 11.7s 782: learn: 0.4158769 test: 0.4279225 best: 0.4279222 (781) total: 1m 38s remaining: 11.6s 783: learn: 0.4158769 test: 0.4279227 best: 0.4279222 (781) total: 1m 39s remaining: 11.5s 784: learn: 0.4158769 test: 0.4279230 best: 0.4279222 (781) total: 1m 39s remaining: 11.4s 785: learn: 0.4158768 test: 0.4279232 best: 0.4279222 (781) total: 1m 39s remaining: 11.3s 786: learn: 0.4158768 test: 0.4279233 best: 0.4279222 (781) total: 1m 39s remaining: 11.1s 787: learn: 0.4158742 test: 0.4279234 best: 0.4279222 (781) total: 1m 39s remaining: 11s 788: learn: 0.4158741 test: 0.4279234 best: 0.4279222 (781) total: 1m 39s remaining: 10.9s 789: learn: 0.4158741 test: 0.4279234 best: 0.4279222 (781) total: 1m 40s remaining: 10.8s 790: learn: 0.4158740 test: 0.4279234 best: 0.4279222 (781) total: 1m 40s remaining: 10.6s 791: learn: 0.4158740 test: 0.4279238 best: 0.4279222 (781) total: 1m 40s remaining: 10.5s 792: learn: 0.4158740 test: 0.4279238 best: 0.4279222 (781) total: 1m 40s remaining: 10.4s 793: learn: 0.4158739 test: 0.4279239 best: 0.4279222 (781) total: 1m 40s remaining: 10.3s 794: learn: 0.4158739 test: 0.4279239 best: 0.4279222 (781) total: 1m 40s remaining: 10.1s 795: learn: 0.4158737 test: 0.4279212 best: 0.4279212 (795) total: 1m 40s remaining: 10s 796: learn: 0.4158736 test: 0.4279188 best: 0.4279188 (796) total: 1m 41s remaining: 9.89s 797: learn: 0.4158736 test: 0.4279192 best: 0.4279188 (796) total: 1m 41s remaining: 9.76s 798: learn: 0.4158735 test: 0.4279196 best: 0.4279188 (796) total: 1m 41s remaining: 9.63s 799: learn: 0.4158735 test: 0.4279199 best: 0.4279188 (796) total: 1m 41s remaining: 9.51s 800: learn: 0.4158735 test: 0.4279205 best: 0.4279188 (796) total: 1m 41s remaining: 9.38s 801: learn: 0.4158735 test: 0.4279206 best: 0.4279188 (796) total: 1m 41s remaining: 9.26s 802: learn: 0.4158735 test: 0.4279210 best: 0.4279188 (796) total: 1m 41s remaining: 9.13s 803: learn: 0.4158733 test: 0.4279212 best: 0.4279188 (796) total: 1m 41s remaining: 9.01s 804: learn: 0.4158733 test: 0.4279212 best: 0.4279188 (796) total: 1m 42s remaining: 8.88s 805: learn: 0.4158720 test: 0.4279213 best: 0.4279188 (796) total: 1m 42s remaining: 8.76s 806: learn: 0.4158720 test: 0.4279213 best: 0.4279188 (796) total: 1m 42s remaining: 8.63s 807: learn: 0.4158719 test: 0.4279216 best: 0.4279188 (796) total: 1m 42s remaining: 8.5s 808: learn: 0.4158719 test: 0.4279217 best: 0.4279188 (796) total: 1m 42s remaining: 8.37s 809: learn: 0.4158719 test: 0.4279220 best: 0.4279188 (796) total: 1m 42s remaining: 8.25s 810: learn: 0.4158719 test: 0.4279225 best: 0.4279188 (796) total: 1m 42s remaining: 8.12s 811: learn: 0.4158718 test: 0.4279228 best: 0.4279188 (796) total: 1m 42s remaining: 7.99s 812: learn: 0.4158718 test: 0.4279231 best: 0.4279188 (796) total: 1m 43s remaining: 7.86s 813: learn: 0.4158718 test: 0.4279236 best: 0.4279188 (796) total: 1m 43s remaining: 7.74s 814: learn: 0.4158718 test: 0.4279236 best: 0.4279188 (796) total: 1m 43s remaining: 7.61s 815: learn: 0.4158718 test: 0.4279237 best: 0.4279188 (796) total: 1m 43s remaining: 7.49s 816: learn: 0.4158716 test: 0.4279243 best: 0.4279188 (796) total: 1m 43s remaining: 7.36s 817: learn: 0.4158714 test: 0.4279243 best: 0.4279188 (796) total: 1m 43s remaining: 7.23s 818: learn: 0.4158713 test: 0.4279248 best: 0.4279188 (796) total: 1m 43s remaining: 7.11s 819: learn: 0.4158713 test: 0.4279251 best: 0.4279188 (796) total: 1m 44s remaining: 6.98s 820: learn: 0.4158710 test: 0.4279250 best: 0.4279188 (796) total: 1m 44s remaining: 6.86s 821: learn: 0.4158700 test: 0.4279252 best: 0.4279188 (796) total: 1m 44s remaining: 6.73s 822: learn: 0.4158700 test: 0.4279252 best: 0.4279188 (796) total: 1m 44s remaining: 6.61s 823: learn: 0.4158700 test: 0.4279252 best: 0.4279188 (796) total: 1m 44s remaining: 6.48s 824: learn: 0.4158700 test: 0.4279254 best: 0.4279188 (796) total: 1m 44s remaining: 6.35s 825: learn: 0.4158700 test: 0.4279254 best: 0.4279188 (796) total: 1m 44s remaining: 6.22s 826: learn: 0.4158700 test: 0.4279254 best: 0.4279188 (796) total: 1m 44s remaining: 6.09s 827: learn: 0.4158700 test: 0.4279254 best: 0.4279188 (796) total: 1m 45s remaining: 5.97s 828: learn: 0.4158700 test: 0.4279257 best: 0.4279188 (796) total: 1m 45s remaining: 5.84s 829: learn: 0.4158699 test: 0.4279257 best: 0.4279188 (796) total: 1m 45s remaining: 5.72s 830: learn: 0.4158699 test: 0.4279257 best: 0.4279188 (796) total: 1m 45s remaining: 5.59s 831: learn: 0.4158698 test: 0.4279257 best: 0.4279188 (796) total: 1m 45s remaining: 5.47s 832: learn: 0.4158698 test: 0.4279260 best: 0.4279188 (796) total: 1m 45s remaining: 5.34s 833: learn: 0.4158698 test: 0.4279262 best: 0.4279188 (796) total: 1m 46s remaining: 5.21s 834: learn: 0.4158698 test: 0.4279264 best: 0.4279188 (796) total: 1m 46s remaining: 5.09s 835: learn: 0.4158697 test: 0.4279267 best: 0.4279188 (796) total: 1m 46s remaining: 4.96s 836: learn: 0.4158694 test: 0.4279271 best: 0.4279188 (796) total: 1m 46s remaining: 4.84s 837: learn: 0.4158691 test: 0.4279271 best: 0.4279188 (796) total: 1m 46s remaining: 4.71s 838: learn: 0.4158691 test: 0.4279273 best: 0.4279188 (796) total: 1m 46s remaining: 4.58s 839: learn: 0.4158691 test: 0.4279276 best: 0.4279188 (796) total: 1m 46s remaining: 4.45s 840: learn: 0.4158688 test: 0.4279276 best: 0.4279188 (796) total: 1m 47s remaining: 4.33s 841: learn: 0.4158688 test: 0.4279278 best: 0.4279188 (796) total: 1m 47s remaining: 4.2s 842: learn: 0.4158685 test: 0.4279278 best: 0.4279188 (796) total: 1m 47s remaining: 4.07s 843: learn: 0.4158685 test: 0.4279282 best: 0.4279188 (796) total: 1m 47s remaining: 3.94s 844: learn: 0.4158685 test: 0.4279286 best: 0.4279188 (796) total: 1m 47s remaining: 3.81s 845: learn: 0.4158685 test: 0.4279290 best: 0.4279188 (796) total: 1m 47s remaining: 3.69s 846: learn: 0.4158685 test: 0.4279293 best: 0.4279188 (796) total: 1m 47s remaining: 3.56s 847: learn: 0.4158685 test: 0.4279293 best: 0.4279188 (796) total: 1m 47s remaining: 3.43s 848: learn: 0.4158685 test: 0.4279295 best: 0.4279188 (796) total: 1m 47s remaining: 3.3s 849: learn: 0.4158682 test: 0.4279295 best: 0.4279188 (796) total: 1m 48s remaining: 3.18s 850: learn: 0.4158682 test: 0.4279299 best: 0.4279188 (796) total: 1m 48s remaining: 3.05s 851: learn: 0.4158681 test: 0.4279300 best: 0.4279188 (796) total: 1m 48s remaining: 2.92s 852: learn: 0.4158681 test: 0.4279301 best: 0.4279188 (796) total: 1m 48s remaining: 2.8s 853: learn: 0.4158681 test: 0.4279303 best: 0.4279188 (796) total: 1m 48s remaining: 2.67s 854: learn: 0.4158681 test: 0.4279303 best: 0.4279188 (796) total: 1m 48s remaining: 2.54s 855: learn: 0.4158680 test: 0.4279304 best: 0.4279188 (796) total: 1m 48s remaining: 2.42s 856: learn: 0.4158679 test: 0.4279302 best: 0.4279188 (796) total: 1m 49s remaining: 2.29s 857: learn: 0.4158678 test: 0.4279302 best: 0.4279188 (796) total: 1m 49s remaining: 2.17s 858: learn: 0.4158676 test: 0.4279309 best: 0.4279188 (796) total: 1m 49s remaining: 2.04s 859: learn: 0.4158667 test: 0.4279314 best: 0.4279188 (796) total: 1m 49s remaining: 1.91s 860: learn: 0.4158666 test: 0.4279314 best: 0.4279188 (796) total: 1m 49s remaining: 1.78s 861: learn: 0.4158666 test: 0.4279314 best: 0.4279188 (796) total: 1m 49s remaining: 1.66s 862: learn: 0.4158666 test: 0.4279314 best: 0.4279188 (796) total: 1m 49s remaining: 1.53s 863: learn: 0.4158664 test: 0.4279316 best: 0.4279188 (796) total: 1m 50s remaining: 1.4s 864: learn: 0.4158664 test: 0.4279315 best: 0.4279188 (796) total: 1m 50s remaining: 1.27s 865: learn: 0.4158664 test: 0.4279315 best: 0.4279188 (796) total: 1m 50s remaining: 1.15s 866: learn: 0.4158663 test: 0.4279314 best: 0.4279188 (796) total: 1m 50s remaining: 1.02s 867: learn: 0.4158663 test: 0.4279314 best: 0.4279188 (796) total: 1m 50s remaining: 893ms 868: learn: 0.4158663 test: 0.4279314 best: 0.4279188 (796) total: 1m 50s remaining: 765ms 869: learn: 0.4158661 test: 0.4279315 best: 0.4279188 (796) total: 1m 51s remaining: 638ms 870: learn: 0.4158661 test: 0.4279317 best: 0.4279188 (796) total: 1m 51s remaining: 510ms 871: learn: 0.4158660 test: 0.4279317 best: 0.4279188 (796) total: 1m 51s remaining: 383ms 872: learn: 0.4158660 test: 0.4279317 best: 0.4279188 (796) total: 1m 51s remaining: 255ms 873: learn: 0.4158660 test: 0.4279317 best: 0.4279188 (796) total: 1m 51s remaining: 128ms 874: learn: 0.4158642 test: 0.4279323 best: 0.4279188 (796) total: 1m 51s remaining: 0us bestTest = 0.4279188197 bestIteration = 796 Shrink model to first 797 iterations. [CV] learning_rate=0.1, l2_leaf_reg=4, iterations=875, depth=8, total= 1.9min [CV] learning_rate=0.1, l2_leaf_reg=4, iterations=875, depth=8 .......
[Parallel(n_jobs=1)]: Done 1 out of 1 | elapsed: 1.9min remaining: 0.0s
0: learn: 4.0432370 test: 4.0387359 best: 4.0387359 (0) total: 145ms remaining: 2m 6s 1: learn: 3.6494999 test: 3.6460952 best: 3.6460952 (1) total: 275ms remaining: 1m 59s 2: learn: 3.2937317 test: 3.2913101 best: 3.2913101 (2) total: 341ms remaining: 1m 38s 3: learn: 2.9760483 test: 2.9742312 best: 2.9742312 (3) total: 481ms remaining: 1m 44s 4: learn: 2.6912495 test: 2.6903985 best: 2.6903985 (4) total: 616ms remaining: 1m 47s 5: learn: 2.4363485 test: 2.4363695 best: 2.4363695 (5) total: 756ms remaining: 1m 49s 6: learn: 2.2078236 test: 2.2084893 best: 2.2084893 (6) total: 895ms remaining: 1m 51s 7: learn: 2.0029659 test: 2.0042176 best: 2.0042176 (7) total: 1.05s remaining: 1m 54s 8: learn: 1.8186035 test: 1.8204604 best: 1.8204604 (8) total: 1.19s remaining: 1m 54s 9: learn: 1.6542051 test: 1.6566798 best: 1.6566798 (9) total: 1.34s remaining: 1m 55s 10: learn: 1.5078928 test: 1.5109167 best: 1.5109167 (10) total: 1.49s remaining: 1m 57s 11: learn: 1.3775224 test: 1.3810209 best: 1.3810209 (11) total: 1.54s remaining: 1m 50s 12: learn: 1.2615136 test: 1.2655977 best: 1.2655977 (12) total: 1.74s remaining: 1m 55s 13: learn: 1.1589970 test: 1.1636824 best: 1.1636824 (13) total: 1.93s remaining: 1m 58s 14: learn: 1.0678591 test: 1.0730958 best: 1.0730958 (14) total: 2.13s remaining: 2m 2s 15: learn: 0.9875651 test: 0.9934142 best: 0.9934142 (15) total: 2.2s remaining: 1m 58s 16: learn: 0.9166454 test: 0.9227860 best: 0.9227860 (16) total: 2.33s remaining: 1m 57s 17: learn: 0.8545614 test: 0.8612288 best: 0.8612288 (17) total: 2.41s remaining: 1m 54s 18: learn: 0.8019378 test: 0.8090117 best: 0.8090117 (18) total: 2.53s remaining: 1m 54s 19: learn: 0.7553370 test: 0.7628607 best: 0.7628607 (19) total: 2.67s remaining: 1m 53s 20: learn: 0.7159064 test: 0.7237191 best: 0.7237191 (20) total: 2.79s remaining: 1m 53s 21: learn: 0.6790662 test: 0.6871924 best: 0.6871924 (21) total: 2.93s remaining: 1m 53s 22: learn: 0.6463531 test: 0.6545018 best: 0.6545018 (22) total: 3.12s remaining: 1m 55s 23: learn: 0.6179896 test: 0.6267489 best: 0.6267489 (23) total: 3.28s remaining: 1m 56s 24: learn: 0.5939995 test: 0.6028165 best: 0.6028165 (24) total: 3.43s remaining: 1m 56s 25: learn: 0.5730202 test: 0.5819076 best: 0.5819076 (25) total: 3.6s remaining: 1m 57s 26: learn: 0.5531277 test: 0.5624158 best: 0.5624158 (26) total: 3.75s remaining: 1m 57s 27: learn: 0.5379156 test: 0.5472853 best: 0.5472853 (27) total: 3.9s remaining: 1m 57s 28: learn: 0.5243563 test: 0.5341985 best: 0.5341985 (28) total: 4.05s remaining: 1m 58s 29: learn: 0.5121400 test: 0.5220950 best: 0.5220950 (29) total: 4.23s remaining: 1m 59s 30: learn: 0.5026657 test: 0.5127869 best: 0.5127869 (30) total: 4.42s remaining: 2m 31: learn: 0.4947139 test: 0.5049992 best: 0.5049992 (31) total: 4.58s remaining: 2m 32: learn: 0.4873550 test: 0.4977919 best: 0.4977919 (32) total: 4.77s remaining: 2m 1s 33: learn: 0.4815484 test: 0.4920788 best: 0.4920788 (33) total: 4.93s remaining: 2m 2s 34: learn: 0.4767699 test: 0.4873107 best: 0.4873107 (34) total: 5.1s remaining: 2m 2s 35: learn: 0.4712518 test: 0.4814195 best: 0.4814195 (35) total: 5.26s remaining: 2m 2s 36: learn: 0.4668258 test: 0.4772050 best: 0.4772050 (36) total: 5.45s remaining: 2m 3s 37: learn: 0.4635836 test: 0.4740377 best: 0.4740377 (37) total: 5.61s remaining: 2m 3s 38: learn: 0.4602639 test: 0.4713143 best: 0.4713143 (38) total: 5.76s remaining: 2m 3s 39: learn: 0.4579185 test: 0.4690283 best: 0.4690283 (39) total: 5.92s remaining: 2m 3s 40: learn: 0.4556663 test: 0.4668508 best: 0.4668508 (40) total: 6.06s remaining: 2m 3s 41: learn: 0.4534077 test: 0.4647331 best: 0.4647331 (41) total: 6.21s remaining: 2m 3s 42: learn: 0.4518129 test: 0.4630894 best: 0.4630894 (42) total: 6.35s remaining: 2m 2s 43: learn: 0.4507383 test: 0.4620149 best: 0.4620149 (43) total: 6.42s remaining: 2m 1s 44: learn: 0.4486106 test: 0.4602109 best: 0.4602109 (44) total: 6.58s remaining: 2m 1s 45: learn: 0.4477671 test: 0.4594616 best: 0.4594616 (45) total: 6.67s remaining: 2m 46: learn: 0.4461366 test: 0.4581849 best: 0.4581849 (46) total: 6.84s remaining: 2m 47: learn: 0.4440278 test: 0.4560621 best: 0.4560621 (47) total: 6.99s remaining: 2m 48: learn: 0.4435314 test: 0.4554761 best: 0.4554761 (48) total: 7.07s remaining: 1m 59s 49: learn: 0.4430777 test: 0.4549671 best: 0.4549671 (49) total: 7.15s remaining: 1m 57s 50: learn: 0.4423240 test: 0.4543370 best: 0.4543370 (50) total: 7.3s remaining: 1m 58s 51: learn: 0.4414343 test: 0.4534301 best: 0.4534301 (51) total: 7.46s remaining: 1m 58s 52: learn: 0.4390781 test: 0.4510956 best: 0.4510956 (52) total: 7.63s remaining: 1m 58s 53: learn: 0.4385326 test: 0.4506209 best: 0.4506209 (53) total: 7.79s remaining: 1m 58s 54: learn: 0.4381452 test: 0.4502451 best: 0.4502451 (54) total: 7.96s remaining: 1m 58s 55: learn: 0.4379443 test: 0.4500501 best: 0.4500501 (55) total: 8.04s remaining: 1m 57s 56: learn: 0.4377134 test: 0.4498657 best: 0.4498657 (56) total: 8.1s remaining: 1m 56s 57: learn: 0.4374753 test: 0.4496626 best: 0.4496626 (57) total: 8.24s remaining: 1m 56s 58: learn: 0.4364446 test: 0.4487399 best: 0.4487399 (58) total: 8.4s remaining: 1m 56s 59: learn: 0.4358976 test: 0.4481723 best: 0.4481723 (59) total: 8.57s remaining: 1m 56s 60: learn: 0.4340277 test: 0.4461677 best: 0.4461677 (60) total: 8.73s remaining: 1m 56s 61: learn: 0.4336766 test: 0.4458610 best: 0.4458610 (61) total: 8.81s remaining: 1m 55s 62: learn: 0.4333917 test: 0.4456105 best: 0.4456105 (62) total: 8.86s remaining: 1m 54s 63: learn: 0.4332495 test: 0.4454932 best: 0.4454932 (63) total: 8.92s remaining: 1m 53s 64: learn: 0.4319302 test: 0.4443452 best: 0.4443452 (64) total: 9.09s remaining: 1m 53s 65: learn: 0.4309263 test: 0.4433770 best: 0.4433770 (65) total: 9.27s remaining: 1m 53s 66: learn: 0.4296755 test: 0.4421523 best: 0.4421523 (66) total: 9.42s remaining: 1m 53s 67: learn: 0.4292841 test: 0.4418451 best: 0.4418451 (67) total: 9.56s remaining: 1m 53s 68: learn: 0.4289010 test: 0.4414469 best: 0.4414469 (68) total: 9.71s remaining: 1m 53s 69: learn: 0.4283977 test: 0.4411567 best: 0.4411567 (69) total: 9.78s remaining: 1m 52s 70: learn: 0.4283685 test: 0.4411335 best: 0.4411335 (70) total: 9.81s remaining: 1m 51s 71: learn: 0.4283513 test: 0.4411046 best: 0.4411046 (71) total: 9.84s remaining: 1m 49s 72: learn: 0.4282819 test: 0.4410514 best: 0.4410514 (72) total: 10s remaining: 1m 49s 73: learn: 0.4273888 test: 0.4403215 best: 0.4403215 (73) total: 10.2s remaining: 1m 49s 74: learn: 0.4273346 test: 0.4402753 best: 0.4402753 (74) total: 10.2s remaining: 1m 49s 75: learn: 0.4272326 test: 0.4402071 best: 0.4402071 (75) total: 10.4s remaining: 1m 49s 76: learn: 0.4272277 test: 0.4402039 best: 0.4402039 (76) total: 10.4s remaining: 1m 47s 77: learn: 0.4272269 test: 0.4402029 best: 0.4402029 (77) total: 10.4s remaining: 1m 46s 78: learn: 0.4266729 test: 0.4398097 best: 0.4398097 (78) total: 10.6s remaining: 1m 46s 79: learn: 0.4265252 test: 0.4396934 best: 0.4396934 (79) total: 10.7s remaining: 1m 46s 80: learn: 0.4260500 test: 0.4394038 best: 0.4394038 (80) total: 10.9s remaining: 1m 46s 81: learn: 0.4259891 test: 0.4393472 best: 0.4393472 (81) total: 11s remaining: 1m 46s 82: learn: 0.4259593 test: 0.4393390 best: 0.4393390 (82) total: 11.1s remaining: 1m 45s 83: learn: 0.4259156 test: 0.4392893 best: 0.4392893 (83) total: 11.1s remaining: 1m 44s 84: learn: 0.4258961 test: 0.4392721 best: 0.4392721 (84) total: 11.2s remaining: 1m 43s 85: learn: 0.4248643 test: 0.4385657 best: 0.4385657 (85) total: 11.3s remaining: 1m 43s 86: learn: 0.4248565 test: 0.4385623 best: 0.4385623 (86) total: 11.3s remaining: 1m 42s 87: learn: 0.4248119 test: 0.4385080 best: 0.4385080 (87) total: 11.5s remaining: 1m 42s 88: learn: 0.4248093 test: 0.4385019 best: 0.4385019 (88) total: 11.5s remaining: 1m 41s 89: learn: 0.4247841 test: 0.4384983 best: 0.4384983 (89) total: 11.5s remaining: 1m 40s 90: learn: 0.4247841 test: 0.4384983 best: 0.4384983 (89) total: 11.6s remaining: 1m 39s 91: learn: 0.4243955 test: 0.4381808 best: 0.4381808 (91) total: 11.7s remaining: 1m 39s 92: learn: 0.4243936 test: 0.4381758 best: 0.4381758 (92) total: 11.7s remaining: 1m 38s 93: learn: 0.4243686 test: 0.4381650 best: 0.4381650 (93) total: 11.8s remaining: 1m 37s 94: learn: 0.4243579 test: 0.4381614 best: 0.4381614 (94) total: 11.8s remaining: 1m 37s 95: learn: 0.4243562 test: 0.4381576 best: 0.4381576 (95) total: 11.9s remaining: 1m 36s 96: learn: 0.4243552 test: 0.4381543 best: 0.4381543 (96) total: 11.9s remaining: 1m 35s 97: learn: 0.4243552 test: 0.4381543 best: 0.4381543 (96) total: 11.9s remaining: 1m 34s 98: learn: 0.4243461 test: 0.4381461 best: 0.4381461 (98) total: 12s remaining: 1m 33s 99: learn: 0.4233644 test: 0.4372879 best: 0.4372879 (99) total: 12.1s remaining: 1m 34s 100: learn: 0.4233548 test: 0.4372865 best: 0.4372865 (100) total: 12.2s remaining: 1m 33s 101: learn: 0.4233542 test: 0.4372860 best: 0.4372860 (101) total: 12.2s remaining: 1m 32s 102: learn: 0.4233472 test: 0.4372846 best: 0.4372846 (102) total: 12.3s remaining: 1m 32s 103: learn: 0.4226312 test: 0.4370106 best: 0.4370106 (103) total: 12.5s remaining: 1m 32s 104: learn: 0.4226312 test: 0.4370106 best: 0.4370106 (103) total: 12.5s remaining: 1m 31s 105: learn: 0.4226052 test: 0.4369995 best: 0.4369995 (105) total: 12.5s remaining: 1m 30s 106: learn: 0.4225804 test: 0.4370007 best: 0.4369995 (105) total: 12.6s remaining: 1m 30s 107: learn: 0.4225799 test: 0.4370007 best: 0.4369995 (105) total: 12.7s remaining: 1m 29s 108: learn: 0.4225645 test: 0.4369985 best: 0.4369985 (108) total: 12.7s remaining: 1m 29s 109: learn: 0.4218298 test: 0.4365021 best: 0.4365021 (109) total: 12.9s remaining: 1m 29s 110: learn: 0.4217868 test: 0.4364809 best: 0.4364809 (110) total: 12.9s remaining: 1m 29s 111: learn: 0.4217868 test: 0.4364809 best: 0.4364809 (110) total: 13s remaining: 1m 28s 112: learn: 0.4206751 test: 0.4355015 best: 0.4355015 (112) total: 13.1s remaining: 1m 28s 113: learn: 0.4206309 test: 0.4354750 best: 0.4354750 (113) total: 13.3s remaining: 1m 28s 114: learn: 0.4206309 test: 0.4354750 best: 0.4354750 (113) total: 13.3s remaining: 1m 27s 115: learn: 0.4206282 test: 0.4354733 best: 0.4354733 (115) total: 13.3s remaining: 1m 27s 116: learn: 0.4205683 test: 0.4354586 best: 0.4354586 (116) total: 13.5s remaining: 1m 27s 117: learn: 0.4205355 test: 0.4354395 best: 0.4354395 (117) total: 13.7s remaining: 1m 27s 118: learn: 0.4205032 test: 0.4354171 best: 0.4354171 (118) total: 13.8s remaining: 1m 27s 119: learn: 0.4202246 test: 0.4353944 best: 0.4353944 (119) total: 14s remaining: 1m 27s 120: learn: 0.4194520 test: 0.4347523 best: 0.4347523 (120) total: 14.1s remaining: 1m 27s 121: learn: 0.4194397 test: 0.4347556 best: 0.4347523 (120) total: 14.3s remaining: 1m 28s 122: learn: 0.4183456 test: 0.4339438 best: 0.4339438 (122) total: 14.4s remaining: 1m 28s 123: learn: 0.4183071 test: 0.4339225 best: 0.4339225 (123) total: 14.6s remaining: 1m 28s 124: learn: 0.4182688 test: 0.4339128 best: 0.4339128 (124) total: 14.7s remaining: 1m 28s 125: learn: 0.4174945 test: 0.4333030 best: 0.4333030 (125) total: 14.9s remaining: 1m 28s 126: learn: 0.4174938 test: 0.4333027 best: 0.4333027 (126) total: 15s remaining: 1m 28s 127: learn: 0.4174933 test: 0.4333027 best: 0.4333027 (126) total: 15s remaining: 1m 27s 128: learn: 0.4174558 test: 0.4332898 best: 0.4332898 (128) total: 15.1s remaining: 1m 27s 129: learn: 0.4174495 test: 0.4332898 best: 0.4332898 (129) total: 15.2s remaining: 1m 27s 130: learn: 0.4174425 test: 0.4332847 best: 0.4332847 (130) total: 15.3s remaining: 1m 26s 131: learn: 0.4166316 test: 0.4327450 best: 0.4327450 (131) total: 15.5s remaining: 1m 27s 132: learn: 0.4166137 test: 0.4327499 best: 0.4327450 (131) total: 15.6s remaining: 1m 27s 133: learn: 0.4165755 test: 0.4326972 best: 0.4326972 (133) total: 15.8s remaining: 1m 27s 134: learn: 0.4164823 test: 0.4326430 best: 0.4326430 (134) total: 15.9s remaining: 1m 27s 135: learn: 0.4164224 test: 0.4325798 best: 0.4325798 (135) total: 16.1s remaining: 1m 27s 136: learn: 0.4164212 test: 0.4325797 best: 0.4325797 (136) total: 16.2s remaining: 1m 27s 137: learn: 0.4163945 test: 0.4325742 best: 0.4325742 (137) total: 16.3s remaining: 1m 27s 138: learn: 0.4163619 test: 0.4325430 best: 0.4325430 (138) total: 16.5s remaining: 1m 27s 139: learn: 0.4157461 test: 0.4320816 best: 0.4320816 (139) total: 16.6s remaining: 1m 27s 140: learn: 0.4157266 test: 0.4320690 best: 0.4320690 (140) total: 16.8s remaining: 1m 27s 141: learn: 0.4157177 test: 0.4320691 best: 0.4320690 (140) total: 16.8s remaining: 1m 26s 142: learn: 0.4157177 test: 0.4320691 best: 0.4320690 (140) total: 16.9s remaining: 1m 26s 143: learn: 0.4154855 test: 0.4319199 best: 0.4319199 (143) total: 17s remaining: 1m 26s 144: learn: 0.4154325 test: 0.4319096 best: 0.4319096 (144) total: 17.2s remaining: 1m 26s 145: learn: 0.4148355 test: 0.4315266 best: 0.4315266 (145) total: 17.3s remaining: 1m 26s 146: learn: 0.4147825 test: 0.4314704 best: 0.4314704 (146) total: 17.5s remaining: 1m 26s 147: learn: 0.4147700 test: 0.4314808 best: 0.4314704 (146) total: 17.7s remaining: 1m 26s 148: learn: 0.4147598 test: 0.4314817 best: 0.4314704 (146) total: 17.9s remaining: 1m 27s 149: learn: 0.4146544 test: 0.4313877 best: 0.4313877 (149) total: 18.1s remaining: 1m 27s 150: learn: 0.4146391 test: 0.4313855 best: 0.4313855 (150) total: 18.2s remaining: 1m 27s 151: learn: 0.4145537 test: 0.4313463 best: 0.4313463 (151) total: 18.4s remaining: 1m 27s 152: learn: 0.4145392 test: 0.4313594 best: 0.4313463 (151) total: 18.5s remaining: 1m 27s 153: learn: 0.4145333 test: 0.4313597 best: 0.4313463 (151) total: 18.7s remaining: 1m 27s 154: learn: 0.4145303 test: 0.4313598 best: 0.4313463 (151) total: 18.7s remaining: 1m 26s 155: learn: 0.4145198 test: 0.4313660 best: 0.4313463 (151) total: 18.9s remaining: 1m 26s 156: learn: 0.4145154 test: 0.4313652 best: 0.4313463 (151) total: 19s remaining: 1m 26s 157: learn: 0.4145147 test: 0.4313651 best: 0.4313463 (151) total: 19.2s remaining: 1m 26s 158: learn: 0.4145070 test: 0.4313645 best: 0.4313463 (151) total: 19.3s remaining: 1m 26s 159: learn: 0.4145030 test: 0.4313618 best: 0.4313463 (151) total: 19.4s remaining: 1m 26s 160: learn: 0.4144993 test: 0.4313660 best: 0.4313463 (151) total: 19.6s remaining: 1m 26s 161: learn: 0.4144975 test: 0.4313662 best: 0.4313463 (151) total: 19.6s remaining: 1m 26s 162: learn: 0.4144310 test: 0.4313384 best: 0.4313384 (162) total: 19.8s remaining: 1m 26s 163: learn: 0.4144208 test: 0.4313503 best: 0.4313384 (162) total: 19.9s remaining: 1m 26s 164: learn: 0.4144133 test: 0.4313514 best: 0.4313384 (162) total: 20.1s remaining: 1m 26s 165: learn: 0.4143836 test: 0.4313138 best: 0.4313138 (165) total: 20.2s remaining: 1m 26s 166: learn: 0.4143754 test: 0.4313092 best: 0.4313092 (166) total: 20.4s remaining: 1m 26s 167: learn: 0.4143609 test: 0.4313090 best: 0.4313090 (167) total: 20.5s remaining: 1m 26s 168: learn: 0.4143529 test: 0.4313149 best: 0.4313090 (167) total: 20.6s remaining: 1m 26s 169: learn: 0.4143445 test: 0.4313144 best: 0.4313090 (167) total: 20.8s remaining: 1m 26s 170: learn: 0.4143438 test: 0.4313151 best: 0.4313090 (167) total: 20.9s remaining: 1m 26s 171: learn: 0.4143438 test: 0.4313151 best: 0.4313090 (167) total: 21s remaining: 1m 25s 172: learn: 0.4143398 test: 0.4313137 best: 0.4313090 (167) total: 21.1s remaining: 1m 25s 173: learn: 0.4143369 test: 0.4313184 best: 0.4313090 (167) total: 21.2s remaining: 1m 25s 174: learn: 0.4143369 test: 0.4313188 best: 0.4313090 (167) total: 21.3s remaining: 1m 25s 175: learn: 0.4143352 test: 0.4313191 best: 0.4313090 (167) total: 21.4s remaining: 1m 25s 176: learn: 0.4143345 test: 0.4313195 best: 0.4313090 (167) total: 21.6s remaining: 1m 25s 177: learn: 0.4143151 test: 0.4312973 best: 0.4312973 (177) total: 21.7s remaining: 1m 25s 178: learn: 0.4141188 test: 0.4311659 best: 0.4311659 (178) total: 21.9s remaining: 1m 25s 179: learn: 0.4140919 test: 0.4311383 best: 0.4311383 (179) total: 22s remaining: 1m 25s 180: learn: 0.4140861 test: 0.4311359 best: 0.4311359 (180) total: 22.2s remaining: 1m 25s 181: learn: 0.4140830 test: 0.4311362 best: 0.4311359 (180) total: 22.3s remaining: 1m 24s 182: learn: 0.4140682 test: 0.4311422 best: 0.4311359 (180) total: 22.5s remaining: 1m 24s 183: learn: 0.4140668 test: 0.4311427 best: 0.4311359 (180) total: 22.6s remaining: 1m 24s 184: learn: 0.4140655 test: 0.4311435 best: 0.4311359 (180) total: 22.6s remaining: 1m 24s 185: learn: 0.4140630 test: 0.4311482 best: 0.4311359 (180) total: 22.8s remaining: 1m 24s 186: learn: 0.4140400 test: 0.4311351 best: 0.4311351 (186) total: 22.9s remaining: 1m 24s 187: learn: 0.4140337 test: 0.4311415 best: 0.4311351 (186) total: 23.1s remaining: 1m 24s 188: learn: 0.4140198 test: 0.4311415 best: 0.4311351 (186) total: 23.2s remaining: 1m 24s 189: learn: 0.4139860 test: 0.4311026 best: 0.4311026 (189) total: 23.4s remaining: 1m 24s 190: learn: 0.4139747 test: 0.4311027 best: 0.4311026 (189) total: 23.5s remaining: 1m 24s 191: learn: 0.4139736 test: 0.4311034 best: 0.4311026 (189) total: 23.7s remaining: 1m 24s 192: learn: 0.4137697 test: 0.4309209 best: 0.4309209 (192) total: 23.8s remaining: 1m 24s 193: learn: 0.4137687 test: 0.4309216 best: 0.4309209 (192) total: 24s remaining: 1m 24s 194: learn: 0.4137667 test: 0.4309184 best: 0.4309184 (194) total: 24.1s remaining: 1m 24s 195: learn: 0.4137643 test: 0.4309230 best: 0.4309184 (194) total: 24.3s remaining: 1m 24s 196: learn: 0.4136905 test: 0.4308616 best: 0.4308616 (196) total: 24.4s remaining: 1m 23s 197: learn: 0.4128451 test: 0.4301131 best: 0.4301131 (197) total: 24.5s remaining: 1m 23s 198: learn: 0.4128432 test: 0.4301102 best: 0.4301102 (198) total: 24.7s remaining: 1m 23s 199: learn: 0.4128410 test: 0.4301143 best: 0.4301102 (198) total: 24.8s remaining: 1m 23s 200: learn: 0.4128391 test: 0.4301090 best: 0.4301090 (200) total: 25s remaining: 1m 23s 201: learn: 0.4128351 test: 0.4301155 best: 0.4301090 (200) total: 25.1s remaining: 1m 23s 202: learn: 0.4128161 test: 0.4301005 best: 0.4301005 (202) total: 25.2s remaining: 1m 23s 203: learn: 0.4128138 test: 0.4300969 best: 0.4300969 (203) total: 25.4s remaining: 1m 23s 204: learn: 0.4128040 test: 0.4300949 best: 0.4300949 (204) total: 25.5s remaining: 1m 23s 205: learn: 0.4128030 test: 0.4300957 best: 0.4300949 (204) total: 25.6s remaining: 1m 23s 206: learn: 0.4127954 test: 0.4300904 best: 0.4300904 (206) total: 25.8s remaining: 1m 23s 207: learn: 0.4127953 test: 0.4300904 best: 0.4300904 (207) total: 25.9s remaining: 1m 23s 208: learn: 0.4127336 test: 0.4300362 best: 0.4300362 (208) total: 26.1s remaining: 1m 23s 209: learn: 0.4127252 test: 0.4300364 best: 0.4300362 (208) total: 26.2s remaining: 1m 22s 210: learn: 0.4122644 test: 0.4297441 best: 0.4297441 (210) total: 26.4s remaining: 1m 22s 211: learn: 0.4120476 test: 0.4295903 best: 0.4295903 (211) total: 26.5s remaining: 1m 22s 212: learn: 0.4120277 test: 0.4295629 best: 0.4295629 (212) total: 26.6s remaining: 1m 22s 213: learn: 0.4120268 test: 0.4295636 best: 0.4295629 (212) total: 26.8s remaining: 1m 22s 214: learn: 0.4120235 test: 0.4295640 best: 0.4295629 (212) total: 26.9s remaining: 1m 22s 215: learn: 0.4120227 test: 0.4295647 best: 0.4295629 (212) total: 27.1s remaining: 1m 22s 216: learn: 0.4120224 test: 0.4295653 best: 0.4295629 (212) total: 27.2s remaining: 1m 22s 217: learn: 0.4120220 test: 0.4295654 best: 0.4295629 (212) total: 27.4s remaining: 1m 22s 218: learn: 0.4120155 test: 0.4295655 best: 0.4295629 (212) total: 27.5s remaining: 1m 22s 219: learn: 0.4120150 test: 0.4295658 best: 0.4295629 (212) total: 27.6s remaining: 1m 22s 220: learn: 0.4120110 test: 0.4295627 best: 0.4295627 (220) total: 27.8s remaining: 1m 22s 221: learn: 0.4119988 test: 0.4295533 best: 0.4295533 (221) total: 27.9s remaining: 1m 22s 222: learn: 0.4119972 test: 0.4295511 best: 0.4295511 (222) total: 28.1s remaining: 1m 22s 223: learn: 0.4119902 test: 0.4295516 best: 0.4295511 (222) total: 28.1s remaining: 1m 21s 224: learn: 0.4119893 test: 0.4295504 best: 0.4295504 (224) total: 28.3s remaining: 1m 21s 225: learn: 0.4119691 test: 0.4295438 best: 0.4295438 (225) total: 28.4s remaining: 1m 21s 226: learn: 0.4119681 test: 0.4295424 best: 0.4295424 (226) total: 28.6s remaining: 1m 21s 227: learn: 0.4119529 test: 0.4295384 best: 0.4295384 (227) total: 28.7s remaining: 1m 21s 228: learn: 0.4119478 test: 0.4295385 best: 0.4295384 (227) total: 28.8s remaining: 1m 21s 229: learn: 0.4119434 test: 0.4295383 best: 0.4295383 (229) total: 28.9s remaining: 1m 20s 230: learn: 0.4119279 test: 0.4295240 best: 0.4295240 (230) total: 29s remaining: 1m 20s 231: learn: 0.4119272 test: 0.4295248 best: 0.4295240 (230) total: 29.1s remaining: 1m 20s 232: learn: 0.4119266 test: 0.4295256 best: 0.4295240 (230) total: 29.2s remaining: 1m 20s 233: learn: 0.4119260 test: 0.4295265 best: 0.4295240 (230) total: 29.3s remaining: 1m 20s 234: learn: 0.4119234 test: 0.4295308 best: 0.4295240 (230) total: 29.4s remaining: 1m 20s 235: learn: 0.4119192 test: 0.4295308 best: 0.4295240 (230) total: 29.5s remaining: 1m 19s 236: learn: 0.4118671 test: 0.4295090 best: 0.4295090 (236) total: 29.6s remaining: 1m 19s 237: learn: 0.4114887 test: 0.4292440 best: 0.4292440 (237) total: 29.8s remaining: 1m 19s 238: learn: 0.4114530 test: 0.4292097 best: 0.4292097 (238) total: 29.9s remaining: 1m 19s 239: learn: 0.4114389 test: 0.4292098 best: 0.4292097 (238) total: 30.1s remaining: 1m 19s 240: learn: 0.4114274 test: 0.4292047 best: 0.4292047 (240) total: 30.3s remaining: 1m 19s 241: learn: 0.4114265 test: 0.4292048 best: 0.4292047 (240) total: 30.4s remaining: 1m 19s 242: learn: 0.4114163 test: 0.4292050 best: 0.4292047 (240) total: 30.5s remaining: 1m 19s 243: learn: 0.4114129 test: 0.4292047 best: 0.4292047 (243) total: 30.7s remaining: 1m 19s 244: learn: 0.4114127 test: 0.4292047 best: 0.4292047 (244) total: 30.8s remaining: 1m 19s 245: learn: 0.4114098 test: 0.4292049 best: 0.4292047 (244) total: 30.9s remaining: 1m 18s 246: learn: 0.4113768 test: 0.4291894 best: 0.4291894 (246) total: 31s remaining: 1m 18s 247: learn: 0.4113766 test: 0.4291894 best: 0.4291894 (247) total: 31.2s remaining: 1m 18s 248: learn: 0.4113765 test: 0.4291894 best: 0.4291894 (247) total: 31.2s remaining: 1m 18s 249: learn: 0.4109576 test: 0.4288967 best: 0.4288967 (249) total: 31.4s remaining: 1m 18s 250: learn: 0.4109556 test: 0.4288935 best: 0.4288935 (250) total: 31.5s remaining: 1m 18s 251: learn: 0.4109539 test: 0.4288906 best: 0.4288906 (251) total: 31.7s remaining: 1m 18s 252: learn: 0.4109488 test: 0.4288857 best: 0.4288857 (252) total: 31.9s remaining: 1m 18s 253: learn: 0.4109473 test: 0.4288847 best: 0.4288847 (253) total: 32s remaining: 1m 18s 254: learn: 0.4109440 test: 0.4288836 best: 0.4288836 (254) total: 32.2s remaining: 1m 18s 255: learn: 0.4109437 test: 0.4288836 best: 0.4288836 (255) total: 32.2s remaining: 1m 17s 256: learn: 0.4109415 test: 0.4288821 best: 0.4288821 (256) total: 32.4s remaining: 1m 17s 257: learn: 0.4109322 test: 0.4288786 best: 0.4288786 (257) total: 32.5s remaining: 1m 17s 258: learn: 0.4109316 test: 0.4288777 best: 0.4288777 (258) total: 32.7s remaining: 1m 17s 259: learn: 0.4109229 test: 0.4288767 best: 0.4288767 (259) total: 32.8s remaining: 1m 17s 260: learn: 0.4109118 test: 0.4288680 best: 0.4288680 (260) total: 33s remaining: 1m 17s 261: learn: 0.4106994 test: 0.4287248 best: 0.4287248 (261) total: 33.1s remaining: 1m 17s 262: learn: 0.4106855 test: 0.4287292 best: 0.4287248 (261) total: 33.3s remaining: 1m 17s 263: learn: 0.4106854 test: 0.4287291 best: 0.4287248 (261) total: 33.3s remaining: 1m 17s 264: learn: 0.4106524 test: 0.4287177 best: 0.4287177 (264) total: 33.5s remaining: 1m 17s 265: learn: 0.4106360 test: 0.4287185 best: 0.4287177 (264) total: 33.7s remaining: 1m 17s 266: learn: 0.4106359 test: 0.4287185 best: 0.4287177 (264) total: 33.8s remaining: 1m 16s 267: learn: 0.4106354 test: 0.4287160 best: 0.4287160 (267) total: 34s remaining: 1m 16s 268: learn: 0.4106333 test: 0.4287166 best: 0.4287160 (267) total: 34.1s remaining: 1m 16s 269: learn: 0.4103261 test: 0.4286083 best: 0.4286083 (269) total: 34.3s remaining: 1m 16s 270: learn: 0.4103237 test: 0.4286090 best: 0.4286083 (269) total: 34.5s remaining: 1m 16s 271: learn: 0.4103234 test: 0.4286093 best: 0.4286083 (269) total: 34.6s remaining: 1m 16s 272: learn: 0.4103219 test: 0.4286119 best: 0.4286083 (269) total: 34.8s remaining: 1m 16s 273: learn: 0.4103218 test: 0.4286118 best: 0.4286083 (269) total: 34.9s remaining: 1m 16s 274: learn: 0.4103214 test: 0.4286120 best: 0.4286083 (269) total: 35s remaining: 1m 16s 275: learn: 0.4103198 test: 0.4286111 best: 0.4286083 (269) total: 35.2s remaining: 1m 16s 276: learn: 0.4103197 test: 0.4286117 best: 0.4286083 (269) total: 35.3s remaining: 1m 16s 277: learn: 0.4103189 test: 0.4286136 best: 0.4286083 (269) total: 35.4s remaining: 1m 16s 278: learn: 0.4103086 test: 0.4286157 best: 0.4286083 (269) total: 35.6s remaining: 1m 16s 279: learn: 0.4103085 test: 0.4286154 best: 0.4286083 (269) total: 35.7s remaining: 1m 15s 280: learn: 0.4103082 test: 0.4286153 best: 0.4286083 (269) total: 35.9s remaining: 1m 15s 281: learn: 0.4103063 test: 0.4286153 best: 0.4286083 (269) total: 36s remaining: 1m 15s 282: learn: 0.4103050 test: 0.4286182 best: 0.4286083 (269) total: 36.2s remaining: 1m 15s 283: learn: 0.4103049 test: 0.4286183 best: 0.4286083 (269) total: 36.4s remaining: 1m 15s 284: learn: 0.4103027 test: 0.4286183 best: 0.4286083 (269) total: 36.6s remaining: 1m 15s 285: learn: 0.4102853 test: 0.4286122 best: 0.4286083 (269) total: 36.7s remaining: 1m 15s 286: learn: 0.4102852 test: 0.4286123 best: 0.4286083 (269) total: 36.9s remaining: 1m 15s 287: learn: 0.4102851 test: 0.4286126 best: 0.4286083 (269) total: 37s remaining: 1m 15s 288: learn: 0.4102848 test: 0.4286128 best: 0.4286083 (269) total: 37.1s remaining: 1m 15s 289: learn: 0.4102848 test: 0.4286131 best: 0.4286083 (269) total: 37.2s remaining: 1m 15s 290: learn: 0.4102834 test: 0.4286131 best: 0.4286083 (269) total: 37.3s remaining: 1m 14s 291: learn: 0.4102793 test: 0.4286130 best: 0.4286083 (269) total: 37.4s remaining: 1m 14s 292: learn: 0.4102790 test: 0.4286136 best: 0.4286083 (269) total: 37.6s remaining: 1m 14s 293: learn: 0.4102758 test: 0.4286133 best: 0.4286083 (269) total: 37.7s remaining: 1m 14s 294: learn: 0.4102746 test: 0.4286135 best: 0.4286083 (269) total: 37.8s remaining: 1m 14s 295: learn: 0.4102524 test: 0.4286071 best: 0.4286071 (295) total: 37.9s remaining: 1m 14s 296: learn: 0.4102360 test: 0.4286080 best: 0.4286071 (295) total: 38.1s remaining: 1m 14s 297: learn: 0.4102348 test: 0.4286090 best: 0.4286071 (295) total: 38.3s remaining: 1m 14s 298: learn: 0.4102348 test: 0.4286091 best: 0.4286071 (295) total: 38.4s remaining: 1m 14s 299: learn: 0.4101980 test: 0.4285977 best: 0.4285977 (299) total: 38.6s remaining: 1m 14s 300: learn: 0.4101829 test: 0.4285948 best: 0.4285948 (300) total: 38.8s remaining: 1m 14s 301: learn: 0.4101826 test: 0.4285948 best: 0.4285948 (300) total: 38.9s remaining: 1m 13s 302: learn: 0.4098333 test: 0.4282739 best: 0.4282739 (302) total: 39.1s remaining: 1m 13s 303: learn: 0.4098320 test: 0.4282741 best: 0.4282739 (302) total: 39.3s remaining: 1m 13s 304: learn: 0.4098306 test: 0.4282753 best: 0.4282739 (302) total: 39.5s remaining: 1m 13s 305: learn: 0.4098305 test: 0.4282755 best: 0.4282739 (302) total: 39.7s remaining: 1m 13s 306: learn: 0.4094173 test: 0.4279089 best: 0.4279089 (306) total: 39.9s remaining: 1m 13s 307: learn: 0.4093526 test: 0.4278821 best: 0.4278821 (307) total: 40s remaining: 1m 13s 308: learn: 0.4093523 test: 0.4278821 best: 0.4278821 (307) total: 40.2s remaining: 1m 13s 309: learn: 0.4093469 test: 0.4278689 best: 0.4278689 (309) total: 40.4s remaining: 1m 13s 310: learn: 0.4093418 test: 0.4278708 best: 0.4278689 (309) total: 40.6s remaining: 1m 13s 311: learn: 0.4093410 test: 0.4278709 best: 0.4278689 (309) total: 40.8s remaining: 1m 13s 312: learn: 0.4093364 test: 0.4278642 best: 0.4278642 (312) total: 41s remaining: 1m 13s 313: learn: 0.4093340 test: 0.4278638 best: 0.4278638 (313) total: 41.2s remaining: 1m 13s 314: learn: 0.4093339 test: 0.4278647 best: 0.4278638 (313) total: 41.4s remaining: 1m 13s 315: learn: 0.4093333 test: 0.4278629 best: 0.4278629 (315) total: 41.6s remaining: 1m 13s 316: learn: 0.4093325 test: 0.4278660 best: 0.4278629 (315) total: 41.8s remaining: 1m 13s 317: learn: 0.4093324 test: 0.4278660 best: 0.4278629 (315) total: 41.8s remaining: 1m 13s 318: learn: 0.4093257 test: 0.4278380 best: 0.4278380 (318) total: 42s remaining: 1m 13s 319: learn: 0.4093244 test: 0.4278383 best: 0.4278380 (318) total: 42.2s remaining: 1m 13s 320: learn: 0.4093237 test: 0.4278384 best: 0.4278380 (318) total: 42.4s remaining: 1m 13s 321: learn: 0.4093236 test: 0.4278386 best: 0.4278380 (318) total: 42.6s remaining: 1m 13s 322: learn: 0.4093234 test: 0.4278384 best: 0.4278380 (318) total: 42.8s remaining: 1m 13s 323: learn: 0.4093151 test: 0.4278342 best: 0.4278342 (323) total: 43s remaining: 1m 13s 324: learn: 0.4093141 test: 0.4278347 best: 0.4278342 (323) total: 43.1s remaining: 1m 13s 325: learn: 0.4093135 test: 0.4278349 best: 0.4278342 (323) total: 43.2s remaining: 1m 12s 326: learn: 0.4093093 test: 0.4278280 best: 0.4278280 (326) total: 43.4s remaining: 1m 12s 327: learn: 0.4093031 test: 0.4278208 best: 0.4278208 (327) total: 43.6s remaining: 1m 12s 328: learn: 0.4093026 test: 0.4278232 best: 0.4278208 (327) total: 43.8s remaining: 1m 12s 329: learn: 0.4093022 test: 0.4278244 best: 0.4278208 (327) total: 44s remaining: 1m 12s 330: learn: 0.4093021 test: 0.4278244 best: 0.4278208 (327) total: 44.2s remaining: 1m 12s 331: learn: 0.4092990 test: 0.4278220 best: 0.4278208 (327) total: 44.3s remaining: 1m 12s 332: learn: 0.4092989 test: 0.4278222 best: 0.4278208 (327) total: 44.5s remaining: 1m 12s 333: learn: 0.4092989 test: 0.4278223 best: 0.4278208 (327) total: 44.6s remaining: 1m 12s 334: learn: 0.4092983 test: 0.4278203 best: 0.4278203 (334) total: 44.8s remaining: 1m 12s 335: learn: 0.4092860 test: 0.4278187 best: 0.4278187 (335) total: 44.9s remaining: 1m 12s 336: learn: 0.4092860 test: 0.4278189 best: 0.4278187 (335) total: 45s remaining: 1m 11s 337: learn: 0.4092859 test: 0.4278188 best: 0.4278187 (335) total: 45.1s remaining: 1m 11s 338: learn: 0.4092751 test: 0.4278185 best: 0.4278185 (338) total: 45.3s remaining: 1m 11s 339: learn: 0.4092724 test: 0.4278179 best: 0.4278179 (339) total: 45.5s remaining: 1m 11s 340: learn: 0.4092722 test: 0.4278179 best: 0.4278179 (340) total: 45.6s remaining: 1m 11s 341: learn: 0.4092706 test: 0.4278136 best: 0.4278136 (341) total: 45.8s remaining: 1m 11s 342: learn: 0.4092703 test: 0.4278137 best: 0.4278136 (341) total: 46s remaining: 1m 11s 343: learn: 0.4092702 test: 0.4278138 best: 0.4278136 (341) total: 46.2s remaining: 1m 11s 344: learn: 0.4092668 test: 0.4278151 best: 0.4278136 (341) total: 46.3s remaining: 1m 11s 345: learn: 0.4088779 test: 0.4275005 best: 0.4275005 (345) total: 46.5s remaining: 1m 11s 346: learn: 0.4088774 test: 0.4275006 best: 0.4275005 (345) total: 46.6s remaining: 1m 10s 347: learn: 0.4088737 test: 0.4275024 best: 0.4275005 (345) total: 46.7s remaining: 1m 10s 348: learn: 0.4088726 test: 0.4274963 best: 0.4274963 (348) total: 46.9s remaining: 1m 10s 349: learn: 0.4088701 test: 0.4274959 best: 0.4274959 (349) total: 47s remaining: 1m 10s 350: learn: 0.4088693 test: 0.4274957 best: 0.4274957 (350) total: 47.2s remaining: 1m 10s 351: learn: 0.4088652 test: 0.4274880 best: 0.4274880 (351) total: 47.4s remaining: 1m 10s 352: learn: 0.4088649 test: 0.4274881 best: 0.4274880 (351) total: 47.5s remaining: 1m 10s 353: learn: 0.4088649 test: 0.4274879 best: 0.4274879 (353) total: 47.6s remaining: 1m 10s 354: learn: 0.4088220 test: 0.4274842 best: 0.4274842 (354) total: 47.7s remaining: 1m 9s 355: learn: 0.4088217 test: 0.4274842 best: 0.4274842 (354) total: 47.9s remaining: 1m 9s 356: learn: 0.4088138 test: 0.4274825 best: 0.4274825 (356) total: 48s remaining: 1m 9s 357: learn: 0.4088138 test: 0.4274823 best: 0.4274823 (357) total: 48.1s remaining: 1m 9s 358: learn: 0.4088137 test: 0.4274823 best: 0.4274823 (357) total: 48.3s remaining: 1m 9s 359: learn: 0.4088124 test: 0.4274813 best: 0.4274813 (359) total: 48.5s remaining: 1m 9s 360: learn: 0.4088124 test: 0.4274811 best: 0.4274811 (360) total: 48.5s remaining: 1m 9s 361: learn: 0.4088080 test: 0.4274805 best: 0.4274805 (361) total: 48.7s remaining: 1m 8s 362: learn: 0.4087780 test: 0.4274779 best: 0.4274779 (362) total: 48.8s remaining: 1m 8s 363: learn: 0.4087776 test: 0.4274779 best: 0.4274779 (362) total: 49s remaining: 1m 8s 364: learn: 0.4087759 test: 0.4274777 best: 0.4274777 (364) total: 49.1s remaining: 1m 8s 365: learn: 0.4087752 test: 0.4274775 best: 0.4274775 (365) total: 49.3s remaining: 1m 8s 366: learn: 0.4087735 test: 0.4274783 best: 0.4274775 (365) total: 49.5s remaining: 1m 8s 367: learn: 0.4087735 test: 0.4274781 best: 0.4274775 (365) total: 49.6s remaining: 1m 8s 368: learn: 0.4087727 test: 0.4274794 best: 0.4274775 (365) total: 49.7s remaining: 1m 8s 369: learn: 0.4087688 test: 0.4274796 best: 0.4274775 (365) total: 49.9s remaining: 1m 8s 370: learn: 0.4087680 test: 0.4274757 best: 0.4274757 (370) total: 50.1s remaining: 1m 8s 371: learn: 0.4087676 test: 0.4274757 best: 0.4274757 (370) total: 50.3s remaining: 1m 7s 372: learn: 0.4087662 test: 0.4274771 best: 0.4274757 (370) total: 50.4s remaining: 1m 7s 373: learn: 0.4087660 test: 0.4274771 best: 0.4274757 (370) total: 50.6s remaining: 1m 7s 374: learn: 0.4087654 test: 0.4274745 best: 0.4274745 (374) total: 50.7s remaining: 1m 7s 375: learn: 0.4087653 test: 0.4274745 best: 0.4274745 (375) total: 50.9s remaining: 1m 7s 376: learn: 0.4087652 test: 0.4274745 best: 0.4274745 (375) total: 51s remaining: 1m 7s 377: learn: 0.4086530 test: 0.4274393 best: 0.4274393 (377) total: 51.2s remaining: 1m 7s 378: learn: 0.4086524 test: 0.4274409 best: 0.4274393 (377) total: 51.3s remaining: 1m 7s 379: learn: 0.4085898 test: 0.4274385 best: 0.4274385 (379) total: 51.5s remaining: 1m 7s 380: learn: 0.4085890 test: 0.4274385 best: 0.4274385 (380) total: 51.6s remaining: 1m 6s 381: learn: 0.4085884 test: 0.4274414 best: 0.4274385 (380) total: 51.8s remaining: 1m 6s 382: learn: 0.4085882 test: 0.4274417 best: 0.4274385 (380) total: 51.9s remaining: 1m 6s 383: learn: 0.4085881 test: 0.4274421 best: 0.4274385 (380) total: 52.1s remaining: 1m 6s 384: learn: 0.4085880 test: 0.4274421 best: 0.4274385 (380) total: 52.2s remaining: 1m 6s 385: learn: 0.4085880 test: 0.4274421 best: 0.4274385 (380) total: 52.3s remaining: 1m 6s 386: learn: 0.4085876 test: 0.4274421 best: 0.4274385 (380) total: 52.5s remaining: 1m 6s 387: learn: 0.4085874 test: 0.4274424 best: 0.4274385 (380) total: 52.7s remaining: 1m 6s 388: learn: 0.4085874 test: 0.4274426 best: 0.4274385 (380) total: 52.7s remaining: 1m 5s 389: learn: 0.4085872 test: 0.4274429 best: 0.4274385 (380) total: 52.8s remaining: 1m 5s 390: learn: 0.4085870 test: 0.4274432 best: 0.4274385 (380) total: 52.9s remaining: 1m 5s 391: learn: 0.4085868 test: 0.4274433 best: 0.4274385 (380) total: 53.1s remaining: 1m 5s 392: learn: 0.4085867 test: 0.4274435 best: 0.4274385 (380) total: 53.3s remaining: 1m 5s 393: learn: 0.4085573 test: 0.4274391 best: 0.4274385 (380) total: 53.4s remaining: 1m 5s 394: learn: 0.4085571 test: 0.4274394 best: 0.4274385 (380) total: 53.5s remaining: 1m 5s 395: learn: 0.4085567 test: 0.4274395 best: 0.4274385 (380) total: 53.7s remaining: 1m 4s 396: learn: 0.4084983 test: 0.4274129 best: 0.4274129 (396) total: 53.8s remaining: 1m 4s 397: learn: 0.4084983 test: 0.4274130 best: 0.4274129 (396) total: 53.9s remaining: 1m 4s 398: learn: 0.4084982 test: 0.4274134 best: 0.4274129 (396) total: 54.1s remaining: 1m 4s 399: learn: 0.4084980 test: 0.4274134 best: 0.4274129 (396) total: 54.3s remaining: 1m 4s 400: learn: 0.4084745 test: 0.4274116 best: 0.4274116 (400) total: 54.5s remaining: 1m 4s 401: learn: 0.4084715 test: 0.4274136 best: 0.4274116 (400) total: 54.6s remaining: 1m 4s 402: learn: 0.4084713 test: 0.4274136 best: 0.4274116 (400) total: 54.8s remaining: 1m 4s 403: learn: 0.4084713 test: 0.4274137 best: 0.4274116 (400) total: 54.9s remaining: 1m 4s 404: learn: 0.4084712 test: 0.4274137 best: 0.4274116 (400) total: 55.1s remaining: 1m 3s 405: learn: 0.4084693 test: 0.4274159 best: 0.4274116 (400) total: 55.3s remaining: 1m 3s 406: learn: 0.4084641 test: 0.4274141 best: 0.4274116 (400) total: 55.4s remaining: 1m 3s 407: learn: 0.4084637 test: 0.4274143 best: 0.4274116 (400) total: 55.6s remaining: 1m 3s 408: learn: 0.4084626 test: 0.4274131 best: 0.4274116 (400) total: 55.7s remaining: 1m 3s 409: learn: 0.4084625 test: 0.4274130 best: 0.4274116 (400) total: 55.8s remaining: 1m 3s 410: learn: 0.4084625 test: 0.4274131 best: 0.4274116 (400) total: 55.9s remaining: 1m 3s 411: learn: 0.4084625 test: 0.4274131 best: 0.4274116 (400) total: 56s remaining: 1m 2s 412: learn: 0.4084590 test: 0.4274130 best: 0.4274116 (400) total: 56.2s remaining: 1m 2s 413: learn: 0.4084587 test: 0.4274131 best: 0.4274116 (400) total: 56.3s remaining: 1m 2s 414: learn: 0.4084585 test: 0.4274132 best: 0.4274116 (400) total: 56.3s remaining: 1m 2s 415: learn: 0.4084582 test: 0.4274133 best: 0.4274116 (400) total: 56.4s remaining: 1m 2s 416: learn: 0.4084577 test: 0.4274126 best: 0.4274116 (400) total: 56.5s remaining: 1m 2s 417: learn: 0.4084543 test: 0.4274126 best: 0.4274116 (400) total: 56.7s remaining: 1m 1s 418: learn: 0.4084542 test: 0.4274127 best: 0.4274116 (400) total: 56.8s remaining: 1m 1s 419: learn: 0.4084541 test: 0.4274125 best: 0.4274116 (400) total: 57s remaining: 1m 1s 420: learn: 0.4084541 test: 0.4274123 best: 0.4274116 (400) total: 57.1s remaining: 1m 1s 421: learn: 0.4084539 test: 0.4274123 best: 0.4274116 (400) total: 57.3s remaining: 1m 1s 422: learn: 0.4084539 test: 0.4274124 best: 0.4274116 (400) total: 57.4s remaining: 1m 1s 423: learn: 0.4084537 test: 0.4274125 best: 0.4274116 (400) total: 57.5s remaining: 1m 1s 424: learn: 0.4084505 test: 0.4274125 best: 0.4274116 (400) total: 57.6s remaining: 1m 1s 425: learn: 0.4084504 test: 0.4274125 best: 0.4274116 (400) total: 57.8s remaining: 1m 426: learn: 0.4077673 test: 0.4267422 best: 0.4267422 (426) total: 57.9s remaining: 1m 427: learn: 0.4077673 test: 0.4267423 best: 0.4267422 (426) total: 58.1s remaining: 1m 428: learn: 0.4077672 test: 0.4267424 best: 0.4267422 (426) total: 58.2s remaining: 1m 429: learn: 0.4077672 test: 0.4267424 best: 0.4267422 (426) total: 58.4s remaining: 1m 430: learn: 0.4077666 test: 0.4267422 best: 0.4267422 (430) total: 58.5s remaining: 1m 431: learn: 0.4077665 test: 0.4267422 best: 0.4267422 (430) total: 58.7s remaining: 1m 432: learn: 0.4077660 test: 0.4267429 best: 0.4267422 (430) total: 58.8s remaining: 60s 433: learn: 0.4077650 test: 0.4267440 best: 0.4267422 (430) total: 58.9s remaining: 59.9s 434: learn: 0.4077611 test: 0.4267421 best: 0.4267421 (434) total: 59.1s remaining: 59.8s 435: learn: 0.4077548 test: 0.4267419 best: 0.4267419 (435) total: 59.2s remaining: 59.6s 436: learn: 0.4077520 test: 0.4267419 best: 0.4267419 (436) total: 59.4s remaining: 59.6s 437: learn: 0.4077520 test: 0.4267419 best: 0.4267419 (436) total: 59.6s remaining: 59.4s 438: learn: 0.4077504 test: 0.4267406 best: 0.4267406 (438) total: 59.7s remaining: 59.3s 439: learn: 0.4077486 test: 0.4267393 best: 0.4267393 (439) total: 59.9s remaining: 59.2s 440: learn: 0.4077485 test: 0.4267394 best: 0.4267393 (439) total: 59.9s remaining: 59s 441: learn: 0.4077459 test: 0.4267393 best: 0.4267393 (439) total: 1m remaining: 58.9s 442: learn: 0.4077419 test: 0.4267310 best: 0.4267310 (442) total: 1m remaining: 58.8s 443: learn: 0.4077418 test: 0.4267312 best: 0.4267310 (442) total: 1m remaining: 58.7s 444: learn: 0.4077404 test: 0.4267319 best: 0.4267310 (442) total: 1m remaining: 58.7s 445: learn: 0.4077403 test: 0.4267319 best: 0.4267310 (442) total: 1m remaining: 58.6s 446: learn: 0.4077382 test: 0.4267278 best: 0.4267278 (446) total: 1m 1s remaining: 58.5s 447: learn: 0.4077382 test: 0.4267277 best: 0.4267277 (447) total: 1m 1s remaining: 58.2s 448: learn: 0.4077382 test: 0.4267278 best: 0.4267277 (447) total: 1m 1s remaining: 58.1s 449: learn: 0.4077377 test: 0.4267305 best: 0.4267277 (447) total: 1m 1s remaining: 58s 450: learn: 0.4077371 test: 0.4267300 best: 0.4267277 (447) total: 1m 1s remaining: 57.9s 451: learn: 0.4077369 test: 0.4267299 best: 0.4267277 (447) total: 1m 1s remaining: 57.7s 452: learn: 0.4077368 test: 0.4267299 best: 0.4267277 (447) total: 1m 1s remaining: 57.6s 453: learn: 0.4077368 test: 0.4267298 best: 0.4267277 (447) total: 1m 1s remaining: 57.5s 454: learn: 0.4077343 test: 0.4267297 best: 0.4267277 (447) total: 1m 2s remaining: 57.3s 455: learn: 0.4077342 test: 0.4267299 best: 0.4267277 (447) total: 1m 2s remaining: 57.2s 456: learn: 0.4077314 test: 0.4267293 best: 0.4267277 (447) total: 1m 2s remaining: 57.1s 457: learn: 0.4077313 test: 0.4267293 best: 0.4267277 (447) total: 1m 2s remaining: 56.9s 458: learn: 0.4077290 test: 0.4267293 best: 0.4267277 (447) total: 1m 2s remaining: 56.7s 459: learn: 0.4077196 test: 0.4267352 best: 0.4267277 (447) total: 1m 2s remaining: 56.6s 460: learn: 0.4073535 test: 0.4263883 best: 0.4263883 (460) total: 1m 2s remaining: 56.5s 461: learn: 0.4072617 test: 0.4263015 best: 0.4263015 (461) total: 1m 3s remaining: 56.3s 462: learn: 0.4072608 test: 0.4263025 best: 0.4263015 (461) total: 1m 3s remaining: 56.2s 463: learn: 0.4072587 test: 0.4262987 best: 0.4262987 (463) total: 1m 3s remaining: 56.1s 464: learn: 0.4072112 test: 0.4262984 best: 0.4262984 (464) total: 1m 3s remaining: 56.1s 465: learn: 0.4072112 test: 0.4262983 best: 0.4262983 (465) total: 1m 3s remaining: 55.9s 466: learn: 0.4072111 test: 0.4262985 best: 0.4262983 (465) total: 1m 3s remaining: 55.7s 467: learn: 0.4072111 test: 0.4262985 best: 0.4262983 (465) total: 1m 3s remaining: 55.6s 468: learn: 0.4071921 test: 0.4263000 best: 0.4262983 (465) total: 1m 4s remaining: 55.5s 469: learn: 0.4071874 test: 0.4262911 best: 0.4262911 (469) total: 1m 4s remaining: 55.4s 470: learn: 0.4071868 test: 0.4262900 best: 0.4262900 (470) total: 1m 4s remaining: 55.3s 471: learn: 0.4071862 test: 0.4262874 best: 0.4262874 (471) total: 1m 4s remaining: 55.1s 472: learn: 0.4067913 test: 0.4260052 best: 0.4260052 (472) total: 1m 4s remaining: 55s 473: learn: 0.4067912 test: 0.4260055 best: 0.4260052 (472) total: 1m 4s remaining: 54.9s 474: learn: 0.4067890 test: 0.4260055 best: 0.4260052 (472) total: 1m 5s remaining: 54.7s 475: learn: 0.4061910 test: 0.4254343 best: 0.4254343 (475) total: 1m 5s remaining: 54.6s 476: learn: 0.4061859 test: 0.4254285 best: 0.4254285 (476) total: 1m 5s remaining: 54.5s 477: learn: 0.4061857 test: 0.4254284 best: 0.4254284 (477) total: 1m 5s remaining: 54.4s 478: learn: 0.4061852 test: 0.4254284 best: 0.4254284 (478) total: 1m 5s remaining: 54.4s 479: learn: 0.4061849 test: 0.4254305 best: 0.4254284 (478) total: 1m 5s remaining: 54.3s 480: learn: 0.4061847 test: 0.4254314 best: 0.4254284 (478) total: 1m 6s remaining: 54.2s 481: learn: 0.4061830 test: 0.4254279 best: 0.4254279 (481) total: 1m 6s remaining: 54s 482: learn: 0.4061826 test: 0.4254264 best: 0.4254264 (482) total: 1m 6s remaining: 53.9s 483: learn: 0.4061826 test: 0.4254265 best: 0.4254264 (482) total: 1m 6s remaining: 53.7s 484: learn: 0.4061826 test: 0.4254264 best: 0.4254264 (482) total: 1m 6s remaining: 53.5s 485: learn: 0.4061709 test: 0.4254255 best: 0.4254255 (485) total: 1m 6s remaining: 53.4s 486: learn: 0.4061665 test: 0.4254256 best: 0.4254255 (485) total: 1m 6s remaining: 53.3s 487: learn: 0.4061663 test: 0.4254263 best: 0.4254255 (485) total: 1m 7s remaining: 53.2s 488: learn: 0.4061646 test: 0.4254231 best: 0.4254231 (488) total: 1m 7s remaining: 53s 489: learn: 0.4059886 test: 0.4253295 best: 0.4253295 (489) total: 1m 7s remaining: 52.9s 490: learn: 0.4059864 test: 0.4253294 best: 0.4253294 (490) total: 1m 7s remaining: 52.8s 491: learn: 0.4059850 test: 0.4253266 best: 0.4253266 (491) total: 1m 7s remaining: 52.7s 492: learn: 0.4059830 test: 0.4253268 best: 0.4253266 (491) total: 1m 7s remaining: 52.5s 493: learn: 0.4059805 test: 0.4253258 best: 0.4253258 (493) total: 1m 7s remaining: 52.4s 494: learn: 0.4059805 test: 0.4253259 best: 0.4253258 (493) total: 1m 8s remaining: 52.3s 495: learn: 0.4059800 test: 0.4253250 best: 0.4253250 (495) total: 1m 8s remaining: 52.2s 496: learn: 0.4059795 test: 0.4253257 best: 0.4253250 (495) total: 1m 8s remaining: 52.1s 497: learn: 0.4059791 test: 0.4253245 best: 0.4253245 (497) total: 1m 8s remaining: 51.9s 498: learn: 0.4059786 test: 0.4253236 best: 0.4253236 (498) total: 1m 8s remaining: 51.8s 499: learn: 0.4059770 test: 0.4253231 best: 0.4253231 (499) total: 1m 8s remaining: 51.7s 500: learn: 0.4059768 test: 0.4253232 best: 0.4253231 (499) total: 1m 9s remaining: 51.5s 501: learn: 0.4059748 test: 0.4253231 best: 0.4253231 (499) total: 1m 9s remaining: 51.4s 502: learn: 0.4059747 test: 0.4253231 best: 0.4253231 (502) total: 1m 9s remaining: 51.3s 503: learn: 0.4059745 test: 0.4253237 best: 0.4253231 (502) total: 1m 9s remaining: 51.1s 504: learn: 0.4059744 test: 0.4253238 best: 0.4253231 (502) total: 1m 9s remaining: 51s 505: learn: 0.4059741 test: 0.4253226 best: 0.4253226 (505) total: 1m 9s remaining: 50.8s 506: learn: 0.4059722 test: 0.4253226 best: 0.4253226 (505) total: 1m 9s remaining: 50.7s 507: learn: 0.4059722 test: 0.4253226 best: 0.4253226 (505) total: 1m 9s remaining: 50.5s 508: learn: 0.4054093 test: 0.4248201 best: 0.4248201 (508) total: 1m 10s remaining: 50.4s 509: learn: 0.4054067 test: 0.4248188 best: 0.4248188 (509) total: 1m 10s remaining: 50.3s 510: learn: 0.4054062 test: 0.4248159 best: 0.4248159 (510) total: 1m 10s remaining: 50.1s 511: learn: 0.4054052 test: 0.4248174 best: 0.4248159 (510) total: 1m 10s remaining: 50s 512: learn: 0.4054051 test: 0.4248182 best: 0.4248159 (510) total: 1m 10s remaining: 49.9s 513: learn: 0.4054033 test: 0.4248182 best: 0.4248159 (510) total: 1m 10s remaining: 49.8s 514: learn: 0.4054015 test: 0.4248181 best: 0.4248159 (510) total: 1m 11s remaining: 49.7s 515: learn: 0.4054014 test: 0.4248182 best: 0.4248159 (510) total: 1m 11s remaining: 49.5s 516: learn: 0.4053828 test: 0.4248204 best: 0.4248159 (510) total: 1m 11s remaining: 49.4s 517: learn: 0.4053827 test: 0.4248204 best: 0.4248159 (510) total: 1m 11s remaining: 49.3s 518: learn: 0.4053825 test: 0.4248219 best: 0.4248159 (510) total: 1m 11s remaining: 49.1s 519: learn: 0.4053823 test: 0.4248233 best: 0.4248159 (510) total: 1m 11s remaining: 49s 520: learn: 0.4053823 test: 0.4248233 best: 0.4248159 (510) total: 1m 11s remaining: 48.8s 521: learn: 0.4053823 test: 0.4248233 best: 0.4248159 (510) total: 1m 11s remaining: 48.7s 522: learn: 0.4053787 test: 0.4248236 best: 0.4248159 (510) total: 1m 12s remaining: 48.5s 523: learn: 0.4053770 test: 0.4248235 best: 0.4248159 (510) total: 1m 12s remaining: 48.4s 524: learn: 0.4053754 test: 0.4248235 best: 0.4248159 (510) total: 1m 12s remaining: 48.3s 525: learn: 0.4053753 test: 0.4248238 best: 0.4248159 (510) total: 1m 12s remaining: 48.1s 526: learn: 0.4053735 test: 0.4248247 best: 0.4248159 (510) total: 1m 12s remaining: 48s 527: learn: 0.4053722 test: 0.4248220 best: 0.4248159 (510) total: 1m 12s remaining: 47.9s 528: learn: 0.4053628 test: 0.4248218 best: 0.4248159 (510) total: 1m 13s remaining: 47.8s 529: learn: 0.4053623 test: 0.4248192 best: 0.4248159 (510) total: 1m 13s remaining: 47.6s 530: learn: 0.4053623 test: 0.4248193 best: 0.4248159 (510) total: 1m 13s remaining: 47.5s 531: learn: 0.4053622 test: 0.4248195 best: 0.4248159 (510) total: 1m 13s remaining: 47.3s 532: learn: 0.4053622 test: 0.4248197 best: 0.4248159 (510) total: 1m 13s remaining: 47.2s 533: learn: 0.4053621 test: 0.4248197 best: 0.4248159 (510) total: 1m 13s remaining: 47.1s 534: learn: 0.4053621 test: 0.4248197 best: 0.4248159 (510) total: 1m 13s remaining: 46.9s 535: learn: 0.4053605 test: 0.4248196 best: 0.4248159 (510) total: 1m 13s remaining: 46.8s 536: learn: 0.4053173 test: 0.4247945 best: 0.4247945 (536) total: 1m 14s remaining: 46.6s 537: learn: 0.4053160 test: 0.4247943 best: 0.4247943 (537) total: 1m 14s remaining: 46.5s 538: learn: 0.4051221 test: 0.4245919 best: 0.4245919 (538) total: 1m 14s remaining: 46.4s 539: learn: 0.4051221 test: 0.4245921 best: 0.4245919 (538) total: 1m 14s remaining: 46.2s 540: learn: 0.4051221 test: 0.4245921 best: 0.4245919 (538) total: 1m 14s remaining: 46s 541: learn: 0.4051221 test: 0.4245921 best: 0.4245919 (538) total: 1m 14s remaining: 45.9s 542: learn: 0.4051221 test: 0.4245921 best: 0.4245919 (538) total: 1m 14s remaining: 45.7s 543: learn: 0.4051220 test: 0.4245920 best: 0.4245919 (538) total: 1m 14s remaining: 45.6s 544: learn: 0.4051204 test: 0.4245915 best: 0.4245915 (544) total: 1m 15s remaining: 45.5s 545: learn: 0.4051204 test: 0.4245915 best: 0.4245915 (545) total: 1m 15s remaining: 45.3s 546: learn: 0.4051204 test: 0.4245916 best: 0.4245915 (545) total: 1m 15s remaining: 45.1s 547: learn: 0.4051009 test: 0.4245936 best: 0.4245915 (545) total: 1m 15s remaining: 45s 548: learn: 0.4051009 test: 0.4245936 best: 0.4245915 (545) total: 1m 15s remaining: 44.8s 549: learn: 0.4050996 test: 0.4245927 best: 0.4245915 (545) total: 1m 15s remaining: 44.7s 550: learn: 0.4050985 test: 0.4245921 best: 0.4245915 (545) total: 1m 15s remaining: 44.5s 551: learn: 0.4050971 test: 0.4245921 best: 0.4245915 (545) total: 1m 15s remaining: 44.4s 552: learn: 0.4050971 test: 0.4245920 best: 0.4245915 (545) total: 1m 15s remaining: 44.2s 553: learn: 0.4050971 test: 0.4245920 best: 0.4245915 (545) total: 1m 16s remaining: 44.1s 554: learn: 0.4050970 test: 0.4245918 best: 0.4245915 (545) total: 1m 16s remaining: 43.9s 555: learn: 0.4050970 test: 0.4245919 best: 0.4245915 (545) total: 1m 16s remaining: 43.8s 556: learn: 0.4050969 test: 0.4245920 best: 0.4245915 (545) total: 1m 16s remaining: 43.6s 557: learn: 0.4050968 test: 0.4245934 best: 0.4245915 (545) total: 1m 16s remaining: 43.5s 558: learn: 0.4050967 test: 0.4245934 best: 0.4245915 (545) total: 1m 16s remaining: 43.3s 559: learn: 0.4050371 test: 0.4245890 best: 0.4245890 (559) total: 1m 16s remaining: 43.2s 560: learn: 0.4050371 test: 0.4245890 best: 0.4245890 (559) total: 1m 16s remaining: 43.1s 561: learn: 0.4050371 test: 0.4245891 best: 0.4245890 (559) total: 1m 17s remaining: 42.9s 562: learn: 0.4050365 test: 0.4245889 best: 0.4245889 (562) total: 1m 17s remaining: 42.8s 563: learn: 0.4050364 test: 0.4245888 best: 0.4245888 (563) total: 1m 17s remaining: 42.6s 564: learn: 0.4050364 test: 0.4245888 best: 0.4245888 (563) total: 1m 17s remaining: 42.4s 565: learn: 0.4050364 test: 0.4245889 best: 0.4245888 (563) total: 1m 17s remaining: 42.3s 566: learn: 0.4043977 test: 0.4241993 best: 0.4241993 (566) total: 1m 17s remaining: 42.2s 567: learn: 0.4043230 test: 0.4241446 best: 0.4241446 (567) total: 1m 17s remaining: 42s 568: learn: 0.4043227 test: 0.4241455 best: 0.4241446 (567) total: 1m 17s remaining: 41.9s 569: learn: 0.4041375 test: 0.4240182 best: 0.4240182 (569) total: 1m 18s remaining: 41.8s 570: learn: 0.4041375 test: 0.4240183 best: 0.4240182 (569) total: 1m 18s remaining: 41.7s 571: learn: 0.4041372 test: 0.4240188 best: 0.4240182 (569) total: 1m 18s remaining: 41.5s 572: learn: 0.4041333 test: 0.4240219 best: 0.4240182 (569) total: 1m 18s remaining: 41.4s 573: learn: 0.4041332 test: 0.4240219 best: 0.4240182 (569) total: 1m 18s remaining: 41.2s 574: learn: 0.4041328 test: 0.4240219 best: 0.4240182 (569) total: 1m 18s remaining: 41.1s 575: learn: 0.4041327 test: 0.4240219 best: 0.4240182 (569) total: 1m 18s remaining: 40.9s 576: learn: 0.4041326 test: 0.4240220 best: 0.4240182 (569) total: 1m 18s remaining: 40.8s 577: learn: 0.4041317 test: 0.4240222 best: 0.4240182 (569) total: 1m 19s remaining: 40.6s 578: learn: 0.4041303 test: 0.4240222 best: 0.4240182 (569) total: 1m 19s remaining: 40.5s 579: learn: 0.4041303 test: 0.4240223 best: 0.4240182 (569) total: 1m 19s remaining: 40.3s 580: learn: 0.4041289 test: 0.4240222 best: 0.4240182 (569) total: 1m 19s remaining: 40.2s 581: learn: 0.4041054 test: 0.4240168 best: 0.4240168 (581) total: 1m 19s remaining: 40.1s 582: learn: 0.4041053 test: 0.4240169 best: 0.4240168 (581) total: 1m 19s remaining: 40s 583: learn: 0.4041053 test: 0.4240170 best: 0.4240168 (581) total: 1m 19s remaining: 39.8s 584: learn: 0.4040789 test: 0.4240133 best: 0.4240133 (584) total: 1m 20s remaining: 39.7s 585: learn: 0.4040788 test: 0.4240133 best: 0.4240133 (584) total: 1m 20s remaining: 39.6s 586: learn: 0.4040788 test: 0.4240134 best: 0.4240133 (584) total: 1m 20s remaining: 39.5s 587: learn: 0.4040770 test: 0.4240128 best: 0.4240128 (587) total: 1m 20s remaining: 39.4s 588: learn: 0.4040757 test: 0.4240127 best: 0.4240127 (588) total: 1m 20s remaining: 39.2s 589: learn: 0.4040756 test: 0.4240128 best: 0.4240127 (588) total: 1m 20s remaining: 39.1s 590: learn: 0.4040756 test: 0.4240126 best: 0.4240126 (590) total: 1m 21s remaining: 39s 591: learn: 0.4040754 test: 0.4240124 best: 0.4240124 (591) total: 1m 21s remaining: 38.9s 592: learn: 0.4040754 test: 0.4240123 best: 0.4240123 (592) total: 1m 21s remaining: 38.8s 593: learn: 0.4040753 test: 0.4240123 best: 0.4240123 (592) total: 1m 21s remaining: 38.6s 594: learn: 0.4040753 test: 0.4240124 best: 0.4240123 (592) total: 1m 21s remaining: 38.5s 595: learn: 0.4040740 test: 0.4240124 best: 0.4240123 (592) total: 1m 21s remaining: 38.4s 596: learn: 0.4040719 test: 0.4240135 best: 0.4240123 (592) total: 1m 22s remaining: 38.2s 597: learn: 0.4040719 test: 0.4240134 best: 0.4240123 (592) total: 1m 22s remaining: 38s 598: learn: 0.4040719 test: 0.4240135 best: 0.4240123 (592) total: 1m 22s remaining: 37.9s 599: learn: 0.4040719 test: 0.4240136 best: 0.4240123 (592) total: 1m 22s remaining: 37.7s 600: learn: 0.4040701 test: 0.4240129 best: 0.4240123 (592) total: 1m 22s remaining: 37.6s 601: learn: 0.4040643 test: 0.4240178 best: 0.4240123 (592) total: 1m 22s remaining: 37.4s 602: learn: 0.4040580 test: 0.4240236 best: 0.4240123 (592) total: 1m 22s remaining: 37.3s 603: learn: 0.4040481 test: 0.4240255 best: 0.4240123 (592) total: 1m 22s remaining: 37.2s 604: learn: 0.4040481 test: 0.4240255 best: 0.4240123 (592) total: 1m 23s remaining: 37.1s 605: learn: 0.4040469 test: 0.4240255 best: 0.4240123 (592) total: 1m 23s remaining: 37s 606: learn: 0.4040469 test: 0.4240256 best: 0.4240123 (592) total: 1m 23s remaining: 36.9s 607: learn: 0.4040457 test: 0.4240256 best: 0.4240123 (592) total: 1m 23s remaining: 36.8s 608: learn: 0.4040457 test: 0.4240256 best: 0.4240123 (592) total: 1m 23s remaining: 36.6s 609: learn: 0.4040457 test: 0.4240257 best: 0.4240123 (592) total: 1m 24s remaining: 36.5s 610: learn: 0.4040445 test: 0.4240256 best: 0.4240123 (592) total: 1m 24s remaining: 36.4s 611: learn: 0.4040434 test: 0.4240256 best: 0.4240123 (592) total: 1m 24s remaining: 36.3s 612: learn: 0.4040434 test: 0.4240256 best: 0.4240123 (592) total: 1m 24s remaining: 36.1s 613: learn: 0.4037358 test: 0.4237839 best: 0.4237839 (613) total: 1m 24s remaining: 36s 614: learn: 0.4037320 test: 0.4237831 best: 0.4237831 (614) total: 1m 24s remaining: 35.9s 615: learn: 0.4037318 test: 0.4237840 best: 0.4237831 (614) total: 1m 25s remaining: 35.8s 616: learn: 0.4037309 test: 0.4237847 best: 0.4237831 (614) total: 1m 25s remaining: 35.7s 617: learn: 0.4037308 test: 0.4237845 best: 0.4237831 (614) total: 1m 25s remaining: 35.6s 618: learn: 0.4037296 test: 0.4237840 best: 0.4237831 (614) total: 1m 25s remaining: 35.5s 619: learn: 0.4037295 test: 0.4237840 best: 0.4237831 (614) total: 1m 25s remaining: 35.4s 620: learn: 0.4037295 test: 0.4237840 best: 0.4237831 (614) total: 1m 26s remaining: 35.2s 621: learn: 0.4037285 test: 0.4237840 best: 0.4237831 (614) total: 1m 26s remaining: 35.1s 622: learn: 0.4034386 test: 0.4236380 best: 0.4236380 (622) total: 1m 26s remaining: 35s 623: learn: 0.4034384 test: 0.4236390 best: 0.4236380 (622) total: 1m 26s remaining: 34.9s 624: learn: 0.4034373 test: 0.4236394 best: 0.4236380 (622) total: 1m 26s remaining: 34.7s 625: learn: 0.4034373 test: 0.4236395 best: 0.4236380 (622) total: 1m 26s remaining: 34.6s 626: learn: 0.4034373 test: 0.4236395 best: 0.4236380 (622) total: 1m 27s remaining: 34.4s 627: learn: 0.4034372 test: 0.4236394 best: 0.4236380 (622) total: 1m 27s remaining: 34.3s 628: learn: 0.4030831 test: 0.4234541 best: 0.4234541 (628) total: 1m 27s remaining: 34.2s 629: learn: 0.4030831 test: 0.4234539 best: 0.4234539 (629) total: 1m 27s remaining: 34s 630: learn: 0.4030828 test: 0.4234545 best: 0.4234539 (629) total: 1m 27s remaining: 33.9s 631: learn: 0.4030827 test: 0.4234551 best: 0.4234539 (629) total: 1m 27s remaining: 33.8s 632: learn: 0.4030817 test: 0.4234561 best: 0.4234539 (629) total: 1m 28s remaining: 33.7s 633: learn: 0.4030816 test: 0.4234560 best: 0.4234539 (629) total: 1m 28s remaining: 33.5s 634: learn: 0.4030815 test: 0.4234563 best: 0.4234539 (629) total: 1m 28s remaining: 33.4s 635: learn: 0.4030802 test: 0.4234565 best: 0.4234539 (629) total: 1m 28s remaining: 33.3s 636: learn: 0.4030801 test: 0.4234571 best: 0.4234539 (629) total: 1m 28s remaining: 33.1s 637: learn: 0.4030801 test: 0.4234572 best: 0.4234539 (629) total: 1m 28s remaining: 33s 638: learn: 0.4030791 test: 0.4234582 best: 0.4234539 (629) total: 1m 28s remaining: 32.9s 639: learn: 0.4030556 test: 0.4234362 best: 0.4234362 (639) total: 1m 29s remaining: 32.7s 640: learn: 0.4030555 test: 0.4234369 best: 0.4234362 (639) total: 1m 29s remaining: 32.6s 641: learn: 0.4030025 test: 0.4234350 best: 0.4234350 (641) total: 1m 29s remaining: 32.5s 642: learn: 0.4029696 test: 0.4234260 best: 0.4234260 (642) total: 1m 29s remaining: 32.4s 643: learn: 0.4029695 test: 0.4234262 best: 0.4234260 (642) total: 1m 29s remaining: 32.2s 644: learn: 0.4029695 test: 0.4234268 best: 0.4234260 (642) total: 1m 30s remaining: 32.1s 645: learn: 0.4029694 test: 0.4234268 best: 0.4234260 (642) total: 1m 30s remaining: 32s 646: learn: 0.4029686 test: 0.4234267 best: 0.4234260 (642) total: 1m 30s remaining: 31.9s 647: learn: 0.4029677 test: 0.4234267 best: 0.4234260 (642) total: 1m 30s remaining: 31.8s 648: learn: 0.4029677 test: 0.4234267 best: 0.4234260 (642) total: 1m 30s remaining: 31.7s 649: learn: 0.4028581 test: 0.4234096 best: 0.4234096 (649) total: 1m 31s remaining: 31.6s 650: learn: 0.4028577 test: 0.4234097 best: 0.4234096 (649) total: 1m 31s remaining: 31.4s 651: learn: 0.4028577 test: 0.4234098 best: 0.4234096 (649) total: 1m 31s remaining: 31.3s 652: learn: 0.4028576 test: 0.4234101 best: 0.4234096 (649) total: 1m 31s remaining: 31.2s 653: learn: 0.4028576 test: 0.4234102 best: 0.4234096 (649) total: 1m 31s remaining: 31s 654: learn: 0.4028575 test: 0.4234108 best: 0.4234096 (649) total: 1m 32s remaining: 30.9s 655: learn: 0.4028575 test: 0.4234108 best: 0.4234096 (649) total: 1m 32s remaining: 30.7s 656: learn: 0.4028574 test: 0.4234114 best: 0.4234096 (649) total: 1m 32s remaining: 30.6s 657: learn: 0.4028574 test: 0.4234114 best: 0.4234096 (649) total: 1m 32s remaining: 30.4s 658: learn: 0.4028574 test: 0.4234114 best: 0.4234096 (649) total: 1m 32s remaining: 30.3s 659: learn: 0.4028529 test: 0.4234137 best: 0.4234096 (649) total: 1m 32s remaining: 30.2s 660: learn: 0.4028528 test: 0.4234143 best: 0.4234096 (649) total: 1m 32s remaining: 30s 661: learn: 0.4028520 test: 0.4234142 best: 0.4234096 (649) total: 1m 32s remaining: 29.9s 662: learn: 0.4028519 test: 0.4234146 best: 0.4234096 (649) total: 1m 33s remaining: 29.8s 663: learn: 0.4028361 test: 0.4234125 best: 0.4234096 (649) total: 1m 33s remaining: 29.6s 664: learn: 0.4028361 test: 0.4234128 best: 0.4234096 (649) total: 1m 33s remaining: 29.5s 665: learn: 0.4028348 test: 0.4234118 best: 0.4234096 (649) total: 1m 33s remaining: 29.4s 666: learn: 0.4028348 test: 0.4234118 best: 0.4234096 (649) total: 1m 33s remaining: 29.2s 667: learn: 0.4028347 test: 0.4234121 best: 0.4234096 (649) total: 1m 33s remaining: 29.1s 668: learn: 0.4028346 test: 0.4234131 best: 0.4234096 (649) total: 1m 34s remaining: 29s 669: learn: 0.4028346 test: 0.4234131 best: 0.4234096 (649) total: 1m 34s remaining: 28.9s 670: learn: 0.4028346 test: 0.4234132 best: 0.4234096 (649) total: 1m 34s remaining: 28.7s 671: learn: 0.4028344 test: 0.4234134 best: 0.4234096 (649) total: 1m 34s remaining: 28.6s 672: learn: 0.4028344 test: 0.4234135 best: 0.4234096 (649) total: 1m 34s remaining: 28.4s 673: learn: 0.4028344 test: 0.4234135 best: 0.4234096 (649) total: 1m 34s remaining: 28.3s 674: learn: 0.4028337 test: 0.4234143 best: 0.4234096 (649) total: 1m 34s remaining: 28.1s 675: learn: 0.4028336 test: 0.4234147 best: 0.4234096 (649) total: 1m 35s remaining: 28s 676: learn: 0.4028329 test: 0.4234155 best: 0.4234096 (649) total: 1m 35s remaining: 27.9s 677: learn: 0.4028329 test: 0.4234155 best: 0.4234096 (649) total: 1m 35s remaining: 27.7s 678: learn: 0.4028323 test: 0.4234162 best: 0.4234096 (649) total: 1m 35s remaining: 27.5s 679: learn: 0.4028316 test: 0.4234163 best: 0.4234096 (649) total: 1m 35s remaining: 27.4s 680: learn: 0.4028315 test: 0.4234161 best: 0.4234096 (649) total: 1m 35s remaining: 27.3s 681: learn: 0.4028315 test: 0.4234161 best: 0.4234096 (649) total: 1m 35s remaining: 27.1s 682: learn: 0.4028308 test: 0.4234161 best: 0.4234096 (649) total: 1m 36s remaining: 27s 683: learn: 0.4028301 test: 0.4234161 best: 0.4234096 (649) total: 1m 36s remaining: 26.9s 684: learn: 0.4028294 test: 0.4234160 best: 0.4234096 (649) total: 1m 36s remaining: 26.7s 685: learn: 0.4028287 test: 0.4234160 best: 0.4234096 (649) total: 1m 36s remaining: 26.6s 686: learn: 0.4028256 test: 0.4234152 best: 0.4234096 (649) total: 1m 36s remaining: 26.4s 687: learn: 0.4028252 test: 0.4234156 best: 0.4234096 (649) total: 1m 36s remaining: 26.3s 688: learn: 0.4028252 test: 0.4234156 best: 0.4234096 (649) total: 1m 36s remaining: 26.2s 689: learn: 0.4028252 test: 0.4234156 best: 0.4234096 (649) total: 1m 37s remaining: 26s 690: learn: 0.4028251 test: 0.4234160 best: 0.4234096 (649) total: 1m 37s remaining: 25.9s 691: learn: 0.4028251 test: 0.4234160 best: 0.4234096 (649) total: 1m 37s remaining: 25.8s 692: learn: 0.4028251 test: 0.4234161 best: 0.4234096 (649) total: 1m 37s remaining: 25.6s 693: learn: 0.4028160 test: 0.4234163 best: 0.4234096 (649) total: 1m 37s remaining: 25.5s 694: learn: 0.4028155 test: 0.4234170 best: 0.4234096 (649) total: 1m 37s remaining: 25.4s 695: learn: 0.4028148 test: 0.4234170 best: 0.4234096 (649) total: 1m 38s remaining: 25.2s 696: learn: 0.4028148 test: 0.4234170 best: 0.4234096 (649) total: 1m 38s remaining: 25.1s 697: learn: 0.4028148 test: 0.4234171 best: 0.4234096 (649) total: 1m 38s remaining: 24.9s 698: learn: 0.4028142 test: 0.4234171 best: 0.4234096 (649) total: 1m 38s remaining: 24.8s 699: learn: 0.4028048 test: 0.4234175 best: 0.4234096 (649) total: 1m 38s remaining: 24.7s 700: learn: 0.4025757 test: 0.4232912 best: 0.4232912 (700) total: 1m 38s remaining: 24.5s 701: learn: 0.4023071 test: 0.4230988 best: 0.4230988 (701) total: 1m 39s remaining: 24.4s 702: learn: 0.4022988 test: 0.4231005 best: 0.4230988 (701) total: 1m 39s remaining: 24.3s 703: learn: 0.4022987 test: 0.4231004 best: 0.4230988 (701) total: 1m 39s remaining: 24.1s 704: learn: 0.4022985 test: 0.4231004 best: 0.4230988 (701) total: 1m 39s remaining: 24s 705: learn: 0.4022983 test: 0.4231008 best: 0.4230988 (701) total: 1m 39s remaining: 23.9s 706: learn: 0.4022983 test: 0.4231008 best: 0.4230988 (701) total: 1m 39s remaining: 23.7s 707: learn: 0.4022782 test: 0.4230757 best: 0.4230757 (707) total: 1m 39s remaining: 23.6s 708: learn: 0.4022666 test: 0.4230739 best: 0.4230739 (708) total: 1m 40s remaining: 23.4s 709: learn: 0.4021603 test: 0.4230253 best: 0.4230253 (709) total: 1m 40s remaining: 23.3s 710: learn: 0.4021595 test: 0.4230270 best: 0.4230253 (709) total: 1m 40s remaining: 23.2s 711: learn: 0.4021573 test: 0.4230247 best: 0.4230247 (711) total: 1m 40s remaining: 23s 712: learn: 0.4020619 test: 0.4229782 best: 0.4229782 (712) total: 1m 40s remaining: 22.9s 713: learn: 0.4020618 test: 0.4229782 best: 0.4229782 (712) total: 1m 40s remaining: 22.8s 714: learn: 0.4020618 test: 0.4229786 best: 0.4229782 (712) total: 1m 41s remaining: 22.6s 715: learn: 0.4020617 test: 0.4229786 best: 0.4229782 (712) total: 1m 41s remaining: 22.5s 716: learn: 0.4020387 test: 0.4229717 best: 0.4229717 (716) total: 1m 41s remaining: 22.4s 717: learn: 0.4020387 test: 0.4229723 best: 0.4229717 (716) total: 1m 41s remaining: 22.2s 718: learn: 0.4020385 test: 0.4229724 best: 0.4229717 (716) total: 1m 41s remaining: 22.1s 719: learn: 0.4020384 test: 0.4229724 best: 0.4229717 (716) total: 1m 41s remaining: 21.9s 720: learn: 0.4020384 test: 0.4229724 best: 0.4229717 (716) total: 1m 42s remaining: 21.8s 721: learn: 0.4020115 test: 0.4229640 best: 0.4229640 (721) total: 1m 42s remaining: 21.7s 722: learn: 0.4020114 test: 0.4229643 best: 0.4229640 (721) total: 1m 42s remaining: 21.5s 723: learn: 0.4020109 test: 0.4229644 best: 0.4229640 (721) total: 1m 42s remaining: 21.4s 724: learn: 0.4020108 test: 0.4229644 best: 0.4229640 (721) total: 1m 42s remaining: 21.3s 725: learn: 0.4020106 test: 0.4229644 best: 0.4229640 (721) total: 1m 42s remaining: 21.1s 726: learn: 0.4020103 test: 0.4229644 best: 0.4229640 (721) total: 1m 43s remaining: 21s 727: learn: 0.4020103 test: 0.4229644 best: 0.4229640 (721) total: 1m 43s remaining: 20.8s 728: learn: 0.4020103 test: 0.4229644 best: 0.4229640 (721) total: 1m 43s remaining: 20.7s 729: learn: 0.4020103 test: 0.4229644 best: 0.4229640 (721) total: 1m 43s remaining: 20.6s 730: learn: 0.4020091 test: 0.4229628 best: 0.4229628 (730) total: 1m 43s remaining: 20.4s 731: learn: 0.4020091 test: 0.4229628 best: 0.4229628 (730) total: 1m 43s remaining: 20.3s 732: learn: 0.4020089 test: 0.4229633 best: 0.4229628 (730) total: 1m 44s remaining: 20.2s 733: learn: 0.4020089 test: 0.4229637 best: 0.4229628 (730) total: 1m 44s remaining: 20s 734: learn: 0.4020086 test: 0.4229639 best: 0.4229628 (730) total: 1m 44s remaining: 19.9s 735: learn: 0.4020086 test: 0.4229641 best: 0.4229628 (730) total: 1m 44s remaining: 19.7s 736: learn: 0.4020086 test: 0.4229641 best: 0.4229628 (730) total: 1m 44s remaining: 19.6s 737: learn: 0.4020042 test: 0.4229639 best: 0.4229628 (730) total: 1m 44s remaining: 19.4s 738: learn: 0.4020041 test: 0.4229641 best: 0.4229628 (730) total: 1m 44s remaining: 19.3s 739: learn: 0.4020040 test: 0.4229643 best: 0.4229628 (730) total: 1m 45s remaining: 19.2s 740: learn: 0.4020037 test: 0.4229647 best: 0.4229628 (730) total: 1m 45s remaining: 19s 741: learn: 0.4020035 test: 0.4229647 best: 0.4229628 (730) total: 1m 45s remaining: 18.9s 742: learn: 0.4020035 test: 0.4229651 best: 0.4229628 (730) total: 1m 45s remaining: 18.7s 743: learn: 0.4020035 test: 0.4229653 best: 0.4229628 (730) total: 1m 45s remaining: 18.6s 744: learn: 0.4020035 test: 0.4229653 best: 0.4229628 (730) total: 1m 45s remaining: 18.5s 745: learn: 0.4020035 test: 0.4229653 best: 0.4229628 (730) total: 1m 45s remaining: 18.3s 746: learn: 0.4019967 test: 0.4229646 best: 0.4229628 (730) total: 1m 45s remaining: 18.2s 747: learn: 0.4019961 test: 0.4229646 best: 0.4229628 (730) total: 1m 46s remaining: 18s 748: learn: 0.4019955 test: 0.4229646 best: 0.4229628 (730) total: 1m 46s remaining: 17.9s 749: learn: 0.4019955 test: 0.4229646 best: 0.4229628 (730) total: 1m 46s remaining: 17.7s 750: learn: 0.4019955 test: 0.4229646 best: 0.4229628 (730) total: 1m 46s remaining: 17.6s 751: learn: 0.4019955 test: 0.4229647 best: 0.4229628 (730) total: 1m 46s remaining: 17.5s 752: learn: 0.4019952 test: 0.4229647 best: 0.4229628 (730) total: 1m 46s remaining: 17.3s 753: learn: 0.4019952 test: 0.4229648 best: 0.4229628 (730) total: 1m 46s remaining: 17.2s 754: learn: 0.4019949 test: 0.4229649 best: 0.4229628 (730) total: 1m 47s remaining: 17s 755: learn: 0.4019949 test: 0.4229649 best: 0.4229628 (730) total: 1m 47s remaining: 16.9s 756: learn: 0.4019945 test: 0.4229654 best: 0.4229628 (730) total: 1m 47s remaining: 16.8s 757: learn: 0.4019944 test: 0.4229655 best: 0.4229628 (730) total: 1m 47s remaining: 16.6s 758: learn: 0.4019944 test: 0.4229655 best: 0.4229628 (730) total: 1m 47s remaining: 16.5s 759: learn: 0.4019944 test: 0.4229656 best: 0.4229628 (730) total: 1m 48s remaining: 16.4s 760: learn: 0.4019939 test: 0.4229655 best: 0.4229628 (730) total: 1m 48s remaining: 16.2s 761: learn: 0.4019937 test: 0.4229656 best: 0.4229628 (730) total: 1m 48s remaining: 16.1s 762: learn: 0.4019936 test: 0.4229656 best: 0.4229628 (730) total: 1m 48s remaining: 15.9s 763: learn: 0.4019932 test: 0.4229655 best: 0.4229628 (730) total: 1m 48s remaining: 15.8s 764: learn: 0.4019927 test: 0.4229655 best: 0.4229628 (730) total: 1m 48s remaining: 15.7s 765: learn: 0.4019927 test: 0.4229655 best: 0.4229628 (730) total: 1m 49s remaining: 15.5s 766: learn: 0.4019922 test: 0.4229654 best: 0.4229628 (730) total: 1m 49s remaining: 15.4s 767: learn: 0.4019922 test: 0.4229655 best: 0.4229628 (730) total: 1m 49s remaining: 15.2s 768: learn: 0.4019922 test: 0.4229655 best: 0.4229628 (730) total: 1m 49s remaining: 15.1s 769: learn: 0.4019824 test: 0.4229665 best: 0.4229628 (730) total: 1m 49s remaining: 15s 770: learn: 0.4019824 test: 0.4229665 best: 0.4229628 (730) total: 1m 49s remaining: 14.8s 771: learn: 0.4019823 test: 0.4229666 best: 0.4229628 (730) total: 1m 49s remaining: 14.7s 772: learn: 0.4019822 test: 0.4229674 best: 0.4229628 (730) total: 1m 50s remaining: 14.5s 773: learn: 0.4019822 test: 0.4229674 best: 0.4229628 (730) total: 1m 50s remaining: 14.4s 774: learn: 0.4019822 test: 0.4229673 best: 0.4229628 (730) total: 1m 50s remaining: 14.2s 775: learn: 0.4019821 test: 0.4229673 best: 0.4229628 (730) total: 1m 50s remaining: 14.1s 776: learn: 0.4019820 test: 0.4229673 best: 0.4229628 (730) total: 1m 50s remaining: 13.9s 777: learn: 0.4019817 test: 0.4229677 best: 0.4229628 (730) total: 1m 50s remaining: 13.8s 778: learn: 0.4019807 test: 0.4229679 best: 0.4229628 (730) total: 1m 50s remaining: 13.7s 779: learn: 0.4019806 test: 0.4229679 best: 0.4229628 (730) total: 1m 50s remaining: 13.5s 780: learn: 0.4019801 test: 0.4229678 best: 0.4229628 (730) total: 1m 51s remaining: 13.4s 781: learn: 0.4019799 test: 0.4229679 best: 0.4229628 (730) total: 1m 51s remaining: 13.2s 782: learn: 0.4019799 test: 0.4229679 best: 0.4229628 (730) total: 1m 51s remaining: 13.1s 783: learn: 0.4019799 test: 0.4229680 best: 0.4229628 (730) total: 1m 51s remaining: 12.9s 784: learn: 0.4019799 test: 0.4229681 best: 0.4229628 (730) total: 1m 51s remaining: 12.8s 785: learn: 0.4019799 test: 0.4229681 best: 0.4229628 (730) total: 1m 51s remaining: 12.7s 786: learn: 0.4019774 test: 0.4229652 best: 0.4229628 (730) total: 1m 51s remaining: 12.5s 787: learn: 0.4019774 test: 0.4229652 best: 0.4229628 (730) total: 1m 52s remaining: 12.4s 788: learn: 0.4019773 test: 0.4229653 best: 0.4229628 (730) total: 1m 52s remaining: 12.2s 789: learn: 0.4019722 test: 0.4229699 best: 0.4229628 (730) total: 1m 52s remaining: 12.1s 790: learn: 0.4019722 test: 0.4229699 best: 0.4229628 (730) total: 1m 52s remaining: 11.9s 791: learn: 0.4019722 test: 0.4229699 best: 0.4229628 (730) total: 1m 52s remaining: 11.8s 792: learn: 0.4016568 test: 0.4227877 best: 0.4227877 (792) total: 1m 52s remaining: 11.6s 793: learn: 0.4016548 test: 0.4227864 best: 0.4227864 (793) total: 1m 52s remaining: 11.5s 794: learn: 0.4016544 test: 0.4227864 best: 0.4227864 (793) total: 1m 52s remaining: 11.4s 795: learn: 0.4016544 test: 0.4227864 best: 0.4227864 (793) total: 1m 53s remaining: 11.2s 796: learn: 0.4016540 test: 0.4227865 best: 0.4227864 (793) total: 1m 53s remaining: 11.1s 797: learn: 0.4016536 test: 0.4227864 best: 0.4227864 (793) total: 1m 53s remaining: 11s 798: learn: 0.4016536 test: 0.4227865 best: 0.4227864 (793) total: 1m 53s remaining: 10.8s 799: learn: 0.4016536 test: 0.4227865 best: 0.4227864 (793) total: 1m 53s remaining: 10.7s 800: learn: 0.4016100 test: 0.4227646 best: 0.4227646 (800) total: 1m 53s remaining: 10.5s 801: learn: 0.4016100 test: 0.4227647 best: 0.4227646 (800) total: 1m 54s remaining: 10.4s 802: learn: 0.4016100 test: 0.4227647 best: 0.4227646 (800) total: 1m 54s remaining: 10.2s 803: learn: 0.4016095 test: 0.4227647 best: 0.4227646 (800) total: 1m 54s remaining: 10.1s 804: learn: 0.4016091 test: 0.4227651 best: 0.4227646 (800) total: 1m 54s remaining: 9.97s 805: learn: 0.4016091 test: 0.4227652 best: 0.4227646 (800) total: 1m 54s remaining: 9.83s 806: learn: 0.4016091 test: 0.4227656 best: 0.4227646 (800) total: 1m 55s remaining: 9.69s 807: learn: 0.4016090 test: 0.4227657 best: 0.4227646 (800) total: 1m 55s remaining: 9.55s 808: learn: 0.4016090 test: 0.4227657 best: 0.4227646 (800) total: 1m 55s remaining: 9.41s 809: learn: 0.4016075 test: 0.4227656 best: 0.4227646 (800) total: 1m 55s remaining: 9.27s 810: learn: 0.4016075 test: 0.4227656 best: 0.4227646 (800) total: 1m 55s remaining: 9.12s 811: learn: 0.4016075 test: 0.4227657 best: 0.4227646 (800) total: 1m 55s remaining: 8.98s 812: learn: 0.4016075 test: 0.4227657 best: 0.4227646 (800) total: 1m 55s remaining: 8.83s 813: learn: 0.4016071 test: 0.4227657 best: 0.4227646 (800) total: 1m 55s remaining: 8.69s 814: learn: 0.4016067 test: 0.4227662 best: 0.4227646 (800) total: 1m 56s remaining: 8.54s 815: learn: 0.4016067 test: 0.4227662 best: 0.4227646 (800) total: 1m 56s remaining: 8.4s 816: learn: 0.4015766 test: 0.4227611 best: 0.4227611 (816) total: 1m 56s remaining: 8.26s 817: learn: 0.4015766 test: 0.4227610 best: 0.4227610 (817) total: 1m 56s remaining: 8.12s 818: learn: 0.4015762 test: 0.4227617 best: 0.4227610 (817) total: 1m 56s remaining: 7.97s 819: learn: 0.4015715 test: 0.4227669 best: 0.4227610 (817) total: 1m 56s remaining: 7.83s 820: learn: 0.4015715 test: 0.4227669 best: 0.4227610 (817) total: 1m 56s remaining: 7.68s 821: learn: 0.4015715 test: 0.4227669 best: 0.4227610 (817) total: 1m 56s remaining: 7.54s 822: learn: 0.4015715 test: 0.4227669 best: 0.4227610 (817) total: 1m 57s remaining: 7.4s 823: learn: 0.4015715 test: 0.4227670 best: 0.4227610 (817) total: 1m 57s remaining: 7.26s 824: learn: 0.4015715 test: 0.4227670 best: 0.4227610 (817) total: 1m 57s remaining: 7.11s 825: learn: 0.4015706 test: 0.4227673 best: 0.4227610 (817) total: 1m 57s remaining: 6.97s 826: learn: 0.4015702 test: 0.4227679 best: 0.4227610 (817) total: 1m 57s remaining: 6.83s 827: learn: 0.4015482 test: 0.4227637 best: 0.4227610 (817) total: 1m 57s remaining: 6.69s 828: learn: 0.4015482 test: 0.4227638 best: 0.4227610 (817) total: 1m 57s remaining: 6.54s 829: learn: 0.4015481 test: 0.4227638 best: 0.4227610 (817) total: 1m 58s remaining: 6.4s 830: learn: 0.4015481 test: 0.4227638 best: 0.4227610 (817) total: 1m 58s remaining: 6.25s 831: learn: 0.4015481 test: 0.4227638 best: 0.4227610 (817) total: 1m 58s remaining: 6.11s 832: learn: 0.4015481 test: 0.4227638 best: 0.4227610 (817) total: 1m 58s remaining: 5.96s 833: learn: 0.4015481 test: 0.4227638 best: 0.4227610 (817) total: 1m 58s remaining: 5.82s 834: learn: 0.4015481 test: 0.4227638 best: 0.4227610 (817) total: 1m 58s remaining: 5.67s 835: learn: 0.4015480 test: 0.4227638 best: 0.4227610 (817) total: 1m 58s remaining: 5.53s 836: learn: 0.4013004 test: 0.4225549 best: 0.4225549 (836) total: 1m 58s remaining: 5.39s 837: learn: 0.4013000 test: 0.4225551 best: 0.4225549 (836) total: 1m 58s remaining: 5.25s 838: learn: 0.4012983 test: 0.4225549 best: 0.4225549 (836) total: 1m 59s remaining: 5.11s 839: learn: 0.4012976 test: 0.4225550 best: 0.4225549 (836) total: 1m 59s remaining: 4.97s 840: learn: 0.4012972 test: 0.4225546 best: 0.4225546 (840) total: 1m 59s remaining: 4.83s 841: learn: 0.4012943 test: 0.4225539 best: 0.4225539 (841) total: 1m 59s remaining: 4.69s 842: learn: 0.4012943 test: 0.4225539 best: 0.4225539 (842) total: 1m 59s remaining: 4.54s 843: learn: 0.4012943 test: 0.4225539 best: 0.4225539 (843) total: 1m 59s remaining: 4.4s 844: learn: 0.4012943 test: 0.4225539 best: 0.4225539 (844) total: 2m remaining: 4.26s 845: learn: 0.4012939 test: 0.4225540 best: 0.4225539 (844) total: 2m remaining: 4.12s 846: learn: 0.4012939 test: 0.4225546 best: 0.4225539 (844) total: 2m remaining: 3.98s 847: learn: 0.4012938 test: 0.4225551 best: 0.4225539 (844) total: 2m remaining: 3.84s 848: learn: 0.4012938 test: 0.4225558 best: 0.4225539 (844) total: 2m remaining: 3.69s 849: learn: 0.4012938 test: 0.4225558 best: 0.4225539 (844) total: 2m remaining: 3.55s 850: learn: 0.4012938 test: 0.4225558 best: 0.4225539 (844) total: 2m remaining: 3.41s 851: learn: 0.4012933 test: 0.4225562 best: 0.4225539 (844) total: 2m 1s remaining: 3.27s 852: learn: 0.4012930 test: 0.4225562 best: 0.4225539 (844) total: 2m 1s remaining: 3.13s 853: learn: 0.4012929 test: 0.4225562 best: 0.4225539 (844) total: 2m 1s remaining: 2.99s 854: learn: 0.4012926 test: 0.4225562 best: 0.4225539 (844) total: 2m 1s remaining: 2.85s 855: learn: 0.4012923 test: 0.4225562 best: 0.4225539 (844) total: 2m 1s remaining: 2.71s 856: learn: 0.4012923 test: 0.4225562 best: 0.4225539 (844) total: 2m 2s remaining: 2.56s 857: learn: 0.4012923 test: 0.4225562 best: 0.4225539 (844) total: 2m 2s remaining: 2.42s 858: learn: 0.4012923 test: 0.4225562 best: 0.4225539 (844) total: 2m 2s remaining: 2.28s 859: learn: 0.4012919 test: 0.4225562 best: 0.4225539 (844) total: 2m 2s remaining: 2.14s 860: learn: 0.4012919 test: 0.4225563 best: 0.4225539 (844) total: 2m 2s remaining: 2s 861: learn: 0.4012916 test: 0.4225563 best: 0.4225539 (844) total: 2m 3s remaining: 1.86s 862: learn: 0.4012916 test: 0.4225564 best: 0.4225539 (844) total: 2m 3s remaining: 1.71s 863: learn: 0.4012915 test: 0.4225564 best: 0.4225539 (844) total: 2m 3s remaining: 1.57s 864: learn: 0.4012915 test: 0.4225564 best: 0.4225539 (844) total: 2m 3s remaining: 1.43s 865: learn: 0.4012914 test: 0.4225566 best: 0.4225539 (844) total: 2m 3s remaining: 1.29s 866: learn: 0.4012914 test: 0.4225566 best: 0.4225539 (844) total: 2m 3s remaining: 1.14s 867: learn: 0.4012911 test: 0.4225566 best: 0.4225539 (844) total: 2m 4s remaining: 1s 868: learn: 0.4012910 test: 0.4225567 best: 0.4225539 (844) total: 2m 4s remaining: 858ms 869: learn: 0.4012906 test: 0.4225570 best: 0.4225539 (844) total: 2m 4s remaining: 715ms 870: learn: 0.4012906 test: 0.4225572 best: 0.4225539 (844) total: 2m 4s remaining: 572ms 871: learn: 0.4012903 test: 0.4225572 best: 0.4225539 (844) total: 2m 4s remaining: 429ms 872: learn: 0.4012903 test: 0.4225572 best: 0.4225539 (844) total: 2m 4s remaining: 286ms 873: learn: 0.4012903 test: 0.4225573 best: 0.4225539 (844) total: 2m 4s remaining: 143ms 874: learn: 0.4012901 test: 0.4225573 best: 0.4225539 (844) total: 2m 4s remaining: 0us bestTest = 0.4225539069 bestIteration = 844 Shrink model to first 845 iterations. [CV] learning_rate=0.1, l2_leaf_reg=4, iterations=875, depth=8, total= 2.1min [CV] learning_rate=0.1, l2_leaf_reg=4, iterations=875, depth=8 ....... 0: learn: 4.0372976 test: 4.0387976 best: 4.0387976 (0) total: 156ms remaining: 2m 16s 1: learn: 3.6442432 test: 3.6462921 best: 3.6462921 (1) total: 319ms remaining: 2m 19s 2: learn: 3.2892220 test: 3.2915275 best: 3.2915275 (2) total: 411ms remaining: 1m 59s 3: learn: 2.9726186 test: 2.9754262 best: 2.9754262 (3) total: 555ms remaining: 2m 4: learn: 2.6901524 test: 2.6930851 best: 2.6930851 (4) total: 694ms remaining: 2m 5: learn: 2.4338612 test: 2.4370256 best: 2.4370256 (5) total: 840ms remaining: 2m 1s 6: learn: 2.2047418 test: 2.2080299 best: 2.2080299 (6) total: 900ms remaining: 1m 51s 7: learn: 1.9988481 test: 2.0023637 best: 2.0023637 (7) total: 948ms remaining: 1m 42s 8: learn: 1.8149249 test: 1.8184916 best: 1.8184916 (8) total: 1.09s remaining: 1m 44s 9: learn: 1.6517341 test: 1.6554179 best: 1.6554179 (9) total: 1.24s remaining: 1m 47s 10: learn: 1.5057052 test: 1.5094736 best: 1.5094736 (10) total: 1.29s remaining: 1m 41s 11: learn: 1.3766661 test: 1.3805756 best: 1.3805756 (11) total: 1.42s remaining: 1m 42s 12: learn: 1.2605763 test: 1.2647651 best: 1.2647651 (12) total: 1.56s remaining: 1m 43s 13: learn: 1.1584594 test: 1.1626806 best: 1.1626806 (13) total: 1.62s remaining: 1m 39s 14: learn: 1.0681694 test: 1.0725486 best: 1.0725486 (14) total: 1.76s remaining: 1m 40s 15: learn: 0.9881799 test: 0.9926124 best: 0.9926124 (15) total: 1.91s remaining: 1m 42s 16: learn: 0.9171339 test: 0.9216056 best: 0.9216056 (16) total: 2.05s remaining: 1m 43s 17: learn: 0.8554973 test: 0.8601042 best: 0.8601042 (17) total: 2.12s remaining: 1m 40s 18: learn: 0.8023989 test: 0.8069681 best: 0.8069681 (18) total: 2.27s remaining: 1m 42s 19: learn: 0.7562894 test: 0.7608027 best: 0.7608027 (19) total: 2.34s remaining: 1m 39s 20: learn: 0.7151279 test: 0.7195983 best: 0.7195983 (20) total: 2.48s remaining: 1m 40s 21: learn: 0.6814594 test: 0.6858430 best: 0.6858430 (21) total: 2.53s remaining: 1m 37s 22: learn: 0.6517444 test: 0.6560721 best: 0.6560721 (22) total: 2.86s remaining: 1m 45s 23: learn: 0.6230344 test: 0.6273586 best: 0.6273586 (23) total: 3.13s remaining: 1m 51s 24: learn: 0.5974931 test: 0.6014315 best: 0.6014315 (24) total: 3.36s remaining: 1m 54s 25: learn: 0.5756555 test: 0.5794672 best: 0.5794672 (25) total: 3.6s remaining: 1m 57s 26: learn: 0.5568651 test: 0.5607672 best: 0.5607672 (26) total: 3.86s remaining: 2m 1s 27: learn: 0.5418807 test: 0.5455313 best: 0.5455313 (27) total: 4.09s remaining: 2m 3s 28: learn: 0.5286811 test: 0.5322882 best: 0.5322882 (28) total: 4.32s remaining: 2m 6s 29: learn: 0.5182947 test: 0.5217371 best: 0.5217371 (29) total: 4.46s remaining: 2m 5s 30: learn: 0.5081247 test: 0.5110381 best: 0.5110381 (30) total: 4.71s remaining: 2m 8s 31: learn: 0.4999670 test: 0.5027747 best: 0.5027747 (31) total: 4.93s remaining: 2m 9s 32: learn: 0.4919528 test: 0.4948731 best: 0.4948731 (32) total: 5.17s remaining: 2m 12s 33: learn: 0.4865155 test: 0.4894559 best: 0.4894559 (33) total: 5.32s remaining: 2m 11s 34: learn: 0.4821612 test: 0.4849575 best: 0.4849575 (34) total: 5.45s remaining: 2m 10s 35: learn: 0.4763252 test: 0.4792303 best: 0.4792303 (35) total: 5.67s remaining: 2m 12s 36: learn: 0.4730987 test: 0.4758589 best: 0.4758589 (36) total: 5.75s remaining: 2m 10s 37: learn: 0.4703258 test: 0.4730257 best: 0.4730257 (37) total: 5.9s remaining: 2m 9s 38: learn: 0.4667302 test: 0.4692748 best: 0.4692748 (38) total: 6.07s remaining: 2m 10s 39: learn: 0.4641607 test: 0.4666089 best: 0.4666089 (39) total: 6.23s remaining: 2m 10s 40: learn: 0.4621340 test: 0.4645616 best: 0.4645616 (40) total: 6.4s remaining: 2m 10s 41: learn: 0.4601302 test: 0.4624431 best: 0.4624431 (41) total: 6.57s remaining: 2m 10s 42: learn: 0.4587384 test: 0.4611927 best: 0.4611927 (42) total: 6.72s remaining: 2m 10s 43: learn: 0.4574625 test: 0.4599294 best: 0.4599294 (43) total: 6.88s remaining: 2m 9s 44: learn: 0.4559764 test: 0.4584170 best: 0.4584170 (44) total: 7.05s remaining: 2m 10s 45: learn: 0.4550027 test: 0.4575085 best: 0.4575085 (45) total: 7.21s remaining: 2m 9s 46: learn: 0.4541550 test: 0.4568389 best: 0.4568389 (46) total: 7.37s remaining: 2m 9s 47: learn: 0.4527411 test: 0.4557443 best: 0.4557443 (47) total: 7.52s remaining: 2m 9s 48: learn: 0.4514354 test: 0.4544243 best: 0.4544243 (48) total: 7.66s remaining: 2m 9s 49: learn: 0.4502005 test: 0.4533390 best: 0.4533390 (49) total: 7.79s remaining: 2m 8s 50: learn: 0.4495179 test: 0.4527143 best: 0.4527143 (50) total: 7.94s remaining: 2m 8s 51: learn: 0.4489816 test: 0.4521508 best: 0.4521508 (51) total: 8.09s remaining: 2m 8s 52: learn: 0.4474304 test: 0.4505057 best: 0.4505057 (52) total: 8.27s remaining: 2m 8s 53: learn: 0.4467272 test: 0.4498202 best: 0.4498202 (53) total: 8.43s remaining: 2m 8s 54: learn: 0.4464900 test: 0.4496401 best: 0.4496401 (54) total: 8.59s remaining: 2m 8s 55: learn: 0.4461679 test: 0.4493104 best: 0.4493104 (55) total: 8.65s remaining: 2m 6s 56: learn: 0.4458697 test: 0.4489982 best: 0.4489982 (56) total: 8.72s remaining: 2m 5s 57: learn: 0.4456888 test: 0.4487992 best: 0.4487992 (57) total: 8.82s remaining: 2m 4s 58: learn: 0.4454879 test: 0.4486011 best: 0.4486011 (58) total: 8.98s remaining: 2m 4s 59: learn: 0.4441068 test: 0.4471288 best: 0.4471288 (59) total: 9.15s remaining: 2m 4s 60: learn: 0.4440720 test: 0.4471016 best: 0.4471016 (60) total: 9.19s remaining: 2m 2s 61: learn: 0.4433027 test: 0.4463892 best: 0.4463892 (61) total: 9.35s remaining: 2m 2s 62: learn: 0.4432030 test: 0.4462828 best: 0.4462828 (62) total: 9.46s remaining: 2m 1s 63: learn: 0.4427683 test: 0.4458148 best: 0.4458148 (63) total: 9.61s remaining: 2m 1s 64: learn: 0.4427157 test: 0.4457625 best: 0.4457625 (64) total: 9.66s remaining: 2m 65: learn: 0.4418559 test: 0.4450045 best: 0.4450045 (65) total: 9.81s remaining: 2m 66: learn: 0.4418314 test: 0.4449738 best: 0.4449738 (66) total: 9.85s remaining: 1m 58s 67: learn: 0.4417822 test: 0.4449170 best: 0.4449170 (67) total: 9.91s remaining: 1m 57s 68: learn: 0.4417461 test: 0.4448664 best: 0.4448664 (68) total: 9.97s remaining: 1m 56s 69: learn: 0.4417410 test: 0.4448558 best: 0.4448558 (69) total: 10s remaining: 1m 54s 70: learn: 0.4416309 test: 0.4447772 best: 0.4447772 (70) total: 10.1s remaining: 1m 54s 71: learn: 0.4414501 test: 0.4444438 best: 0.4444438 (71) total: 10.2s remaining: 1m 53s 72: learn: 0.4402912 test: 0.4432028 best: 0.4432028 (72) total: 10.4s remaining: 1m 53s 73: learn: 0.4402525 test: 0.4431613 best: 0.4431613 (73) total: 10.4s remaining: 1m 52s 74: learn: 0.4401016 test: 0.4429978 best: 0.4429978 (74) total: 10.6s remaining: 1m 52s 75: learn: 0.4400692 test: 0.4429818 best: 0.4429818 (75) total: 10.6s remaining: 1m 51s 76: learn: 0.4392083 test: 0.4421398 best: 0.4421398 (76) total: 10.8s remaining: 1m 51s 77: learn: 0.4391743 test: 0.4421104 best: 0.4421104 (77) total: 10.8s remaining: 1m 50s 78: learn: 0.4389959 test: 0.4419361 best: 0.4419361 (78) total: 10.9s remaining: 1m 49s 79: learn: 0.4389867 test: 0.4419326 best: 0.4419326 (79) total: 10.9s remaining: 1m 48s 80: learn: 0.4383085 test: 0.4413035 best: 0.4413035 (80) total: 11.1s remaining: 1m 48s 81: learn: 0.4378833 test: 0.4409534 best: 0.4409534 (81) total: 11.2s remaining: 1m 48s 82: learn: 0.4378635 test: 0.4409447 best: 0.4409447 (82) total: 11.3s remaining: 1m 47s 83: learn: 0.4378369 test: 0.4409141 best: 0.4409141 (83) total: 11.3s remaining: 1m 46s 84: learn: 0.4377903 test: 0.4408652 best: 0.4408652 (84) total: 11.4s remaining: 1m 45s 85: learn: 0.4376978 test: 0.4408286 best: 0.4408286 (85) total: 11.5s remaining: 1m 45s 86: learn: 0.4376193 test: 0.4407478 best: 0.4407478 (86) total: 11.7s remaining: 1m 45s 87: learn: 0.4375919 test: 0.4407394 best: 0.4407394 (87) total: 11.8s remaining: 1m 45s 88: learn: 0.4374417 test: 0.4405685 best: 0.4405685 (88) total: 12s remaining: 1m 45s 89: learn: 0.4365049 test: 0.4399656 best: 0.4399656 (89) total: 12.1s remaining: 1m 45s 90: learn: 0.4365048 test: 0.4399662 best: 0.4399656 (89) total: 12.1s remaining: 1m 44s 91: learn: 0.4365045 test: 0.4399648 best: 0.4399648 (91) total: 12.2s remaining: 1m 43s 92: learn: 0.4357388 test: 0.4392274 best: 0.4392274 (92) total: 12.3s remaining: 1m 43s 93: learn: 0.4352044 test: 0.4388385 best: 0.4388385 (93) total: 12.5s remaining: 1m 43s 94: learn: 0.4351559 test: 0.4388390 best: 0.4388385 (93) total: 12.5s remaining: 1m 42s 95: learn: 0.4351475 test: 0.4388360 best: 0.4388360 (95) total: 12.6s remaining: 1m 41s 96: learn: 0.4351275 test: 0.4388177 best: 0.4388177 (96) total: 12.6s remaining: 1m 40s 97: learn: 0.4347381 test: 0.4384791 best: 0.4384791 (97) total: 12.7s remaining: 1m 40s 98: learn: 0.4346530 test: 0.4383774 best: 0.4383774 (98) total: 12.8s remaining: 1m 40s 99: learn: 0.4334203 test: 0.4372798 best: 0.4372798 (99) total: 13s remaining: 1m 40s 100: learn: 0.4333995 test: 0.4372785 best: 0.4372785 (100) total: 13s remaining: 1m 39s 101: learn: 0.4333680 test: 0.4372760 best: 0.4372760 (101) total: 13.1s remaining: 1m 39s 102: learn: 0.4328395 test: 0.4368499 best: 0.4368499 (102) total: 13.2s remaining: 1m 39s 103: learn: 0.4328301 test: 0.4368494 best: 0.4368494 (103) total: 13.3s remaining: 1m 38s 104: learn: 0.4327913 test: 0.4368399 best: 0.4368399 (104) total: 13.4s remaining: 1m 38s 105: learn: 0.4327682 test: 0.4368308 best: 0.4368308 (105) total: 13.5s remaining: 1m 37s 106: learn: 0.4323412 test: 0.4365021 best: 0.4365021 (106) total: 13.6s remaining: 1m 37s 107: learn: 0.4323409 test: 0.4364990 best: 0.4364990 (107) total: 13.6s remaining: 1m 36s 108: learn: 0.4322697 test: 0.4364874 best: 0.4364874 (108) total: 13.8s remaining: 1m 36s 109: learn: 0.4322481 test: 0.4364902 best: 0.4364874 (108) total: 13.8s remaining: 1m 36s 110: learn: 0.4322421 test: 0.4364815 best: 0.4364815 (110) total: 13.9s remaining: 1m 35s 111: learn: 0.4322394 test: 0.4364810 best: 0.4364810 (111) total: 13.9s remaining: 1m 34s 112: learn: 0.4322205 test: 0.4364784 best: 0.4364784 (112) total: 14s remaining: 1m 34s 113: learn: 0.4321796 test: 0.4364493 best: 0.4364493 (113) total: 14.1s remaining: 1m 33s 114: learn: 0.4321012 test: 0.4363772 best: 0.4363772 (114) total: 14.2s remaining: 1m 33s 115: learn: 0.4320749 test: 0.4363823 best: 0.4363772 (114) total: 14.3s remaining: 1m 33s 116: learn: 0.4316142 test: 0.4360135 best: 0.4360135 (116) total: 14.4s remaining: 1m 33s 117: learn: 0.4315983 test: 0.4360169 best: 0.4360135 (116) total: 14.5s remaining: 1m 32s 118: learn: 0.4310186 test: 0.4354926 best: 0.4354926 (118) total: 14.6s remaining: 1m 32s 119: learn: 0.4309793 test: 0.4355003 best: 0.4354926 (118) total: 14.8s remaining: 1m 32s 120: learn: 0.4309783 test: 0.4355011 best: 0.4354926 (118) total: 14.8s remaining: 1m 32s 121: learn: 0.4308819 test: 0.4354968 best: 0.4354926 (118) total: 15s remaining: 1m 32s 122: learn: 0.4308728 test: 0.4354964 best: 0.4354926 (118) total: 15s remaining: 1m 31s 123: learn: 0.4308219 test: 0.4355037 best: 0.4354926 (118) total: 15.3s remaining: 1m 32s 124: learn: 0.4307759 test: 0.4354798 best: 0.4354798 (124) total: 15.4s remaining: 1m 32s 125: learn: 0.4304696 test: 0.4352614 best: 0.4352614 (125) total: 15.6s remaining: 1m 32s 126: learn: 0.4304674 test: 0.4352628 best: 0.4352614 (125) total: 15.7s remaining: 1m 32s 127: learn: 0.4304596 test: 0.4352631 best: 0.4352614 (125) total: 15.9s remaining: 1m 32s 128: learn: 0.4304401 test: 0.4352678 best: 0.4352614 (125) total: 16s remaining: 1m 32s 129: learn: 0.4302383 test: 0.4350921 best: 0.4350921 (129) total: 16.2s remaining: 1m 32s 130: learn: 0.4302201 test: 0.4351010 best: 0.4350921 (129) total: 16.3s remaining: 1m 32s 131: learn: 0.4301875 test: 0.4351027 best: 0.4350921 (129) total: 16.5s remaining: 1m 32s 132: learn: 0.4301714 test: 0.4351123 best: 0.4350921 (129) total: 16.5s remaining: 1m 32s 133: learn: 0.4301589 test: 0.4351150 best: 0.4350921 (129) total: 16.7s remaining: 1m 32s 134: learn: 0.4301467 test: 0.4351094 best: 0.4350921 (129) total: 16.8s remaining: 1m 32s 135: learn: 0.4301275 test: 0.4351191 best: 0.4350921 (129) total: 17s remaining: 1m 32s 136: learn: 0.4300302 test: 0.4350304 best: 0.4350304 (136) total: 17.2s remaining: 1m 32s 137: learn: 0.4299762 test: 0.4350145 best: 0.4350145 (137) total: 17.4s remaining: 1m 32s 138: learn: 0.4299626 test: 0.4350246 best: 0.4350145 (137) total: 17.4s remaining: 1m 32s 139: learn: 0.4292519 test: 0.4344056 best: 0.4344056 (139) total: 17.6s remaining: 1m 32s 140: learn: 0.4292402 test: 0.4344040 best: 0.4344040 (140) total: 17.8s remaining: 1m 32s 141: learn: 0.4286589 test: 0.4338220 best: 0.4338220 (141) total: 18s remaining: 1m 32s 142: learn: 0.4285989 test: 0.4337879 best: 0.4337879 (142) total: 18.2s remaining: 1m 33s 143: learn: 0.4285854 test: 0.4337871 best: 0.4337871 (143) total: 18.3s remaining: 1m 33s 144: learn: 0.4285596 test: 0.4337935 best: 0.4337871 (143) total: 18.6s remaining: 1m 33s 145: learn: 0.4285390 test: 0.4338064 best: 0.4337871 (143) total: 18.8s remaining: 1m 33s 146: learn: 0.4285316 test: 0.4338142 best: 0.4337871 (143) total: 18.8s remaining: 1m 33s 147: learn: 0.4285077 test: 0.4338230 best: 0.4337871 (143) total: 19s remaining: 1m 33s 148: learn: 0.4284939 test: 0.4338308 best: 0.4337871 (143) total: 19.1s remaining: 1m 33s 149: learn: 0.4275779 test: 0.4329313 best: 0.4329313 (149) total: 19.3s remaining: 1m 33s 150: learn: 0.4274191 test: 0.4328722 best: 0.4328722 (150) total: 19.5s remaining: 1m 33s 151: learn: 0.4273964 test: 0.4328598 best: 0.4328598 (151) total: 19.7s remaining: 1m 33s 152: learn: 0.4273823 test: 0.4328537 best: 0.4328537 (152) total: 19.9s remaining: 1m 33s 153: learn: 0.4273450 test: 0.4328734 best: 0.4328537 (152) total: 20.1s remaining: 1m 34s 154: learn: 0.4272975 test: 0.4328681 best: 0.4328537 (152) total: 20.3s remaining: 1m 34s 155: learn: 0.4267541 test: 0.4324375 best: 0.4324375 (155) total: 20.4s remaining: 1m 34s 156: learn: 0.4267341 test: 0.4324356 best: 0.4324356 (156) total: 20.5s remaining: 1m 33s 157: learn: 0.4267274 test: 0.4324443 best: 0.4324356 (156) total: 20.6s remaining: 1m 33s 158: learn: 0.4266601 test: 0.4323806 best: 0.4323806 (158) total: 20.8s remaining: 1m 33s 159: learn: 0.4266509 test: 0.4323804 best: 0.4323804 (159) total: 20.9s remaining: 1m 33s 160: learn: 0.4266084 test: 0.4323764 best: 0.4323764 (160) total: 21.1s remaining: 1m 33s 161: learn: 0.4265945 test: 0.4323745 best: 0.4323745 (161) total: 21.2s remaining: 1m 33s 162: learn: 0.4265805 test: 0.4323755 best: 0.4323745 (161) total: 21.4s remaining: 1m 33s 163: learn: 0.4265753 test: 0.4323826 best: 0.4323745 (161) total: 21.5s remaining: 1m 33s 164: learn: 0.4265715 test: 0.4323822 best: 0.4323745 (161) total: 21.6s remaining: 1m 33s 165: learn: 0.4265595 test: 0.4323902 best: 0.4323745 (161) total: 21.7s remaining: 1m 32s 166: learn: 0.4265484 test: 0.4323892 best: 0.4323745 (161) total: 21.9s remaining: 1m 32s 167: learn: 0.4265267 test: 0.4323742 best: 0.4323742 (167) total: 22s remaining: 1m 32s 168: learn: 0.4264987 test: 0.4323719 best: 0.4323719 (168) total: 22.2s remaining: 1m 32s 169: learn: 0.4264972 test: 0.4323728 best: 0.4323719 (168) total: 22.4s remaining: 1m 32s 170: learn: 0.4264851 test: 0.4323855 best: 0.4323719 (168) total: 22.5s remaining: 1m 32s 171: learn: 0.4264643 test: 0.4324108 best: 0.4323719 (168) total: 22.7s remaining: 1m 32s 172: learn: 0.4264522 test: 0.4324215 best: 0.4323719 (168) total: 22.8s remaining: 1m 32s 173: learn: 0.4264332 test: 0.4324262 best: 0.4323719 (168) total: 23s remaining: 1m 32s 174: learn: 0.4264254 test: 0.4324374 best: 0.4323719 (168) total: 23.1s remaining: 1m 32s 175: learn: 0.4264193 test: 0.4324372 best: 0.4323719 (168) total: 23.3s remaining: 1m 32s 176: learn: 0.4264155 test: 0.4324358 best: 0.4323719 (168) total: 23.3s remaining: 1m 31s 177: learn: 0.4264089 test: 0.4324467 best: 0.4323719 (168) total: 23.4s remaining: 1m 31s 178: learn: 0.4263989 test: 0.4324598 best: 0.4323719 (168) total: 23.6s remaining: 1m 31s 179: learn: 0.4263846 test: 0.4324623 best: 0.4323719 (168) total: 23.8s remaining: 1m 31s 180: learn: 0.4263782 test: 0.4324632 best: 0.4323719 (168) total: 24s remaining: 1m 31s 181: learn: 0.4263737 test: 0.4324712 best: 0.4323719 (168) total: 24.1s remaining: 1m 31s 182: learn: 0.4254297 test: 0.4314730 best: 0.4314730 (182) total: 24.4s remaining: 1m 32s 183: learn: 0.4254143 test: 0.4314713 best: 0.4314713 (183) total: 24.5s remaining: 1m 32s 184: learn: 0.4254010 test: 0.4314757 best: 0.4314713 (183) total: 24.7s remaining: 1m 32s 185: learn: 0.4253870 test: 0.4314960 best: 0.4314713 (183) total: 24.9s remaining: 1m 32s 186: learn: 0.4253730 test: 0.4315096 best: 0.4314713 (183) total: 25.1s remaining: 1m 32s 187: learn: 0.4253613 test: 0.4315228 best: 0.4314713 (183) total: 25.3s remaining: 1m 32s 188: learn: 0.4252935 test: 0.4315295 best: 0.4314713 (183) total: 25.5s remaining: 1m 32s 189: learn: 0.4252820 test: 0.4315393 best: 0.4314713 (183) total: 25.7s remaining: 1m 32s 190: learn: 0.4252651 test: 0.4315565 best: 0.4314713 (183) total: 25.9s remaining: 1m 32s 191: learn: 0.4251054 test: 0.4313991 best: 0.4313991 (191) total: 26.2s remaining: 1m 33s 192: learn: 0.4250718 test: 0.4313990 best: 0.4313990 (192) total: 26.4s remaining: 1m 33s 193: learn: 0.4250678 test: 0.4314028 best: 0.4313990 (192) total: 26.6s remaining: 1m 33s 194: learn: 0.4250190 test: 0.4313770 best: 0.4313770 (194) total: 26.8s remaining: 1m 33s 195: learn: 0.4249997 test: 0.4314149 best: 0.4313770 (194) total: 27.1s remaining: 1m 33s 196: learn: 0.4249936 test: 0.4314160 best: 0.4313770 (194) total: 27.2s remaining: 1m 33s 197: learn: 0.4249833 test: 0.4314350 best: 0.4313770 (194) total: 27.4s remaining: 1m 33s 198: learn: 0.4249757 test: 0.4314329 best: 0.4313770 (194) total: 27.6s remaining: 1m 33s 199: learn: 0.4249738 test: 0.4314334 best: 0.4313770 (194) total: 27.8s remaining: 1m 33s 200: learn: 0.4245700 test: 0.4309221 best: 0.4309221 (200) total: 27.9s remaining: 1m 33s 201: learn: 0.4245525 test: 0.4309199 best: 0.4309199 (201) total: 28s remaining: 1m 33s 202: learn: 0.4245452 test: 0.4309277 best: 0.4309199 (201) total: 28.2s remaining: 1m 33s 203: learn: 0.4245377 test: 0.4309257 best: 0.4309199 (201) total: 28.4s remaining: 1m 33s 204: learn: 0.4245279 test: 0.4309343 best: 0.4309199 (201) total: 28.6s remaining: 1m 33s 205: learn: 0.4245207 test: 0.4309379 best: 0.4309199 (201) total: 28.8s remaining: 1m 33s 206: learn: 0.4245134 test: 0.4309278 best: 0.4309199 (201) total: 29s remaining: 1m 33s 207: learn: 0.4245084 test: 0.4309311 best: 0.4309199 (201) total: 29.2s remaining: 1m 33s 208: learn: 0.4236458 test: 0.4303012 best: 0.4303012 (208) total: 29.4s remaining: 1m 33s 209: learn: 0.4236426 test: 0.4303047 best: 0.4303012 (208) total: 29.6s remaining: 1m 33s 210: learn: 0.4236323 test: 0.4303216 best: 0.4303012 (208) total: 29.8s remaining: 1m 33s 211: learn: 0.4236279 test: 0.4303206 best: 0.4303012 (208) total: 30s remaining: 1m 33s 212: learn: 0.4234681 test: 0.4301726 best: 0.4301726 (212) total: 30.2s remaining: 1m 33s 213: learn: 0.4234568 test: 0.4301920 best: 0.4301726 (212) total: 30.5s remaining: 1m 34s 214: learn: 0.4234446 test: 0.4302220 best: 0.4301726 (212) total: 30.7s remaining: 1m 34s 215: learn: 0.4234331 test: 0.4302434 best: 0.4301726 (212) total: 30.9s remaining: 1m 34s 216: learn: 0.4234215 test: 0.4302421 best: 0.4301726 (212) total: 31.1s remaining: 1m 34s 217: learn: 0.4234006 test: 0.4302459 best: 0.4301726 (212) total: 31.3s remaining: 1m 34s 218: learn: 0.4233944 test: 0.4302566 best: 0.4301726 (212) total: 31.5s remaining: 1m 34s 219: learn: 0.4233865 test: 0.4302744 best: 0.4301726 (212) total: 31.7s remaining: 1m 34s 220: learn: 0.4233806 test: 0.4302848 best: 0.4301726 (212) total: 31.9s remaining: 1m 34s 221: learn: 0.4233764 test: 0.4302854 best: 0.4301726 (212) total: 32.1s remaining: 1m 34s 222: learn: 0.4233732 test: 0.4302850 best: 0.4301726 (212) total: 32.3s remaining: 1m 34s 223: learn: 0.4233680 test: 0.4302953 best: 0.4301726 (212) total: 32.5s remaining: 1m 34s 224: learn: 0.4233502 test: 0.4303250 best: 0.4301726 (212) total: 32.8s remaining: 1m 34s 225: learn: 0.4233485 test: 0.4303301 best: 0.4301726 (212) total: 33.1s remaining: 1m 34s 226: learn: 0.4233444 test: 0.4303419 best: 0.4301726 (212) total: 33.3s remaining: 1m 35s 227: learn: 0.4233365 test: 0.4303579 best: 0.4301726 (212) total: 33.5s remaining: 1m 35s 228: learn: 0.4233251 test: 0.4303810 best: 0.4301726 (212) total: 33.7s remaining: 1m 35s 229: learn: 0.4233054 test: 0.4303855 best: 0.4301726 (212) total: 33.9s remaining: 1m 35s 230: learn: 0.4232980 test: 0.4303860 best: 0.4301726 (212) total: 34.2s remaining: 1m 35s 231: learn: 0.4232895 test: 0.4304012 best: 0.4301726 (212) total: 34.4s remaining: 1m 35s 232: learn: 0.4229286 test: 0.4302680 best: 0.4301726 (212) total: 34.6s remaining: 1m 35s 233: learn: 0.4229225 test: 0.4302645 best: 0.4301726 (212) total: 34.9s remaining: 1m 35s 234: learn: 0.4229132 test: 0.4302618 best: 0.4301726 (212) total: 35.1s remaining: 1m 35s 235: learn: 0.4229128 test: 0.4302620 best: 0.4301726 (212) total: 35.3s remaining: 1m 35s 236: learn: 0.4229052 test: 0.4302734 best: 0.4301726 (212) total: 35.5s remaining: 1m 35s 237: learn: 0.4229019 test: 0.4302744 best: 0.4301726 (212) total: 35.7s remaining: 1m 35s 238: learn: 0.4228976 test: 0.4302853 best: 0.4301726 (212) total: 35.9s remaining: 1m 35s 239: learn: 0.4228920 test: 0.4302826 best: 0.4301726 (212) total: 36.1s remaining: 1m 35s 240: learn: 0.4228878 test: 0.4302920 best: 0.4301726 (212) total: 36.3s remaining: 1m 35s 241: learn: 0.4228759 test: 0.4302932 best: 0.4301726 (212) total: 36.5s remaining: 1m 35s 242: learn: 0.4228272 test: 0.4302344 best: 0.4301726 (212) total: 36.7s remaining: 1m 35s 243: learn: 0.4227241 test: 0.4301881 best: 0.4301726 (212) total: 36.9s remaining: 1m 35s 244: learn: 0.4227123 test: 0.4301983 best: 0.4301726 (212) total: 37.1s remaining: 1m 35s 245: learn: 0.4227067 test: 0.4302125 best: 0.4301726 (212) total: 37.3s remaining: 1m 35s 246: learn: 0.4227034 test: 0.4302118 best: 0.4301726 (212) total: 37.5s remaining: 1m 35s 247: learn: 0.4227009 test: 0.4302130 best: 0.4301726 (212) total: 37.7s remaining: 1m 35s 248: learn: 0.4226862 test: 0.4302458 best: 0.4301726 (212) total: 37.9s remaining: 1m 35s 249: learn: 0.4226858 test: 0.4302454 best: 0.4301726 (212) total: 38.1s remaining: 1m 35s 250: learn: 0.4226807 test: 0.4302421 best: 0.4301726 (212) total: 38.3s remaining: 1m 35s 251: learn: 0.4226459 test: 0.4302280 best: 0.4301726 (212) total: 38.5s remaining: 1m 35s 252: learn: 0.4226388 test: 0.4302297 best: 0.4301726 (212) total: 38.8s remaining: 1m 35s 253: learn: 0.4226275 test: 0.4302287 best: 0.4301726 (212) total: 39s remaining: 1m 35s 254: learn: 0.4226216 test: 0.4302506 best: 0.4301726 (212) total: 39.2s remaining: 1m 35s 255: learn: 0.4226160 test: 0.4302658 best: 0.4301726 (212) total: 39.5s remaining: 1m 35s 256: learn: 0.4226062 test: 0.4302692 best: 0.4301726 (212) total: 39.7s remaining: 1m 35s 257: learn: 0.4226024 test: 0.4302841 best: 0.4301726 (212) total: 39.9s remaining: 1m 35s 258: learn: 0.4226016 test: 0.4302853 best: 0.4301726 (212) total: 40.1s remaining: 1m 35s 259: learn: 0.4226006 test: 0.4302902 best: 0.4301726 (212) total: 40.2s remaining: 1m 35s 260: learn: 0.4225995 test: 0.4302908 best: 0.4301726 (212) total: 40.5s remaining: 1m 35s 261: learn: 0.4225927 test: 0.4302934 best: 0.4301726 (212) total: 40.7s remaining: 1m 35s 262: learn: 0.4225912 test: 0.4302939 best: 0.4301726 (212) total: 40.9s remaining: 1m 35s 263: learn: 0.4225907 test: 0.4302945 best: 0.4301726 (212) total: 41.2s remaining: 1m 35s 264: learn: 0.4225869 test: 0.4302960 best: 0.4301726 (212) total: 41.4s remaining: 1m 35s 265: learn: 0.4225811 test: 0.4303014 best: 0.4301726 (212) total: 41.6s remaining: 1m 35s 266: learn: 0.4225784 test: 0.4303029 best: 0.4301726 (212) total: 41.7s remaining: 1m 35s 267: learn: 0.4225752 test: 0.4303103 best: 0.4301726 (212) total: 41.9s remaining: 1m 34s 268: learn: 0.4217297 test: 0.4296132 best: 0.4296132 (268) total: 42s remaining: 1m 34s 269: learn: 0.4212066 test: 0.4292342 best: 0.4292342 (269) total: 42.2s remaining: 1m 34s 270: learn: 0.4211873 test: 0.4292293 best: 0.4292293 (270) total: 42.4s remaining: 1m 34s 271: learn: 0.4211838 test: 0.4292457 best: 0.4292293 (270) total: 42.5s remaining: 1m 34s 272: learn: 0.4211769 test: 0.4292617 best: 0.4292293 (270) total: 42.7s remaining: 1m 34s 273: learn: 0.4211758 test: 0.4292626 best: 0.4292293 (270) total: 42.9s remaining: 1m 34s 274: learn: 0.4211754 test: 0.4292637 best: 0.4292293 (270) total: 43s remaining: 1m 33s 275: learn: 0.4211734 test: 0.4292660 best: 0.4292293 (270) total: 43.2s remaining: 1m 33s 276: learn: 0.4211723 test: 0.4292734 best: 0.4292293 (270) total: 43.3s remaining: 1m 33s 277: learn: 0.4211631 test: 0.4292701 best: 0.4292293 (270) total: 43.5s remaining: 1m 33s 278: learn: 0.4211591 test: 0.4292646 best: 0.4292293 (270) total: 43.6s remaining: 1m 33s 279: learn: 0.4211585 test: 0.4292590 best: 0.4292293 (270) total: 43.8s remaining: 1m 33s 280: learn: 0.4211570 test: 0.4292619 best: 0.4292293 (270) total: 43.9s remaining: 1m 32s 281: learn: 0.4211519 test: 0.4292751 best: 0.4292293 (270) total: 44.1s remaining: 1m 32s 282: learn: 0.4211488 test: 0.4292759 best: 0.4292293 (270) total: 44.2s remaining: 1m 32s 283: learn: 0.4211467 test: 0.4292843 best: 0.4292293 (270) total: 44.3s remaining: 1m 32s 284: learn: 0.4211357 test: 0.4292995 best: 0.4292293 (270) total: 44.5s remaining: 1m 32s 285: learn: 0.4211329 test: 0.4293116 best: 0.4292293 (270) total: 44.6s remaining: 1m 31s 286: learn: 0.4211212 test: 0.4293436 best: 0.4292293 (270) total: 44.8s remaining: 1m 31s 287: learn: 0.4211097 test: 0.4293422 best: 0.4292293 (270) total: 44.9s remaining: 1m 31s 288: learn: 0.4211080 test: 0.4293427 best: 0.4292293 (270) total: 45.1s remaining: 1m 31s 289: learn: 0.4211072 test: 0.4293442 best: 0.4292293 (270) total: 45.2s remaining: 1m 31s 290: learn: 0.4211055 test: 0.4293466 best: 0.4292293 (270) total: 45.3s remaining: 1m 30s 291: learn: 0.4211049 test: 0.4293483 best: 0.4292293 (270) total: 45.4s remaining: 1m 30s 292: learn: 0.4211020 test: 0.4293487 best: 0.4292293 (270) total: 45.5s remaining: 1m 30s 293: learn: 0.4210956 test: 0.4293493 best: 0.4292293 (270) total: 45.7s remaining: 1m 30s 294: learn: 0.4210941 test: 0.4293497 best: 0.4292293 (270) total: 45.9s remaining: 1m 30s 295: learn: 0.4205953 test: 0.4286874 best: 0.4286874 (295) total: 46s remaining: 1m 30s 296: learn: 0.4205940 test: 0.4286869 best: 0.4286869 (296) total: 46.2s remaining: 1m 29s 297: learn: 0.4205913 test: 0.4286934 best: 0.4286869 (296) total: 46.3s remaining: 1m 29s 298: learn: 0.4205886 test: 0.4286989 best: 0.4286869 (296) total: 46.5s remaining: 1m 29s 299: learn: 0.4205861 test: 0.4287105 best: 0.4286869 (296) total: 46.6s remaining: 1m 29s 300: learn: 0.4205770 test: 0.4287063 best: 0.4286869 (296) total: 46.8s remaining: 1m 29s 301: learn: 0.4205759 test: 0.4287120 best: 0.4286869 (296) total: 46.9s remaining: 1m 28s 302: learn: 0.4205707 test: 0.4287066 best: 0.4286869 (296) total: 47s remaining: 1m 28s 303: learn: 0.4205642 test: 0.4287183 best: 0.4286869 (296) total: 47.2s remaining: 1m 28s 304: learn: 0.4205632 test: 0.4287232 best: 0.4286869 (296) total: 47.3s remaining: 1m 28s 305: learn: 0.4205581 test: 0.4287191 best: 0.4286869 (296) total: 47.5s remaining: 1m 28s 306: learn: 0.4205557 test: 0.4287240 best: 0.4286869 (296) total: 47.7s remaining: 1m 28s 307: learn: 0.4205507 test: 0.4287200 best: 0.4286869 (296) total: 47.8s remaining: 1m 28s 308: learn: 0.4205499 test: 0.4287261 best: 0.4286869 (296) total: 47.9s remaining: 1m 27s 309: learn: 0.4205474 test: 0.4287307 best: 0.4286869 (296) total: 48.1s remaining: 1m 27s 310: learn: 0.4205453 test: 0.4287414 best: 0.4286869 (296) total: 48.2s remaining: 1m 27s 311: learn: 0.4205221 test: 0.4287241 best: 0.4286869 (296) total: 48.4s remaining: 1m 27s 312: learn: 0.4205193 test: 0.4287234 best: 0.4286869 (296) total: 48.6s remaining: 1m 27s 313: learn: 0.4205188 test: 0.4287279 best: 0.4286869 (296) total: 48.7s remaining: 1m 26s 314: learn: 0.4205087 test: 0.4287303 best: 0.4286869 (296) total: 48.8s remaining: 1m 26s 315: learn: 0.4204997 test: 0.4287510 best: 0.4286869 (296) total: 49s remaining: 1m 26s 316: learn: 0.4204895 test: 0.4287754 best: 0.4286869 (296) total: 49.1s remaining: 1m 26s 317: learn: 0.4204649 test: 0.4287744 best: 0.4286869 (296) total: 49.3s remaining: 1m 26s 318: learn: 0.4201500 test: 0.4285648 best: 0.4285648 (318) total: 49.4s remaining: 1m 26s 319: learn: 0.4196546 test: 0.4282931 best: 0.4282931 (319) total: 49.6s remaining: 1m 26s 320: learn: 0.4196502 test: 0.4282925 best: 0.4282925 (320) total: 49.8s remaining: 1m 25s 321: learn: 0.4196469 test: 0.4283029 best: 0.4282925 (320) total: 49.9s remaining: 1m 25s 322: learn: 0.4189406 test: 0.4277463 best: 0.4277463 (322) total: 50.1s remaining: 1m 25s 323: learn: 0.4189394 test: 0.4277443 best: 0.4277443 (323) total: 50.2s remaining: 1m 25s 324: learn: 0.4186947 test: 0.4275422 best: 0.4275422 (324) total: 50.4s remaining: 1m 25s 325: learn: 0.4186928 test: 0.4275526 best: 0.4275422 (324) total: 50.6s remaining: 1m 25s 326: learn: 0.4186839 test: 0.4275972 best: 0.4275422 (324) total: 50.7s remaining: 1m 25s 327: learn: 0.4186765 test: 0.4275932 best: 0.4275422 (324) total: 50.9s remaining: 1m 24s 328: learn: 0.4186725 test: 0.4276027 best: 0.4275422 (324) total: 51.1s remaining: 1m 24s 329: learn: 0.4186614 test: 0.4275963 best: 0.4275422 (324) total: 51.2s remaining: 1m 24s 330: learn: 0.4186596 test: 0.4276087 best: 0.4275422 (324) total: 51.4s remaining: 1m 24s 331: learn: 0.4183632 test: 0.4274798 best: 0.4274798 (331) total: 51.5s remaining: 1m 24s 332: learn: 0.4183621 test: 0.4274845 best: 0.4274798 (331) total: 51.7s remaining: 1m 24s 333: learn: 0.4183615 test: 0.4274802 best: 0.4274798 (331) total: 51.8s remaining: 1m 23s 334: learn: 0.4183598 test: 0.4274798 best: 0.4274798 (334) total: 51.9s remaining: 1m 23s 335: learn: 0.4183581 test: 0.4274799 best: 0.4274798 (334) total: 52.1s remaining: 1m 23s 336: learn: 0.4183565 test: 0.4274891 best: 0.4274798 (334) total: 52.2s remaining: 1m 23s 337: learn: 0.4183550 test: 0.4274985 best: 0.4274798 (334) total: 52.4s remaining: 1m 23s 338: learn: 0.4183496 test: 0.4274956 best: 0.4274798 (334) total: 52.6s remaining: 1m 23s 339: learn: 0.4183435 test: 0.4275078 best: 0.4274798 (334) total: 52.7s remaining: 1m 22s 340: learn: 0.4183412 test: 0.4275110 best: 0.4274798 (334) total: 52.9s remaining: 1m 22s 341: learn: 0.4183369 test: 0.4275141 best: 0.4274798 (334) total: 53s remaining: 1m 22s 342: learn: 0.4183358 test: 0.4275145 best: 0.4274798 (334) total: 53.1s remaining: 1m 22s 343: learn: 0.4183309 test: 0.4275096 best: 0.4274798 (334) total: 53.3s remaining: 1m 22s 344: learn: 0.4183281 test: 0.4275295 best: 0.4274798 (334) total: 53.4s remaining: 1m 22s 345: learn: 0.4180321 test: 0.4271236 best: 0.4271236 (345) total: 53.6s remaining: 1m 21s 346: learn: 0.4180294 test: 0.4271212 best: 0.4271212 (346) total: 53.7s remaining: 1m 21s 347: learn: 0.4180244 test: 0.4271174 best: 0.4271174 (347) total: 53.9s remaining: 1m 21s 348: learn: 0.4174950 test: 0.4266547 best: 0.4266547 (348) total: 54s remaining: 1m 21s 349: learn: 0.4174936 test: 0.4266635 best: 0.4266547 (348) total: 54.1s remaining: 1m 21s 350: learn: 0.4174922 test: 0.4266738 best: 0.4266547 (348) total: 54.3s remaining: 1m 21s 351: learn: 0.4174876 test: 0.4266792 best: 0.4266547 (348) total: 54.4s remaining: 1m 20s 352: learn: 0.4174852 test: 0.4266756 best: 0.4266547 (348) total: 54.5s remaining: 1m 20s 353: learn: 0.4174810 test: 0.4266715 best: 0.4266547 (348) total: 54.6s remaining: 1m 20s 354: learn: 0.4170754 test: 0.4262649 best: 0.4262649 (354) total: 54.8s remaining: 1m 20s 355: learn: 0.4170744 test: 0.4262629 best: 0.4262629 (355) total: 55s remaining: 1m 20s 356: learn: 0.4169324 test: 0.4261767 best: 0.4261767 (356) total: 55.1s remaining: 1m 19s 357: learn: 0.4169134 test: 0.4261494 best: 0.4261494 (357) total: 55.2s remaining: 1m 19s 358: learn: 0.4169111 test: 0.4261638 best: 0.4261494 (357) total: 55.4s remaining: 1m 19s 359: learn: 0.4168974 test: 0.4261649 best: 0.4261494 (357) total: 55.5s remaining: 1m 19s 360: learn: 0.4168965 test: 0.4261573 best: 0.4261494 (357) total: 55.7s remaining: 1m 19s 361: learn: 0.4168957 test: 0.4261653 best: 0.4261494 (357) total: 55.8s remaining: 1m 19s 362: learn: 0.4168947 test: 0.4261727 best: 0.4261494 (357) total: 55.9s remaining: 1m 18s 363: learn: 0.4168941 test: 0.4261741 best: 0.4261494 (357) total: 56.1s remaining: 1m 18s 364: learn: 0.4168940 test: 0.4261743 best: 0.4261494 (357) total: 56.2s remaining: 1m 18s 365: learn: 0.4168897 test: 0.4261741 best: 0.4261494 (357) total: 56.4s remaining: 1m 18s 366: learn: 0.4168872 test: 0.4261723 best: 0.4261494 (357) total: 56.5s remaining: 1m 18s 367: learn: 0.4168857 test: 0.4261793 best: 0.4261494 (357) total: 56.7s remaining: 1m 18s 368: learn: 0.4168598 test: 0.4261669 best: 0.4261494 (357) total: 56.9s remaining: 1m 17s 369: learn: 0.4168595 test: 0.4261673 best: 0.4261494 (357) total: 57s remaining: 1m 17s 370: learn: 0.4168593 test: 0.4261682 best: 0.4261494 (357) total: 57.2s remaining: 1m 17s 371: learn: 0.4168591 test: 0.4261686 best: 0.4261494 (357) total: 57.3s remaining: 1m 17s 372: learn: 0.4168586 test: 0.4261754 best: 0.4261494 (357) total: 57.5s remaining: 1m 17s 373: learn: 0.4168573 test: 0.4261820 best: 0.4261494 (357) total: 57.6s remaining: 1m 17s 374: learn: 0.4168556 test: 0.4261854 best: 0.4261494 (357) total: 57.8s remaining: 1m 17s 375: learn: 0.4168526 test: 0.4261855 best: 0.4261494 (357) total: 57.9s remaining: 1m 16s 376: learn: 0.4168516 test: 0.4261840 best: 0.4261494 (357) total: 58s remaining: 1m 16s 377: learn: 0.4168503 test: 0.4261904 best: 0.4261494 (357) total: 58.2s remaining: 1m 16s 378: learn: 0.4168469 test: 0.4261814 best: 0.4261494 (357) total: 58.3s remaining: 1m 16s 379: learn: 0.4168429 test: 0.4261821 best: 0.4261494 (357) total: 58.5s remaining: 1m 16s 380: learn: 0.4168413 test: 0.4261810 best: 0.4261494 (357) total: 58.6s remaining: 1m 15s 381: learn: 0.4168354 test: 0.4261848 best: 0.4261494 (357) total: 58.8s remaining: 1m 15s 382: learn: 0.4168288 test: 0.4261813 best: 0.4261494 (357) total: 58.9s remaining: 1m 15s 383: learn: 0.4168267 test: 0.4261841 best: 0.4261494 (357) total: 59.1s remaining: 1m 15s 384: learn: 0.4168234 test: 0.4261837 best: 0.4261494 (357) total: 59.2s remaining: 1m 15s 385: learn: 0.4168227 test: 0.4261769 best: 0.4261494 (357) total: 59.4s remaining: 1m 15s 386: learn: 0.4168165 test: 0.4261739 best: 0.4261494 (357) total: 59.5s remaining: 1m 15s 387: learn: 0.4168127 test: 0.4261676 best: 0.4261494 (357) total: 59.7s remaining: 1m 14s 388: learn: 0.4168120 test: 0.4261728 best: 0.4261494 (357) total: 59.9s remaining: 1m 14s 389: learn: 0.4168082 test: 0.4261696 best: 0.4261494 (357) total: 1m remaining: 1m 14s 390: learn: 0.4164875 test: 0.4259336 best: 0.4259336 (390) total: 1m remaining: 1m 14s 391: learn: 0.4164855 test: 0.4259385 best: 0.4259336 (390) total: 1m remaining: 1m 14s 392: learn: 0.4164845 test: 0.4259433 best: 0.4259336 (390) total: 1m remaining: 1m 14s 393: learn: 0.4164840 test: 0.4259433 best: 0.4259336 (390) total: 1m remaining: 1m 13s 394: learn: 0.4164837 test: 0.4259480 best: 0.4259336 (390) total: 1m remaining: 1m 13s 395: learn: 0.4164830 test: 0.4259526 best: 0.4259336 (390) total: 1m remaining: 1m 13s 396: learn: 0.4164823 test: 0.4259529 best: 0.4259336 (390) total: 1m 1s remaining: 1m 13s 397: learn: 0.4164796 test: 0.4259504 best: 0.4259336 (390) total: 1m 1s remaining: 1m 13s 398: learn: 0.4164780 test: 0.4259524 best: 0.4259336 (390) total: 1m 1s remaining: 1m 13s 399: learn: 0.4164774 test: 0.4259568 best: 0.4259336 (390) total: 1m 1s remaining: 1m 12s 400: learn: 0.4164768 test: 0.4259601 best: 0.4259336 (390) total: 1m 1s remaining: 1m 12s 401: learn: 0.4164452 test: 0.4259457 best: 0.4259336 (390) total: 1m 1s remaining: 1m 12s 402: learn: 0.4164450 test: 0.4259500 best: 0.4259336 (390) total: 1m 1s remaining: 1m 12s 403: learn: 0.4164444 test: 0.4259499 best: 0.4259336 (390) total: 1m 2s remaining: 1m 12s 404: learn: 0.4164408 test: 0.4259471 best: 0.4259336 (390) total: 1m 2s remaining: 1m 12s 405: learn: 0.4164405 test: 0.4259522 best: 0.4259336 (390) total: 1m 2s remaining: 1m 12s 406: learn: 0.4164264 test: 0.4259520 best: 0.4259336 (390) total: 1m 2s remaining: 1m 11s 407: learn: 0.4164259 test: 0.4259513 best: 0.4259336 (390) total: 1m 2s remaining: 1m 11s 408: learn: 0.4162024 test: 0.4258386 best: 0.4258386 (408) total: 1m 2s remaining: 1m 11s 409: learn: 0.4159493 test: 0.4257066 best: 0.4257066 (409) total: 1m 2s remaining: 1m 11s 410: learn: 0.4159484 test: 0.4257106 best: 0.4257066 (409) total: 1m 3s remaining: 1m 11s 411: learn: 0.4159466 test: 0.4257136 best: 0.4257066 (409) total: 1m 3s remaining: 1m 11s 412: learn: 0.4158146 test: 0.4256373 best: 0.4256373 (412) total: 1m 3s remaining: 1m 10s 413: learn: 0.4157975 test: 0.4256273 best: 0.4256273 (413) total: 1m 3s remaining: 1m 10s 414: learn: 0.4156699 test: 0.4255626 best: 0.4255626 (414) total: 1m 3s remaining: 1m 10s 415: learn: 0.4156682 test: 0.4255631 best: 0.4255626 (414) total: 1m 3s remaining: 1m 10s 416: learn: 0.4151758 test: 0.4251177 best: 0.4251177 (416) total: 1m 4s remaining: 1m 10s 417: learn: 0.4151756 test: 0.4251213 best: 0.4251177 (416) total: 1m 4s remaining: 1m 10s 418: learn: 0.4151668 test: 0.4251109 best: 0.4251109 (418) total: 1m 4s remaining: 1m 9s 419: learn: 0.4151663 test: 0.4251110 best: 0.4251109 (418) total: 1m 4s remaining: 1m 9s 420: learn: 0.4151640 test: 0.4251139 best: 0.4251109 (418) total: 1m 4s remaining: 1m 9s 421: learn: 0.4151569 test: 0.4251037 best: 0.4251037 (421) total: 1m 4s remaining: 1m 9s 422: learn: 0.4151547 test: 0.4251052 best: 0.4251037 (421) total: 1m 4s remaining: 1m 9s 423: learn: 0.4151542 test: 0.4251077 best: 0.4251037 (421) total: 1m 5s remaining: 1m 9s 424: learn: 0.4151532 test: 0.4251092 best: 0.4251037 (421) total: 1m 5s remaining: 1m 9s 425: learn: 0.4151100 test: 0.4251216 best: 0.4251037 (421) total: 1m 5s remaining: 1m 8s 426: learn: 0.4151079 test: 0.4251196 best: 0.4251037 (421) total: 1m 5s remaining: 1m 8s 427: learn: 0.4151023 test: 0.4251198 best: 0.4251037 (421) total: 1m 5s remaining: 1m 8s 428: learn: 0.4150918 test: 0.4251241 best: 0.4251037 (421) total: 1m 5s remaining: 1m 8s 429: learn: 0.4150842 test: 0.4251256 best: 0.4251037 (421) total: 1m 5s remaining: 1m 8s 430: learn: 0.4150839 test: 0.4251278 best: 0.4251037 (421) total: 1m 6s remaining: 1m 8s 431: learn: 0.4150821 test: 0.4251311 best: 0.4251037 (421) total: 1m 6s remaining: 1m 7s 432: learn: 0.4150816 test: 0.4251322 best: 0.4251037 (421) total: 1m 6s remaining: 1m 7s 433: learn: 0.4150699 test: 0.4251207 best: 0.4251037 (421) total: 1m 6s remaining: 1m 7s 434: learn: 0.4150695 test: 0.4251207 best: 0.4251037 (421) total: 1m 6s remaining: 1m 7s 435: learn: 0.4150672 test: 0.4251238 best: 0.4251037 (421) total: 1m 6s remaining: 1m 7s 436: learn: 0.4150653 test: 0.4251170 best: 0.4251037 (421) total: 1m 7s remaining: 1m 7s 437: learn: 0.4150649 test: 0.4251193 best: 0.4251037 (421) total: 1m 7s remaining: 1m 7s 438: learn: 0.4150605 test: 0.4251196 best: 0.4251037 (421) total: 1m 7s remaining: 1m 6s 439: learn: 0.4150588 test: 0.4251181 best: 0.4251037 (421) total: 1m 7s remaining: 1m 6s 440: learn: 0.4142876 test: 0.4243694 best: 0.4243694 (440) total: 1m 7s remaining: 1m 6s 441: learn: 0.4142847 test: 0.4243721 best: 0.4243694 (440) total: 1m 7s remaining: 1m 6s 442: learn: 0.4142823 test: 0.4243748 best: 0.4243694 (440) total: 1m 7s remaining: 1m 6s 443: learn: 0.4142816 test: 0.4243775 best: 0.4243694 (440) total: 1m 8s remaining: 1m 6s 444: learn: 0.4142811 test: 0.4243774 best: 0.4243694 (440) total: 1m 8s remaining: 1m 5s 445: learn: 0.4139883 test: 0.4241613 best: 0.4241613 (445) total: 1m 8s remaining: 1m 5s 446: learn: 0.4139877 test: 0.4241625 best: 0.4241613 (445) total: 1m 8s remaining: 1m 5s 447: learn: 0.4139657 test: 0.4241579 best: 0.4241579 (447) total: 1m 8s remaining: 1m 5s 448: learn: 0.4138311 test: 0.4240383 best: 0.4240383 (448) total: 1m 8s remaining: 1m 5s 449: learn: 0.4138275 test: 0.4240406 best: 0.4240383 (448) total: 1m 8s remaining: 1m 5s 450: learn: 0.4138272 test: 0.4240429 best: 0.4240383 (448) total: 1m 9s remaining: 1m 4s 451: learn: 0.4138242 test: 0.4240412 best: 0.4240383 (448) total: 1m 9s remaining: 1m 4s 452: learn: 0.4138230 test: 0.4240422 best: 0.4240383 (448) total: 1m 9s remaining: 1m 4s 453: learn: 0.4138203 test: 0.4240411 best: 0.4240383 (448) total: 1m 9s remaining: 1m 4s 454: learn: 0.4138083 test: 0.4240338 best: 0.4240338 (454) total: 1m 9s remaining: 1m 4s 455: learn: 0.4138082 test: 0.4240360 best: 0.4240338 (454) total: 1m 9s remaining: 1m 4s 456: learn: 0.4138081 test: 0.4240361 best: 0.4240338 (454) total: 1m 10s remaining: 1m 4s 457: learn: 0.4138015 test: 0.4240374 best: 0.4240338 (454) total: 1m 10s remaining: 1m 3s 458: learn: 0.4137980 test: 0.4240393 best: 0.4240338 (454) total: 1m 10s remaining: 1m 3s 459: learn: 0.4137974 test: 0.4240379 best: 0.4240338 (454) total: 1m 10s remaining: 1m 3s 460: learn: 0.4137971 test: 0.4240398 best: 0.4240338 (454) total: 1m 10s remaining: 1m 3s 461: learn: 0.4137959 test: 0.4240395 best: 0.4240338 (454) total: 1m 10s remaining: 1m 3s 462: learn: 0.4137930 test: 0.4240459 best: 0.4240338 (454) total: 1m 10s remaining: 1m 3s 463: learn: 0.4137928 test: 0.4240469 best: 0.4240338 (454) total: 1m 11s remaining: 1m 2s 464: learn: 0.4137884 test: 0.4240472 best: 0.4240338 (454) total: 1m 11s remaining: 1m 2s 465: learn: 0.4135284 test: 0.4238601 best: 0.4238601 (465) total: 1m 11s remaining: 1m 2s 466: learn: 0.4133081 test: 0.4236446 best: 0.4236446 (466) total: 1m 11s remaining: 1m 2s 467: learn: 0.4133069 test: 0.4236556 best: 0.4236446 (466) total: 1m 11s remaining: 1m 2s 468: learn: 0.4132910 test: 0.4236727 best: 0.4236446 (466) total: 1m 11s remaining: 1m 2s 469: learn: 0.4132910 test: 0.4236727 best: 0.4236446 (466) total: 1m 11s remaining: 1m 1s 470: learn: 0.4130680 test: 0.4234854 best: 0.4234854 (470) total: 1m 11s remaining: 1m 1s 471: learn: 0.4130156 test: 0.4234587 best: 0.4234587 (471) total: 1m 12s remaining: 1m 1s 472: learn: 0.4123812 test: 0.4229186 best: 0.4229186 (472) total: 1m 12s remaining: 1m 1s 473: learn: 0.4123808 test: 0.4229200 best: 0.4229186 (472) total: 1m 12s remaining: 1m 1s 474: learn: 0.4123807 test: 0.4229216 best: 0.4229186 (472) total: 1m 12s remaining: 1m 1s 475: learn: 0.4123805 test: 0.4229229 best: 0.4229186 (472) total: 1m 12s remaining: 1m 476: learn: 0.4123799 test: 0.4229221 best: 0.4229186 (472) total: 1m 12s remaining: 1m 477: learn: 0.4123767 test: 0.4229383 best: 0.4229186 (472) total: 1m 13s remaining: 1m 478: learn: 0.4123763 test: 0.4229383 best: 0.4229186 (472) total: 1m 13s remaining: 1m 479: learn: 0.4123763 test: 0.4229398 best: 0.4229186 (472) total: 1m 13s remaining: 1m 480: learn: 0.4123761 test: 0.4229412 best: 0.4229186 (472) total: 1m 13s remaining: 1m 481: learn: 0.4123758 test: 0.4229404 best: 0.4229186 (472) total: 1m 13s remaining: 1m 482: learn: 0.4123752 test: 0.4229418 best: 0.4229186 (472) total: 1m 13s remaining: 59.9s 483: learn: 0.4123752 test: 0.4229431 best: 0.4229186 (472) total: 1m 13s remaining: 59.7s 484: learn: 0.4123746 test: 0.4229436 best: 0.4229186 (472) total: 1m 13s remaining: 59.5s 485: learn: 0.4123745 test: 0.4229449 best: 0.4229186 (472) total: 1m 14s remaining: 59.3s 486: learn: 0.4123743 test: 0.4229461 best: 0.4229186 (472) total: 1m 14s remaining: 59.2s 487: learn: 0.4123724 test: 0.4229254 best: 0.4229186 (472) total: 1m 14s remaining: 59.1s 488: learn: 0.4123720 test: 0.4229254 best: 0.4229186 (472) total: 1m 14s remaining: 58.9s 489: learn: 0.4121678 test: 0.4228603 best: 0.4228603 (489) total: 1m 14s remaining: 58.8s 490: learn: 0.4121613 test: 0.4228595 best: 0.4228595 (490) total: 1m 14s remaining: 58.6s 491: learn: 0.4119904 test: 0.4228029 best: 0.4228029 (491) total: 1m 15s remaining: 58.5s 492: learn: 0.4119889 test: 0.4228008 best: 0.4228008 (492) total: 1m 15s remaining: 58.3s 493: learn: 0.4119882 test: 0.4228000 best: 0.4228000 (493) total: 1m 15s remaining: 58.1s 494: learn: 0.4119880 test: 0.4228015 best: 0.4228000 (493) total: 1m 15s remaining: 58s 495: learn: 0.4119875 test: 0.4228013 best: 0.4228000 (493) total: 1m 15s remaining: 57.8s 496: learn: 0.4119837 test: 0.4227824 best: 0.4227824 (496) total: 1m 15s remaining: 57.7s 497: learn: 0.4119812 test: 0.4227804 best: 0.4227804 (497) total: 1m 15s remaining: 57.5s 498: learn: 0.4118801 test: 0.4227573 best: 0.4227573 (498) total: 1m 16s remaining: 57.4s 499: learn: 0.4118735 test: 0.4227573 best: 0.4227573 (499) total: 1m 16s remaining: 57.2s 500: learn: 0.4118724 test: 0.4227573 best: 0.4227573 (499) total: 1m 16s remaining: 57s 501: learn: 0.4118543 test: 0.4227660 best: 0.4227573 (499) total: 1m 16s remaining: 56.9s 502: learn: 0.4118519 test: 0.4227665 best: 0.4227573 (499) total: 1m 16s remaining: 56.7s 503: learn: 0.4118397 test: 0.4227605 best: 0.4227573 (499) total: 1m 16s remaining: 56.6s 504: learn: 0.4118389 test: 0.4227604 best: 0.4227573 (499) total: 1m 17s remaining: 56.4s 505: learn: 0.4118386 test: 0.4227625 best: 0.4227573 (499) total: 1m 17s remaining: 56.3s 506: learn: 0.4118385 test: 0.4227623 best: 0.4227573 (499) total: 1m 17s remaining: 56.1s 507: learn: 0.4118052 test: 0.4227407 best: 0.4227407 (507) total: 1m 17s remaining: 55.9s 508: learn: 0.4117536 test: 0.4227195 best: 0.4227195 (508) total: 1m 17s remaining: 55.8s 509: learn: 0.4117531 test: 0.4227198 best: 0.4227195 (508) total: 1m 17s remaining: 55.6s 510: learn: 0.4117498 test: 0.4227198 best: 0.4227195 (508) total: 1m 17s remaining: 55.5s 511: learn: 0.4117325 test: 0.4227305 best: 0.4227195 (508) total: 1m 18s remaining: 55.3s 512: learn: 0.4117323 test: 0.4227301 best: 0.4227195 (508) total: 1m 18s remaining: 55.1s 513: learn: 0.4115163 test: 0.4226010 best: 0.4226010 (513) total: 1m 18s remaining: 55s 514: learn: 0.4115040 test: 0.4225986 best: 0.4225986 (514) total: 1m 18s remaining: 54.8s 515: learn: 0.4114739 test: 0.4225947 best: 0.4225947 (515) total: 1m 18s remaining: 54.7s 516: learn: 0.4113425 test: 0.4225001 best: 0.4225001 (516) total: 1m 18s remaining: 54.5s 517: learn: 0.4113424 test: 0.4225001 best: 0.4225001 (516) total: 1m 18s remaining: 54.4s 518: learn: 0.4113408 test: 0.4225001 best: 0.4225001 (516) total: 1m 19s remaining: 54.2s 519: learn: 0.4113407 test: 0.4225014 best: 0.4225001 (516) total: 1m 19s remaining: 54s 520: learn: 0.4113399 test: 0.4225026 best: 0.4225001 (516) total: 1m 19s remaining: 53.9s 521: learn: 0.4113391 test: 0.4225027 best: 0.4225001 (516) total: 1m 19s remaining: 53.7s 522: learn: 0.4113148 test: 0.4224865 best: 0.4224865 (522) total: 1m 19s remaining: 53.6s 523: learn: 0.4113143 test: 0.4224866 best: 0.4224865 (522) total: 1m 19s remaining: 53.4s 524: learn: 0.4112821 test: 0.4224739 best: 0.4224739 (524) total: 1m 19s remaining: 53.2s 525: learn: 0.4112723 test: 0.4224752 best: 0.4224739 (524) total: 1m 20s remaining: 53.1s 526: learn: 0.4112719 test: 0.4224750 best: 0.4224739 (524) total: 1m 20s remaining: 52.9s 527: learn: 0.4112717 test: 0.4224762 best: 0.4224739 (524) total: 1m 20s remaining: 52.7s 528: learn: 0.4112712 test: 0.4224762 best: 0.4224739 (524) total: 1m 20s remaining: 52.6s 529: learn: 0.4112691 test: 0.4224756 best: 0.4224739 (524) total: 1m 20s remaining: 52.4s 530: learn: 0.4112686 test: 0.4224754 best: 0.4224739 (524) total: 1m 20s remaining: 52.3s 531: learn: 0.4112683 test: 0.4224752 best: 0.4224739 (524) total: 1m 20s remaining: 52.1s 532: learn: 0.4112680 test: 0.4224750 best: 0.4224739 (524) total: 1m 20s remaining: 51.9s 533: learn: 0.4112636 test: 0.4224761 best: 0.4224739 (524) total: 1m 20s remaining: 51.7s 534: learn: 0.4112633 test: 0.4224773 best: 0.4224739 (524) total: 1m 21s remaining: 51.6s 535: learn: 0.4112630 test: 0.4224772 best: 0.4224739 (524) total: 1m 21s remaining: 51.4s 536: learn: 0.4112606 test: 0.4224773 best: 0.4224739 (524) total: 1m 21s remaining: 51.2s 537: learn: 0.4112604 test: 0.4224772 best: 0.4224739 (524) total: 1m 21s remaining: 51.1s 538: learn: 0.4112005 test: 0.4224211 best: 0.4224211 (538) total: 1m 21s remaining: 50.9s 539: learn: 0.4111177 test: 0.4223703 best: 0.4223703 (539) total: 1m 21s remaining: 50.8s 540: learn: 0.4110443 test: 0.4223769 best: 0.4223703 (539) total: 1m 22s remaining: 50.6s 541: learn: 0.4110441 test: 0.4223780 best: 0.4223703 (539) total: 1m 22s remaining: 50.5s 542: learn: 0.4110427 test: 0.4223792 best: 0.4223703 (539) total: 1m 22s remaining: 50.4s 543: learn: 0.4110424 test: 0.4223803 best: 0.4223703 (539) total: 1m 22s remaining: 50.2s 544: learn: 0.4110416 test: 0.4223804 best: 0.4223703 (539) total: 1m 22s remaining: 50.1s 545: learn: 0.4110337 test: 0.4223704 best: 0.4223703 (539) total: 1m 22s remaining: 49.9s 546: learn: 0.4110323 test: 0.4223703 best: 0.4223703 (539) total: 1m 23s remaining: 49.8s 547: learn: 0.4110320 test: 0.4223688 best: 0.4223688 (547) total: 1m 23s remaining: 49.6s 548: learn: 0.4110316 test: 0.4223688 best: 0.4223688 (548) total: 1m 23s remaining: 49.5s 549: learn: 0.4110288 test: 0.4223689 best: 0.4223688 (548) total: 1m 23s remaining: 49.3s 550: learn: 0.4110283 test: 0.4223691 best: 0.4223688 (548) total: 1m 23s remaining: 49.2s 551: learn: 0.4110272 test: 0.4223702 best: 0.4223688 (548) total: 1m 23s remaining: 49s 552: learn: 0.4110252 test: 0.4223718 best: 0.4223688 (548) total: 1m 23s remaining: 48.8s 553: learn: 0.4110215 test: 0.4223702 best: 0.4223688 (548) total: 1m 24s remaining: 48.7s 554: learn: 0.4110207 test: 0.4223702 best: 0.4223688 (548) total: 1m 24s remaining: 48.5s 555: learn: 0.4110182 test: 0.4223713 best: 0.4223688 (548) total: 1m 24s remaining: 48.4s 556: learn: 0.4109825 test: 0.4223789 best: 0.4223688 (548) total: 1m 24s remaining: 48.2s 557: learn: 0.4109445 test: 0.4223704 best: 0.4223688 (548) total: 1m 24s remaining: 48.1s 558: learn: 0.4109378 test: 0.4223644 best: 0.4223644 (558) total: 1m 24s remaining: 47.9s 559: learn: 0.4109377 test: 0.4223653 best: 0.4223644 (558) total: 1m 24s remaining: 47.7s 560: learn: 0.4109374 test: 0.4223641 best: 0.4223641 (560) total: 1m 25s remaining: 47.6s 561: learn: 0.4108550 test: 0.4222828 best: 0.4222828 (561) total: 1m 25s remaining: 47.4s 562: learn: 0.4108512 test: 0.4222830 best: 0.4222828 (561) total: 1m 25s remaining: 47.3s 563: learn: 0.4108494 test: 0.4222840 best: 0.4222828 (561) total: 1m 25s remaining: 47.1s 564: learn: 0.4108479 test: 0.4222848 best: 0.4222828 (561) total: 1m 25s remaining: 47s 565: learn: 0.4108452 test: 0.4222852 best: 0.4222828 (561) total: 1m 25s remaining: 46.8s 566: learn: 0.4108451 test: 0.4222861 best: 0.4222828 (561) total: 1m 25s remaining: 46.7s 567: learn: 0.4108446 test: 0.4222865 best: 0.4222828 (561) total: 1m 26s remaining: 46.5s 568: learn: 0.4108360 test: 0.4222837 best: 0.4222828 (561) total: 1m 26s remaining: 46.3s 569: learn: 0.4108359 test: 0.4222845 best: 0.4222828 (561) total: 1m 26s remaining: 46.2s 570: learn: 0.4108269 test: 0.4222821 best: 0.4222821 (570) total: 1m 26s remaining: 46s 571: learn: 0.4108266 test: 0.4222832 best: 0.4222821 (570) total: 1m 26s remaining: 45.9s 572: learn: 0.4108239 test: 0.4222833 best: 0.4222821 (570) total: 1m 26s remaining: 45.7s 573: learn: 0.4107977 test: 0.4222665 best: 0.4222665 (573) total: 1m 26s remaining: 45.6s 574: learn: 0.4107945 test: 0.4222655 best: 0.4222655 (574) total: 1m 27s remaining: 45.4s 575: learn: 0.4107941 test: 0.4222656 best: 0.4222655 (574) total: 1m 27s remaining: 45.3s 576: learn: 0.4107928 test: 0.4222656 best: 0.4222655 (574) total: 1m 27s remaining: 45.1s 577: learn: 0.4107908 test: 0.4222665 best: 0.4222655 (574) total: 1m 27s remaining: 45s 578: learn: 0.4107785 test: 0.4222755 best: 0.4222655 (574) total: 1m 27s remaining: 44.8s 579: learn: 0.4107774 test: 0.4222756 best: 0.4222655 (574) total: 1m 27s remaining: 44.7s 580: learn: 0.4105490 test: 0.4221936 best: 0.4221936 (580) total: 1m 27s remaining: 44.5s 581: learn: 0.4105488 test: 0.4221936 best: 0.4221936 (580) total: 1m 28s remaining: 44.4s 582: learn: 0.4103945 test: 0.4220706 best: 0.4220706 (582) total: 1m 28s remaining: 44.2s 583: learn: 0.4103931 test: 0.4220565 best: 0.4220565 (583) total: 1m 28s remaining: 44s 584: learn: 0.4103928 test: 0.4220574 best: 0.4220565 (583) total: 1m 28s remaining: 43.9s 585: learn: 0.4101040 test: 0.4217588 best: 0.4217588 (585) total: 1m 28s remaining: 43.7s 586: learn: 0.4100192 test: 0.4217298 best: 0.4217298 (586) total: 1m 28s remaining: 43.6s 587: learn: 0.4100172 test: 0.4217305 best: 0.4217298 (586) total: 1m 28s remaining: 43.4s 588: learn: 0.4100166 test: 0.4217305 best: 0.4217298 (586) total: 1m 29s remaining: 43.2s 589: learn: 0.4100157 test: 0.4217233 best: 0.4217233 (589) total: 1m 29s remaining: 43.1s 590: learn: 0.4100036 test: 0.4217166 best: 0.4217166 (590) total: 1m 29s remaining: 42.9s 591: learn: 0.4099953 test: 0.4217179 best: 0.4217166 (590) total: 1m 29s remaining: 42.8s 592: learn: 0.4099952 test: 0.4217180 best: 0.4217166 (590) total: 1m 29s remaining: 42.6s 593: learn: 0.4099866 test: 0.4217147 best: 0.4217147 (593) total: 1m 29s remaining: 42.5s 594: learn: 0.4099864 test: 0.4217155 best: 0.4217147 (593) total: 1m 29s remaining: 42.3s 595: learn: 0.4099712 test: 0.4217014 best: 0.4217014 (595) total: 1m 30s remaining: 42.2s 596: learn: 0.4099623 test: 0.4217017 best: 0.4217014 (595) total: 1m 30s remaining: 42s 597: learn: 0.4099599 test: 0.4217016 best: 0.4217014 (595) total: 1m 30s remaining: 41.8s 598: learn: 0.4099598 test: 0.4217017 best: 0.4217014 (595) total: 1m 30s remaining: 41.7s 599: learn: 0.4099573 test: 0.4216875 best: 0.4216875 (599) total: 1m 30s remaining: 41.5s 600: learn: 0.4098572 test: 0.4216431 best: 0.4216431 (600) total: 1m 30s remaining: 41.4s 601: learn: 0.4098560 test: 0.4216431 best: 0.4216431 (600) total: 1m 30s remaining: 41.2s 602: learn: 0.4098551 test: 0.4216424 best: 0.4216424 (602) total: 1m 31s remaining: 41.1s 603: learn: 0.4098529 test: 0.4216424 best: 0.4216424 (603) total: 1m 31s remaining: 40.9s 604: learn: 0.4098517 test: 0.4216419 best: 0.4216419 (604) total: 1m 31s remaining: 40.8s 605: learn: 0.4098513 test: 0.4216418 best: 0.4216418 (605) total: 1m 31s remaining: 40.6s 606: learn: 0.4098510 test: 0.4216421 best: 0.4216418 (605) total: 1m 31s remaining: 40.5s 607: learn: 0.4098329 test: 0.4216442 best: 0.4216418 (605) total: 1m 31s remaining: 40.3s 608: learn: 0.4098296 test: 0.4216471 best: 0.4216418 (605) total: 1m 31s remaining: 40.2s 609: learn: 0.4098293 test: 0.4216469 best: 0.4216418 (605) total: 1m 32s remaining: 40s 610: learn: 0.4098271 test: 0.4216469 best: 0.4216418 (605) total: 1m 32s remaining: 39.9s 611: learn: 0.4098268 test: 0.4216476 best: 0.4216418 (605) total: 1m 32s remaining: 39.7s 612: learn: 0.4098258 test: 0.4216483 best: 0.4216418 (605) total: 1m 32s remaining: 39.6s 613: learn: 0.4098257 test: 0.4216490 best: 0.4216418 (605) total: 1m 32s remaining: 39.4s 614: learn: 0.4097822 test: 0.4216403 best: 0.4216403 (614) total: 1m 32s remaining: 39.2s 615: learn: 0.4097817 test: 0.4216404 best: 0.4216403 (614) total: 1m 32s remaining: 39.1s 616: learn: 0.4097816 test: 0.4216411 best: 0.4216403 (614) total: 1m 33s remaining: 38.9s 617: learn: 0.4097798 test: 0.4216411 best: 0.4216403 (614) total: 1m 33s remaining: 38.8s 618: learn: 0.4097679 test: 0.4216404 best: 0.4216403 (614) total: 1m 33s remaining: 38.6s 619: learn: 0.4097449 test: 0.4216254 best: 0.4216254 (619) total: 1m 33s remaining: 38.5s 620: learn: 0.4097438 test: 0.4216249 best: 0.4216249 (620) total: 1m 33s remaining: 38.3s 621: learn: 0.4097438 test: 0.4216250 best: 0.4216249 (620) total: 1m 33s remaining: 38.2s 622: learn: 0.4097436 test: 0.4216248 best: 0.4216248 (622) total: 1m 33s remaining: 38s 623: learn: 0.4097416 test: 0.4216246 best: 0.4216246 (623) total: 1m 34s remaining: 37.9s 624: learn: 0.4097406 test: 0.4216352 best: 0.4216246 (623) total: 1m 34s remaining: 37.7s 625: learn: 0.4097401 test: 0.4216352 best: 0.4216246 (623) total: 1m 34s remaining: 37.5s 626: learn: 0.4097339 test: 0.4216330 best: 0.4216246 (623) total: 1m 34s remaining: 37.4s 627: learn: 0.4097338 test: 0.4216337 best: 0.4216246 (623) total: 1m 34s remaining: 37.2s 628: learn: 0.4097263 test: 0.4216339 best: 0.4216246 (623) total: 1m 34s remaining: 37.1s 629: learn: 0.4097241 test: 0.4216441 best: 0.4216246 (623) total: 1m 34s remaining: 36.9s 630: learn: 0.4097240 test: 0.4216447 best: 0.4216246 (623) total: 1m 34s remaining: 36.7s 631: learn: 0.4097236 test: 0.4216454 best: 0.4216246 (623) total: 1m 35s remaining: 36.6s 632: learn: 0.4097228 test: 0.4216552 best: 0.4216246 (623) total: 1m 35s remaining: 36.4s 633: learn: 0.4097226 test: 0.4216554 best: 0.4216246 (623) total: 1m 35s remaining: 36.3s 634: learn: 0.4097216 test: 0.4216555 best: 0.4216246 (623) total: 1m 35s remaining: 36.1s 635: learn: 0.4097215 test: 0.4216559 best: 0.4216246 (623) total: 1m 35s remaining: 36s 636: learn: 0.4097187 test: 0.4216560 best: 0.4216246 (623) total: 1m 35s remaining: 35.8s 637: learn: 0.4097187 test: 0.4216560 best: 0.4216246 (623) total: 1m 35s remaining: 35.6s 638: learn: 0.4097187 test: 0.4216565 best: 0.4216246 (623) total: 1m 36s remaining: 35.5s 639: learn: 0.4096971 test: 0.4216565 best: 0.4216246 (623) total: 1m 36s remaining: 35.3s 640: learn: 0.4096820 test: 0.4216564 best: 0.4216246 (623) total: 1m 36s remaining: 35.2s 641: learn: 0.4096791 test: 0.4216587 best: 0.4216246 (623) total: 1m 36s remaining: 35s 642: learn: 0.4096776 test: 0.4216585 best: 0.4216246 (623) total: 1m 36s remaining: 34.9s 643: learn: 0.4095827 test: 0.4216359 best: 0.4216246 (623) total: 1m 36s remaining: 34.7s 644: learn: 0.4095812 test: 0.4216362 best: 0.4216246 (623) total: 1m 36s remaining: 34.6s 645: learn: 0.4095810 test: 0.4216362 best: 0.4216246 (623) total: 1m 37s remaining: 34.4s 646: learn: 0.4095788 test: 0.4216457 best: 0.4216246 (623) total: 1m 37s remaining: 34.2s 647: learn: 0.4095727 test: 0.4216459 best: 0.4216246 (623) total: 1m 37s remaining: 34.1s 648: learn: 0.4095719 test: 0.4216490 best: 0.4216246 (623) total: 1m 37s remaining: 33.9s 649: learn: 0.4095651 test: 0.4216549 best: 0.4216246 (623) total: 1m 37s remaining: 33.8s 650: learn: 0.4095631 test: 0.4216541 best: 0.4216246 (623) total: 1m 37s remaining: 33.6s 651: learn: 0.4095033 test: 0.4216593 best: 0.4216246 (623) total: 1m 37s remaining: 33.5s 652: learn: 0.4095032 test: 0.4216599 best: 0.4216246 (623) total: 1m 38s remaining: 33.4s 653: learn: 0.4095031 test: 0.4216604 best: 0.4216246 (623) total: 1m 38s remaining: 33.2s 654: learn: 0.4095030 test: 0.4216611 best: 0.4216246 (623) total: 1m 38s remaining: 33.1s 655: learn: 0.4095029 test: 0.4216616 best: 0.4216246 (623) total: 1m 38s remaining: 32.9s 656: learn: 0.4095025 test: 0.4216622 best: 0.4216246 (623) total: 1m 38s remaining: 32.8s 657: learn: 0.4094998 test: 0.4216628 best: 0.4216246 (623) total: 1m 38s remaining: 32.6s 658: learn: 0.4094996 test: 0.4216630 best: 0.4216246 (623) total: 1m 39s remaining: 32.5s 659: learn: 0.4094993 test: 0.4216635 best: 0.4216246 (623) total: 1m 39s remaining: 32.3s 660: learn: 0.4094992 test: 0.4216640 best: 0.4216246 (623) total: 1m 39s remaining: 32.2s 661: learn: 0.4094971 test: 0.4216643 best: 0.4216246 (623) total: 1m 39s remaining: 32s 662: learn: 0.4094957 test: 0.4216790 best: 0.4216246 (623) total: 1m 39s remaining: 31.9s 663: learn: 0.4094956 test: 0.4216795 best: 0.4216246 (623) total: 1m 39s remaining: 31.7s 664: learn: 0.4094954 test: 0.4216796 best: 0.4216246 (623) total: 1m 40s remaining: 31.6s 665: learn: 0.4094950 test: 0.4216799 best: 0.4216246 (623) total: 1m 40s remaining: 31.4s 666: learn: 0.4094915 test: 0.4216800 best: 0.4216246 (623) total: 1m 40s remaining: 31.3s 667: learn: 0.4094913 test: 0.4216803 best: 0.4216246 (623) total: 1m 40s remaining: 31.1s 668: learn: 0.4094912 test: 0.4216807 best: 0.4216246 (623) total: 1m 40s remaining: 31s 669: learn: 0.4094908 test: 0.4216806 best: 0.4216246 (623) total: 1m 40s remaining: 30.8s 670: learn: 0.4094907 test: 0.4216807 best: 0.4216246 (623) total: 1m 40s remaining: 30.7s 671: learn: 0.4094905 test: 0.4216814 best: 0.4216246 (623) total: 1m 41s remaining: 30.5s 672: learn: 0.4094904 test: 0.4216818 best: 0.4216246 (623) total: 1m 41s remaining: 30.4s 673: learn: 0.4094891 test: 0.4216963 best: 0.4216246 (623) total: 1m 41s remaining: 30.2s 674: learn: 0.4094770 test: 0.4216965 best: 0.4216246 (623) total: 1m 41s remaining: 30.1s 675: learn: 0.4094744 test: 0.4217006 best: 0.4216246 (623) total: 1m 41s remaining: 29.9s 676: learn: 0.4094740 test: 0.4217011 best: 0.4216246 (623) total: 1m 41s remaining: 29.7s 677: learn: 0.4094729 test: 0.4217016 best: 0.4216246 (623) total: 1m 41s remaining: 29.6s 678: learn: 0.4094676 test: 0.4216970 best: 0.4216246 (623) total: 1m 41s remaining: 29.4s 679: learn: 0.4094626 test: 0.4216989 best: 0.4216246 (623) total: 1m 42s remaining: 29.3s 680: learn: 0.4094513 test: 0.4217106 best: 0.4216246 (623) total: 1m 42s remaining: 29.1s 681: learn: 0.4094512 test: 0.4217106 best: 0.4216246 (623) total: 1m 42s remaining: 29s 682: learn: 0.4094503 test: 0.4217100 best: 0.4216246 (623) total: 1m 42s remaining: 28.8s 683: learn: 0.4094495 test: 0.4217101 best: 0.4216246 (623) total: 1m 42s remaining: 28.7s 684: learn: 0.4094487 test: 0.4217103 best: 0.4216246 (623) total: 1m 42s remaining: 28.5s 685: learn: 0.4094486 test: 0.4217106 best: 0.4216246 (623) total: 1m 42s remaining: 28.4s 686: learn: 0.4094340 test: 0.4217104 best: 0.4216246 (623) total: 1m 43s remaining: 28.2s 687: learn: 0.4094339 test: 0.4217106 best: 0.4216246 (623) total: 1m 43s remaining: 28.1s 688: learn: 0.4094338 test: 0.4217107 best: 0.4216246 (623) total: 1m 43s remaining: 27.9s 689: learn: 0.4094337 test: 0.4217109 best: 0.4216246 (623) total: 1m 43s remaining: 27.8s 690: learn: 0.4094229 test: 0.4217106 best: 0.4216246 (623) total: 1m 43s remaining: 27.6s 691: learn: 0.4091801 test: 0.4215061 best: 0.4215061 (691) total: 1m 43s remaining: 27.5s 692: learn: 0.4091798 test: 0.4215065 best: 0.4215061 (691) total: 1m 43s remaining: 27.3s 693: learn: 0.4091797 test: 0.4215066 best: 0.4215061 (691) total: 1m 44s remaining: 27.2s 694: learn: 0.4091739 test: 0.4215068 best: 0.4215061 (691) total: 1m 44s remaining: 27s 695: learn: 0.4091684 test: 0.4215069 best: 0.4215061 (691) total: 1m 44s remaining: 26.8s 696: learn: 0.4091649 test: 0.4215070 best: 0.4215061 (691) total: 1m 44s remaining: 26.7s 697: learn: 0.4091639 test: 0.4215074 best: 0.4215061 (691) total: 1m 44s remaining: 26.6s 698: learn: 0.4091556 test: 0.4214963 best: 0.4214963 (698) total: 1m 44s remaining: 26.4s 699: learn: 0.4091428 test: 0.4215122 best: 0.4214963 (698) total: 1m 44s remaining: 26.2s 700: learn: 0.4091412 test: 0.4215122 best: 0.4214963 (698) total: 1m 45s remaining: 26.1s 701: learn: 0.4091404 test: 0.4215122 best: 0.4214963 (698) total: 1m 45s remaining: 25.9s 702: learn: 0.4091377 test: 0.4215121 best: 0.4214963 (698) total: 1m 45s remaining: 25.8s 703: learn: 0.4091375 test: 0.4215112 best: 0.4214963 (698) total: 1m 45s remaining: 25.6s 704: learn: 0.4091374 test: 0.4215113 best: 0.4214963 (698) total: 1m 45s remaining: 25.5s 705: learn: 0.4086933 test: 0.4211346 best: 0.4211346 (705) total: 1m 45s remaining: 25.3s 706: learn: 0.4086886 test: 0.4211328 best: 0.4211328 (706) total: 1m 45s remaining: 25.2s 707: learn: 0.4086871 test: 0.4211210 best: 0.4211210 (707) total: 1m 46s remaining: 25s 708: learn: 0.4086867 test: 0.4211209 best: 0.4211209 (708) total: 1m 46s remaining: 24.9s 709: learn: 0.4084960 test: 0.4209940 best: 0.4209940 (709) total: 1m 46s remaining: 24.7s 710: learn: 0.4084159 test: 0.4209130 best: 0.4209130 (710) total: 1m 46s remaining: 24.6s 711: learn: 0.4084146 test: 0.4209130 best: 0.4209130 (710) total: 1m 46s remaining: 24.4s 712: learn: 0.4081999 test: 0.4207761 best: 0.4207761 (712) total: 1m 46s remaining: 24.3s 713: learn: 0.4081997 test: 0.4207763 best: 0.4207761 (712) total: 1m 47s remaining: 24.1s 714: learn: 0.4081985 test: 0.4207752 best: 0.4207752 (714) total: 1m 47s remaining: 24s 715: learn: 0.4081926 test: 0.4207738 best: 0.4207738 (715) total: 1m 47s remaining: 23.8s 716: learn: 0.4081925 test: 0.4207740 best: 0.4207738 (715) total: 1m 47s remaining: 23.7s 717: learn: 0.4079409 test: 0.4206445 best: 0.4206445 (717) total: 1m 47s remaining: 23.5s 718: learn: 0.4077858 test: 0.4205356 best: 0.4205356 (718) total: 1m 47s remaining: 23.4s 719: learn: 0.4077857 test: 0.4205357 best: 0.4205356 (718) total: 1m 47s remaining: 23.2s 720: learn: 0.4077857 test: 0.4205358 best: 0.4205356 (718) total: 1m 47s remaining: 23s 721: learn: 0.4077842 test: 0.4205342 best: 0.4205342 (721) total: 1m 48s remaining: 22.9s 722: learn: 0.4077841 test: 0.4205343 best: 0.4205342 (721) total: 1m 48s remaining: 22.7s 723: learn: 0.4077840 test: 0.4205345 best: 0.4205342 (721) total: 1m 48s remaining: 22.6s 724: learn: 0.4077840 test: 0.4205339 best: 0.4205339 (724) total: 1m 48s remaining: 22.4s 725: learn: 0.4077838 test: 0.4205343 best: 0.4205339 (724) total: 1m 48s remaining: 22.3s 726: learn: 0.4077837 test: 0.4205346 best: 0.4205339 (724) total: 1m 48s remaining: 22.1s 727: learn: 0.4077716 test: 0.4205364 best: 0.4205339 (724) total: 1m 48s remaining: 22s 728: learn: 0.4077715 test: 0.4205368 best: 0.4205339 (724) total: 1m 49s remaining: 21.8s 729: learn: 0.4077701 test: 0.4205353 best: 0.4205339 (724) total: 1m 49s remaining: 21.7s 730: learn: 0.4077681 test: 0.4205447 best: 0.4205339 (724) total: 1m 49s remaining: 21.5s 731: learn: 0.4077675 test: 0.4205412 best: 0.4205339 (724) total: 1m 49s remaining: 21.4s 732: learn: 0.4077281 test: 0.4205203 best: 0.4205203 (732) total: 1m 49s remaining: 21.2s 733: learn: 0.4077280 test: 0.4205208 best: 0.4205203 (732) total: 1m 49s remaining: 21.1s 734: learn: 0.4077279 test: 0.4205209 best: 0.4205203 (732) total: 1m 49s remaining: 20.9s 735: learn: 0.4077265 test: 0.4205195 best: 0.4205195 (735) total: 1m 50s remaining: 20.8s 736: learn: 0.4077264 test: 0.4205198 best: 0.4205195 (735) total: 1m 50s remaining: 20.6s 737: learn: 0.4077263 test: 0.4205200 best: 0.4205195 (735) total: 1m 50s remaining: 20.5s 738: learn: 0.4077251 test: 0.4205186 best: 0.4205186 (738) total: 1m 50s remaining: 20.3s 739: learn: 0.4077112 test: 0.4205236 best: 0.4205186 (738) total: 1m 50s remaining: 20.2s 740: learn: 0.4077106 test: 0.4205229 best: 0.4205186 (738) total: 1m 50s remaining: 20s 741: learn: 0.4077017 test: 0.4205181 best: 0.4205181 (741) total: 1m 51s remaining: 19.9s 742: learn: 0.4077016 test: 0.4205187 best: 0.4205181 (741) total: 1m 51s remaining: 19.8s 743: learn: 0.4077004 test: 0.4205176 best: 0.4205176 (743) total: 1m 51s remaining: 19.6s 744: learn: 0.4076985 test: 0.4205268 best: 0.4205176 (743) total: 1m 51s remaining: 19.5s 745: learn: 0.4076985 test: 0.4205272 best: 0.4205176 (743) total: 1m 51s remaining: 19.3s 746: learn: 0.4076985 test: 0.4205277 best: 0.4205176 (743) total: 1m 51s remaining: 19.2s 747: learn: 0.4076841 test: 0.4205208 best: 0.4205176 (743) total: 1m 51s remaining: 19s 748: learn: 0.4076840 test: 0.4205210 best: 0.4205176 (743) total: 1m 52s remaining: 18.9s 749: learn: 0.4076829 test: 0.4205216 best: 0.4205176 (743) total: 1m 52s remaining: 18.7s 750: learn: 0.4076798 test: 0.4205218 best: 0.4205176 (743) total: 1m 52s remaining: 18.6s 751: learn: 0.4076627 test: 0.4205116 best: 0.4205116 (751) total: 1m 52s remaining: 18.4s 752: learn: 0.4076617 test: 0.4205107 best: 0.4205107 (752) total: 1m 52s remaining: 18.3s 753: learn: 0.4076617 test: 0.4205111 best: 0.4205107 (752) total: 1m 52s remaining: 18.1s 754: learn: 0.4073116 test: 0.4201182 best: 0.4201182 (754) total: 1m 53s remaining: 18s 755: learn: 0.4072959 test: 0.4201131 best: 0.4201131 (755) total: 1m 53s remaining: 17.8s 756: learn: 0.4072953 test: 0.4201101 best: 0.4201101 (756) total: 1m 53s remaining: 17.7s 757: learn: 0.4070131 test: 0.4199684 best: 0.4199684 (757) total: 1m 53s remaining: 17.5s 758: learn: 0.4069872 test: 0.4199576 best: 0.4199576 (758) total: 1m 53s remaining: 17.4s 759: learn: 0.4069871 test: 0.4199580 best: 0.4199576 (758) total: 1m 53s remaining: 17.2s 760: learn: 0.4069870 test: 0.4199587 best: 0.4199576 (758) total: 1m 53s remaining: 17.1s 761: learn: 0.4068824 test: 0.4199164 best: 0.4199164 (761) total: 1m 54s remaining: 16.9s 762: learn: 0.4068727 test: 0.4199121 best: 0.4199121 (762) total: 1m 54s remaining: 16.8s 763: learn: 0.4068723 test: 0.4199121 best: 0.4199121 (762) total: 1m 54s remaining: 16.6s 764: learn: 0.4068723 test: 0.4199127 best: 0.4199121 (762) total: 1m 54s remaining: 16.5s 765: learn: 0.4068720 test: 0.4199127 best: 0.4199121 (762) total: 1m 54s remaining: 16.3s 766: learn: 0.4068633 test: 0.4199175 best: 0.4199121 (762) total: 1m 54s remaining: 16.2s 767: learn: 0.4068607 test: 0.4199227 best: 0.4199121 (762) total: 1m 55s remaining: 16s 768: learn: 0.4068602 test: 0.4199225 best: 0.4199121 (762) total: 1m 55s remaining: 15.9s 769: learn: 0.4068600 test: 0.4199230 best: 0.4199121 (762) total: 1m 55s remaining: 15.7s 770: learn: 0.4068600 test: 0.4199231 best: 0.4199121 (762) total: 1m 55s remaining: 15.6s 771: learn: 0.4068599 test: 0.4199232 best: 0.4199121 (762) total: 1m 55s remaining: 15.4s 772: learn: 0.4068582 test: 0.4199262 best: 0.4199121 (762) total: 1m 55s remaining: 15.3s 773: learn: 0.4068572 test: 0.4199270 best: 0.4199121 (762) total: 1m 55s remaining: 15.1s 774: learn: 0.4068545 test: 0.4199268 best: 0.4199121 (762) total: 1m 56s remaining: 15s 775: learn: 0.4068540 test: 0.4199208 best: 0.4199121 (762) total: 1m 56s remaining: 14.8s 776: learn: 0.4068540 test: 0.4199210 best: 0.4199121 (762) total: 1m 56s remaining: 14.7s 777: learn: 0.4068537 test: 0.4199213 best: 0.4199121 (762) total: 1m 56s remaining: 14.5s 778: learn: 0.4068527 test: 0.4199204 best: 0.4199121 (762) total: 1m 56s remaining: 14.4s 779: learn: 0.4068521 test: 0.4199199 best: 0.4199121 (762) total: 1m 56s remaining: 14.2s 780: learn: 0.4068520 test: 0.4199200 best: 0.4199121 (762) total: 1m 56s remaining: 14.1s 781: learn: 0.4068517 test: 0.4199203 best: 0.4199121 (762) total: 1m 56s remaining: 13.9s 782: learn: 0.4068514 test: 0.4199207 best: 0.4199121 (762) total: 1m 57s remaining: 13.8s 783: learn: 0.4068497 test: 0.4199118 best: 0.4199118 (783) total: 1m 57s remaining: 13.6s 784: learn: 0.4068490 test: 0.4199121 best: 0.4199118 (783) total: 1m 57s remaining: 13.5s 785: learn: 0.4068488 test: 0.4199122 best: 0.4199118 (783) total: 1m 57s remaining: 13.3s 786: learn: 0.4068479 test: 0.4199062 best: 0.4199062 (786) total: 1m 57s remaining: 13.2s 787: learn: 0.4068477 test: 0.4199067 best: 0.4199062 (786) total: 1m 57s remaining: 13s 788: learn: 0.4068475 test: 0.4199073 best: 0.4199062 (786) total: 1m 57s remaining: 12.9s 789: learn: 0.4068475 test: 0.4199075 best: 0.4199062 (786) total: 1m 58s remaining: 12.7s 790: learn: 0.4067517 test: 0.4198101 best: 0.4198101 (790) total: 1m 58s remaining: 12.6s 791: learn: 0.4067514 test: 0.4198104 best: 0.4198101 (790) total: 1m 58s remaining: 12.4s 792: learn: 0.4067511 test: 0.4198109 best: 0.4198101 (790) total: 1m 58s remaining: 12.3s 793: learn: 0.4067173 test: 0.4198189 best: 0.4198101 (790) total: 1m 58s remaining: 12.1s 794: learn: 0.4067171 test: 0.4198193 best: 0.4198101 (790) total: 1m 58s remaining: 12s 795: learn: 0.4067145 test: 0.4198185 best: 0.4198101 (790) total: 1m 58s remaining: 11.8s 796: learn: 0.4067142 test: 0.4198187 best: 0.4198101 (790) total: 1m 59s remaining: 11.7s 797: learn: 0.4067136 test: 0.4198190 best: 0.4198101 (790) total: 1m 59s remaining: 11.5s 798: learn: 0.4067133 test: 0.4198188 best: 0.4198101 (790) total: 1m 59s remaining: 11.4s 799: learn: 0.4067124 test: 0.4198188 best: 0.4198101 (790) total: 1m 59s remaining: 11.2s 800: learn: 0.4067102 test: 0.4198191 best: 0.4198101 (790) total: 1m 59s remaining: 11.1s 801: learn: 0.4064634 test: 0.4195915 best: 0.4195915 (801) total: 1m 59s remaining: 10.9s 802: learn: 0.4064633 test: 0.4195919 best: 0.4195915 (801) total: 2m remaining: 10.8s 803: learn: 0.4064627 test: 0.4195951 best: 0.4195915 (801) total: 2m remaining: 10.6s 804: learn: 0.4064614 test: 0.4195941 best: 0.4195915 (801) total: 2m remaining: 10.5s 805: learn: 0.4064613 test: 0.4195944 best: 0.4195915 (801) total: 2m remaining: 10.3s 806: learn: 0.4064610 test: 0.4195947 best: 0.4195915 (801) total: 2m remaining: 10.2s 807: learn: 0.4064346 test: 0.4195865 best: 0.4195865 (807) total: 2m remaining: 10s 808: learn: 0.4064285 test: 0.4195837 best: 0.4195837 (808) total: 2m remaining: 9.86s 809: learn: 0.4064230 test: 0.4195859 best: 0.4195837 (808) total: 2m 1s remaining: 9.71s 810: learn: 0.4064206 test: 0.4195887 best: 0.4195837 (808) total: 2m 1s remaining: 9.56s 811: learn: 0.4064124 test: 0.4195877 best: 0.4195837 (808) total: 2m 1s remaining: 9.41s 812: learn: 0.4064123 test: 0.4195879 best: 0.4195837 (808) total: 2m 1s remaining: 9.26s 813: learn: 0.4064115 test: 0.4195899 best: 0.4195837 (808) total: 2m 1s remaining: 9.11s 814: learn: 0.4064104 test: 0.4195754 best: 0.4195754 (814) total: 2m 1s remaining: 8.96s 815: learn: 0.4064103 test: 0.4195756 best: 0.4195754 (814) total: 2m 1s remaining: 8.81s 816: learn: 0.4064054 test: 0.4195749 best: 0.4195749 (816) total: 2m 2s remaining: 8.66s 817: learn: 0.4064043 test: 0.4195771 best: 0.4195749 (816) total: 2m 2s remaining: 8.52s 818: learn: 0.4064031 test: 0.4195766 best: 0.4195749 (816) total: 2m 2s remaining: 8.37s 819: learn: 0.4063459 test: 0.4195884 best: 0.4195749 (816) total: 2m 2s remaining: 8.21s 820: learn: 0.4063447 test: 0.4195884 best: 0.4195749 (816) total: 2m 2s remaining: 8.07s 821: learn: 0.4063436 test: 0.4195881 best: 0.4195749 (816) total: 2m 2s remaining: 7.92s 822: learn: 0.4063415 test: 0.4195910 best: 0.4195749 (816) total: 2m 2s remaining: 7.77s 823: learn: 0.4063407 test: 0.4195946 best: 0.4195749 (816) total: 2m 3s remaining: 7.62s 824: learn: 0.4063387 test: 0.4195976 best: 0.4195749 (816) total: 2m 3s remaining: 7.47s 825: learn: 0.4063378 test: 0.4195965 best: 0.4195749 (816) total: 2m 3s remaining: 7.32s 826: learn: 0.4063371 test: 0.4195954 best: 0.4195749 (816) total: 2m 3s remaining: 7.17s 827: learn: 0.4063370 test: 0.4195954 best: 0.4195749 (816) total: 2m 3s remaining: 7.02s 828: learn: 0.4063369 test: 0.4195955 best: 0.4195749 (816) total: 2m 3s remaining: 6.87s 829: learn: 0.4063369 test: 0.4195959 best: 0.4195749 (816) total: 2m 4s remaining: 6.72s 830: learn: 0.4063355 test: 0.4195979 best: 0.4195749 (816) total: 2m 4s remaining: 6.57s 831: learn: 0.4063165 test: 0.4195907 best: 0.4195749 (816) total: 2m 4s remaining: 6.42s 832: learn: 0.4063107 test: 0.4195862 best: 0.4195749 (816) total: 2m 4s remaining: 6.28s 833: learn: 0.4063104 test: 0.4195884 best: 0.4195749 (816) total: 2m 4s remaining: 6.13s 834: learn: 0.4063095 test: 0.4195868 best: 0.4195749 (816) total: 2m 4s remaining: 5.97s 835: learn: 0.4063075 test: 0.4195871 best: 0.4195749 (816) total: 2m 4s remaining: 5.83s 836: learn: 0.4063066 test: 0.4195871 best: 0.4195749 (816) total: 2m 5s remaining: 5.67s 837: learn: 0.4063061 test: 0.4195886 best: 0.4195749 (816) total: 2m 5s remaining: 5.53s 838: learn: 0.4063052 test: 0.4195881 best: 0.4195749 (816) total: 2m 5s remaining: 5.38s 839: learn: 0.4063049 test: 0.4195880 best: 0.4195749 (816) total: 2m 5s remaining: 5.23s 840: learn: 0.4063045 test: 0.4195898 best: 0.4195749 (816) total: 2m 5s remaining: 5.08s 841: learn: 0.4063020 test: 0.4195909 best: 0.4195749 (816) total: 2m 5s remaining: 4.93s 842: learn: 0.4063011 test: 0.4195909 best: 0.4195749 (816) total: 2m 5s remaining: 4.78s 843: learn: 0.4063011 test: 0.4195910 best: 0.4195749 (816) total: 2m 5s remaining: 4.63s 844: learn: 0.4063010 test: 0.4195906 best: 0.4195749 (816) total: 2m 6s remaining: 4.48s 845: learn: 0.4063009 test: 0.4195904 best: 0.4195749 (816) total: 2m 6s remaining: 4.33s 846: learn: 0.4062935 test: 0.4195904 best: 0.4195749 (816) total: 2m 6s remaining: 4.18s 847: learn: 0.4062933 test: 0.4195903 best: 0.4195749 (816) total: 2m 6s remaining: 4.03s 848: learn: 0.4062933 test: 0.4195905 best: 0.4195749 (816) total: 2m 6s remaining: 3.88s 849: learn: 0.4062889 test: 0.4195906 best: 0.4195749 (816) total: 2m 6s remaining: 3.73s 850: learn: 0.4062055 test: 0.4195825 best: 0.4195749 (816) total: 2m 7s remaining: 3.58s 851: learn: 0.4062036 test: 0.4195863 best: 0.4195749 (816) total: 2m 7s remaining: 3.43s 852: learn: 0.4062035 test: 0.4195859 best: 0.4195749 (816) total: 2m 7s remaining: 3.28s 853: learn: 0.4061905 test: 0.4195913 best: 0.4195749 (816) total: 2m 7s remaining: 3.13s 854: learn: 0.4061903 test: 0.4195914 best: 0.4195749 (816) total: 2m 7s remaining: 2.98s 855: learn: 0.4061902 test: 0.4195914 best: 0.4195749 (816) total: 2m 7s remaining: 2.84s 856: learn: 0.4061896 test: 0.4195918 best: 0.4195749 (816) total: 2m 7s remaining: 2.69s 857: learn: 0.4061895 test: 0.4195921 best: 0.4195749 (816) total: 2m 8s remaining: 2.54s 858: learn: 0.4061888 test: 0.4195912 best: 0.4195749 (816) total: 2m 8s remaining: 2.39s 859: learn: 0.4061887 test: 0.4195915 best: 0.4195749 (816) total: 2m 8s remaining: 2.24s 860: learn: 0.4061869 test: 0.4195927 best: 0.4195749 (816) total: 2m 8s remaining: 2.09s 861: learn: 0.4061868 test: 0.4195925 best: 0.4195749 (816) total: 2m 8s remaining: 1.94s 862: learn: 0.4061864 test: 0.4195917 best: 0.4195749 (816) total: 2m 8s remaining: 1.79s 863: learn: 0.4061847 test: 0.4195922 best: 0.4195749 (816) total: 2m 8s remaining: 1.64s 864: learn: 0.4061846 test: 0.4195936 best: 0.4195749 (816) total: 2m 9s remaining: 1.49s 865: learn: 0.4061842 test: 0.4195932 best: 0.4195749 (816) total: 2m 9s remaining: 1.34s 866: learn: 0.4061836 test: 0.4195948 best: 0.4195749 (816) total: 2m 9s remaining: 1.19s 867: learn: 0.4061833 test: 0.4195951 best: 0.4195749 (816) total: 2m 9s remaining: 1.04s 868: learn: 0.4061815 test: 0.4195953 best: 0.4195749 (816) total: 2m 9s remaining: 895ms 869: learn: 0.4061800 test: 0.4195956 best: 0.4195749 (816) total: 2m 9s remaining: 746ms 870: learn: 0.4061793 test: 0.4196047 best: 0.4195749 (816) total: 2m 9s remaining: 597ms 871: learn: 0.4061767 test: 0.4196061 best: 0.4195749 (816) total: 2m 10s remaining: 448ms 872: learn: 0.4061760 test: 0.4196077 best: 0.4195749 (816) total: 2m 10s remaining: 298ms 873: learn: 0.4061757 test: 0.4196093 best: 0.4195749 (816) total: 2m 10s remaining: 149ms 874: learn: 0.4061750 test: 0.4196076 best: 0.4195749 (816) total: 2m 10s remaining: 0us bestTest = 0.4195749118 bestIteration = 816 Shrink model to first 817 iterations. [CV] learning_rate=0.1, l2_leaf_reg=4, iterations=875, depth=8, total= 2.2min [CV] learning_rate=0.1, l2_leaf_reg=4, iterations=1625, depth=4 ...... 0: learn: 4.0436573 test: 4.0390672 best: 4.0390672 (0) total: 46.4ms remaining: 1m 15s 1: learn: 3.6510562 test: 3.6468547 best: 3.6468547 (1) total: 95.3ms remaining: 1m 17s 2: learn: 3.2957641 test: 3.2922110 best: 3.2922110 (2) total: 145ms remaining: 1m 18s 3: learn: 2.9772140 test: 2.9742964 best: 2.9742964 (3) total: 199ms remaining: 1m 20s 4: learn: 2.6907995 test: 2.6883240 best: 2.6883240 (4) total: 247ms remaining: 1m 20s 5: learn: 2.4354716 test: 2.4333313 best: 2.4333313 (5) total: 297ms remaining: 1m 20s 6: learn: 2.2049564 test: 2.2033124 best: 2.2033124 (6) total: 346ms remaining: 1m 19s 7: learn: 1.9999043 test: 1.9987469 best: 1.9987469 (7) total: 401ms remaining: 1m 21s 8: learn: 1.8159983 test: 1.8153073 best: 1.8153073 (8) total: 458ms remaining: 1m 22s 9: learn: 1.6514403 test: 1.6511421 best: 1.6511421 (9) total: 521ms remaining: 1m 24s 10: learn: 1.5048288 test: 1.5047552 best: 1.5047552 (10) total: 575ms remaining: 1m 24s 11: learn: 1.3745304 test: 1.3747422 best: 1.3747422 (11) total: 625ms remaining: 1m 24s 12: learn: 1.2605074 test: 1.2609939 best: 1.2609939 (12) total: 675ms remaining: 1m 23s 13: learn: 1.1587152 test: 1.1595131 best: 1.1595131 (13) total: 718ms remaining: 1m 22s 14: learn: 1.0688515 test: 1.0698825 best: 1.0698825 (14) total: 763ms remaining: 1m 21s 15: learn: 0.9895984 test: 0.9908658 best: 0.9908658 (15) total: 808ms remaining: 1m 21s 16: learn: 0.9203398 test: 0.9218967 best: 0.9218967 (16) total: 854ms remaining: 1m 20s 17: learn: 0.8586975 test: 0.8604357 best: 0.8604357 (17) total: 901ms remaining: 1m 20s 18: learn: 0.8058763 test: 0.8078782 best: 0.8078782 (18) total: 945ms remaining: 1m 19s 19: learn: 0.7592880 test: 0.7615637 best: 0.7615637 (19) total: 988ms remaining: 1m 19s 20: learn: 0.7196323 test: 0.7220020 best: 0.7220020 (20) total: 1.04s remaining: 1m 19s 21: learn: 0.6846463 test: 0.6873388 best: 0.6873388 (21) total: 1.08s remaining: 1m 18s 22: learn: 0.6550848 test: 0.6579496 best: 0.6579496 (22) total: 1.12s remaining: 1m 18s 23: learn: 0.6301339 test: 0.6333402 best: 0.6333402 (23) total: 1.17s remaining: 1m 17s 24: learn: 0.6088866 test: 0.6122598 best: 0.6122598 (24) total: 1.21s remaining: 1m 17s 25: learn: 0.5906138 test: 0.5940884 best: 0.5940884 (25) total: 1.25s remaining: 1m 16s 26: learn: 0.5752506 test: 0.5788044 best: 0.5788044 (26) total: 1.29s remaining: 1m 16s 27: learn: 0.5616759 test: 0.5653873 best: 0.5653873 (27) total: 1.33s remaining: 1m 16s 28: learn: 0.5471584 test: 0.5511804 best: 0.5511804 (28) total: 1.39s remaining: 1m 16s 29: learn: 0.5345208 test: 0.5385084 best: 0.5385084 (29) total: 1.44s remaining: 1m 16s 30: learn: 0.5238741 test: 0.5279155 best: 0.5279155 (30) total: 1.49s remaining: 1m 16s 31: learn: 0.5151019 test: 0.5192796 best: 0.5192796 (31) total: 1.53s remaining: 1m 16s 32: learn: 0.5073219 test: 0.5114847 best: 0.5114847 (32) total: 1.58s remaining: 1m 16s 33: learn: 0.5005805 test: 0.5048399 best: 0.5048399 (33) total: 1.62s remaining: 1m 15s 34: learn: 0.4954081 test: 0.4997433 best: 0.4997433 (34) total: 1.67s remaining: 1m 15s 35: learn: 0.4908845 test: 0.4951918 best: 0.4951918 (35) total: 1.71s remaining: 1m 15s 36: learn: 0.4866826 test: 0.4910282 best: 0.4910282 (36) total: 1.76s remaining: 1m 15s 37: learn: 0.4833372 test: 0.4875597 best: 0.4875597 (37) total: 1.81s remaining: 1m 15s 38: learn: 0.4804403 test: 0.4843986 best: 0.4843986 (38) total: 1.84s remaining: 1m 14s 39: learn: 0.4775314 test: 0.4813235 best: 0.4813235 (39) total: 1.88s remaining: 1m 14s 40: learn: 0.4753659 test: 0.4791956 best: 0.4791956 (40) total: 1.92s remaining: 1m 14s 41: learn: 0.4734914 test: 0.4771093 best: 0.4771093 (41) total: 1.95s remaining: 1m 13s 42: learn: 0.4718295 test: 0.4753374 best: 0.4753374 (42) total: 1.99s remaining: 1m 13s 43: learn: 0.4701399 test: 0.4736448 best: 0.4736448 (43) total: 2.04s remaining: 1m 13s 44: learn: 0.4685569 test: 0.4721055 best: 0.4721055 (44) total: 2.08s remaining: 1m 13s 45: learn: 0.4672093 test: 0.4707910 best: 0.4707910 (45) total: 2.12s remaining: 1m 12s 46: learn: 0.4659885 test: 0.4694893 best: 0.4694893 (46) total: 2.17s remaining: 1m 12s 47: learn: 0.4648549 test: 0.4684336 best: 0.4684336 (47) total: 2.21s remaining: 1m 12s 48: learn: 0.4639359 test: 0.4674351 best: 0.4674351 (48) total: 2.26s remaining: 1m 12s 49: learn: 0.4630220 test: 0.4665340 best: 0.4665340 (49) total: 2.31s remaining: 1m 12s 50: learn: 0.4622854 test: 0.4656813 best: 0.4656813 (50) total: 2.35s remaining: 1m 12s 51: learn: 0.4616487 test: 0.4650392 best: 0.4650392 (51) total: 2.4s remaining: 1m 12s 52: learn: 0.4606932 test: 0.4640153 best: 0.4640153 (52) total: 2.45s remaining: 1m 12s 53: learn: 0.4597112 test: 0.4630414 best: 0.4630414 (53) total: 2.5s remaining: 1m 12s 54: learn: 0.4588694 test: 0.4620073 best: 0.4620073 (54) total: 2.54s remaining: 1m 12s 55: learn: 0.4582248 test: 0.4614041 best: 0.4614041 (55) total: 2.59s remaining: 1m 12s 56: learn: 0.4577284 test: 0.4608966 best: 0.4608966 (56) total: 2.64s remaining: 1m 12s 57: learn: 0.4571946 test: 0.4603881 best: 0.4603881 (57) total: 2.69s remaining: 1m 12s 58: learn: 0.4566332 test: 0.4598404 best: 0.4598404 (58) total: 2.73s remaining: 1m 12s 59: learn: 0.4557603 test: 0.4590531 best: 0.4590531 (59) total: 2.78s remaining: 1m 12s 60: learn: 0.4551303 test: 0.4584372 best: 0.4584372 (60) total: 2.83s remaining: 1m 12s 61: learn: 0.4547209 test: 0.4579842 best: 0.4579842 (61) total: 2.88s remaining: 1m 12s 62: learn: 0.4540415 test: 0.4573121 best: 0.4573121 (62) total: 2.92s remaining: 1m 12s 63: learn: 0.4535285 test: 0.4567950 best: 0.4567950 (63) total: 2.96s remaining: 1m 12s 64: learn: 0.4527334 test: 0.4561404 best: 0.4561404 (64) total: 3.01s remaining: 1m 12s 65: learn: 0.4522572 test: 0.4556840 best: 0.4556840 (65) total: 3.06s remaining: 1m 12s 66: learn: 0.4518792 test: 0.4553309 best: 0.4553309 (66) total: 3.11s remaining: 1m 12s 67: learn: 0.4514411 test: 0.4549619 best: 0.4549619 (67) total: 3.16s remaining: 1m 12s 68: learn: 0.4510133 test: 0.4544925 best: 0.4544925 (68) total: 3.2s remaining: 1m 12s 69: learn: 0.4505771 test: 0.4540855 best: 0.4540855 (69) total: 3.24s remaining: 1m 12s 70: learn: 0.4501049 test: 0.4535908 best: 0.4535908 (70) total: 3.28s remaining: 1m 11s 71: learn: 0.4497746 test: 0.4532932 best: 0.4532932 (71) total: 3.32s remaining: 1m 11s 72: learn: 0.4494505 test: 0.4529914 best: 0.4529914 (72) total: 3.37s remaining: 1m 11s 73: learn: 0.4491423 test: 0.4526979 best: 0.4526979 (73) total: 3.43s remaining: 1m 11s 74: learn: 0.4488242 test: 0.4524170 best: 0.4524170 (74) total: 3.47s remaining: 1m 11s 75: learn: 0.4484905 test: 0.4520930 best: 0.4520930 (75) total: 3.52s remaining: 1m 11s 76: learn: 0.4478182 test: 0.4517365 best: 0.4517365 (76) total: 3.57s remaining: 1m 11s 77: learn: 0.4475108 test: 0.4514556 best: 0.4514556 (77) total: 3.62s remaining: 1m 11s 78: learn: 0.4471155 test: 0.4510513 best: 0.4510513 (78) total: 3.66s remaining: 1m 11s 79: learn: 0.4465783 test: 0.4505281 best: 0.4505281 (79) total: 3.71s remaining: 1m 11s 80: learn: 0.4460314 test: 0.4499961 best: 0.4499961 (80) total: 3.76s remaining: 1m 11s 81: learn: 0.4458030 test: 0.4497780 best: 0.4497780 (81) total: 3.8s remaining: 1m 11s 82: learn: 0.4456121 test: 0.4496315 best: 0.4496315 (82) total: 3.85s remaining: 1m 11s 83: learn: 0.4449394 test: 0.4487775 best: 0.4487775 (83) total: 3.91s remaining: 1m 11s 84: learn: 0.4444582 test: 0.4483238 best: 0.4483238 (84) total: 3.96s remaining: 1m 11s 85: learn: 0.4441528 test: 0.4481256 best: 0.4481256 (85) total: 4.02s remaining: 1m 11s 86: learn: 0.4439541 test: 0.4478993 best: 0.4478993 (86) total: 4.07s remaining: 1m 11s 87: learn: 0.4438025 test: 0.4478508 best: 0.4478508 (87) total: 4.11s remaining: 1m 11s 88: learn: 0.4434361 test: 0.4474974 best: 0.4474974 (88) total: 4.16s remaining: 1m 11s 89: learn: 0.4431574 test: 0.4472577 best: 0.4472577 (89) total: 4.21s remaining: 1m 11s 90: learn: 0.4426754 test: 0.4470302 best: 0.4470302 (90) total: 4.26s remaining: 1m 11s 91: learn: 0.4426661 test: 0.4470166 best: 0.4470166 (91) total: 4.3s remaining: 1m 11s 92: learn: 0.4421145 test: 0.4464612 best: 0.4464612 (92) total: 4.36s remaining: 1m 11s 93: learn: 0.4418178 test: 0.4461919 best: 0.4461919 (93) total: 4.43s remaining: 1m 12s 94: learn: 0.4417931 test: 0.4461761 best: 0.4461761 (94) total: 4.48s remaining: 1m 12s 95: learn: 0.4412949 test: 0.4457532 best: 0.4457532 (95) total: 4.53s remaining: 1m 12s 96: learn: 0.4403091 test: 0.4446184 best: 0.4446184 (96) total: 4.59s remaining: 1m 12s 97: learn: 0.4399717 test: 0.4443435 best: 0.4443435 (97) total: 4.64s remaining: 1m 12s 98: learn: 0.4395668 test: 0.4440962 best: 0.4440962 (98) total: 4.69s remaining: 1m 12s 99: learn: 0.4393829 test: 0.4439587 best: 0.4439587 (99) total: 4.73s remaining: 1m 12s 100: learn: 0.4391085 test: 0.4436940 best: 0.4436940 (100) total: 4.78s remaining: 1m 12s 101: learn: 0.4388063 test: 0.4435068 best: 0.4435068 (101) total: 4.82s remaining: 1m 12s 102: learn: 0.4386095 test: 0.4432948 best: 0.4432948 (102) total: 4.87s remaining: 1m 11s 103: learn: 0.4383100 test: 0.4430399 best: 0.4430399 (103) total: 4.91s remaining: 1m 11s 104: learn: 0.4380241 test: 0.4427763 best: 0.4427763 (104) total: 4.96s remaining: 1m 11s 105: learn: 0.4370392 test: 0.4415977 best: 0.4415977 (105) total: 5s remaining: 1m 11s 106: learn: 0.4367698 test: 0.4413715 best: 0.4413715 (106) total: 5.04s remaining: 1m 11s 107: learn: 0.4365487 test: 0.4411887 best: 0.4411887 (107) total: 5.09s remaining: 1m 11s 108: learn: 0.4364064 test: 0.4411033 best: 0.4411033 (108) total: 5.14s remaining: 1m 11s 109: learn: 0.4361063 test: 0.4408390 best: 0.4408390 (109) total: 5.2s remaining: 1m 11s 110: learn: 0.4358682 test: 0.4406776 best: 0.4406776 (110) total: 5.25s remaining: 1m 11s 111: learn: 0.4356697 test: 0.4404993 best: 0.4404993 (111) total: 5.3s remaining: 1m 11s 112: learn: 0.4354093 test: 0.4402579 best: 0.4402579 (112) total: 5.35s remaining: 1m 11s 113: learn: 0.4352248 test: 0.4400950 best: 0.4400950 (113) total: 5.4s remaining: 1m 11s 114: learn: 0.4351025 test: 0.4400061 best: 0.4400061 (114) total: 5.45s remaining: 1m 11s 115: learn: 0.4344172 test: 0.4393699 best: 0.4393699 (115) total: 5.5s remaining: 1m 11s 116: learn: 0.4340820 test: 0.4390445 best: 0.4390445 (116) total: 5.55s remaining: 1m 11s 117: learn: 0.4339962 test: 0.4390080 best: 0.4390080 (117) total: 5.6s remaining: 1m 11s 118: learn: 0.4339879 test: 0.4390047 best: 0.4390047 (118) total: 5.62s remaining: 1m 11s 119: learn: 0.4338364 test: 0.4388957 best: 0.4388957 (119) total: 5.66s remaining: 1m 10s 120: learn: 0.4332719 test: 0.4382129 best: 0.4382129 (120) total: 5.7s remaining: 1m 10s 121: learn: 0.4330580 test: 0.4380427 best: 0.4380427 (121) total: 5.75s remaining: 1m 10s 122: learn: 0.4330509 test: 0.4380339 best: 0.4380339 (122) total: 5.77s remaining: 1m 10s 123: learn: 0.4329201 test: 0.4379001 best: 0.4379001 (123) total: 5.81s remaining: 1m 10s 124: learn: 0.4329120 test: 0.4378987 best: 0.4378987 (124) total: 5.85s remaining: 1m 10s 125: learn: 0.4328747 test: 0.4378897 best: 0.4378897 (125) total: 5.89s remaining: 1m 10s 126: learn: 0.4325104 test: 0.4375376 best: 0.4375376 (126) total: 5.93s remaining: 1m 9s 127: learn: 0.4322921 test: 0.4373155 best: 0.4373155 (127) total: 5.97s remaining: 1m 9s 128: learn: 0.4322870 test: 0.4373189 best: 0.4373155 (127) total: 6.01s remaining: 1m 9s 129: learn: 0.4322294 test: 0.4373232 best: 0.4373155 (127) total: 6.06s remaining: 1m 9s 130: learn: 0.4321363 test: 0.4372356 best: 0.4372356 (130) total: 6.1s remaining: 1m 9s 131: learn: 0.4316380 test: 0.4367012 best: 0.4367012 (131) total: 6.16s remaining: 1m 9s 132: learn: 0.4313449 test: 0.4365079 best: 0.4365079 (132) total: 6.2s remaining: 1m 9s 133: learn: 0.4312768 test: 0.4364669 best: 0.4364669 (133) total: 6.25s remaining: 1m 9s 134: learn: 0.4312615 test: 0.4364674 best: 0.4364669 (133) total: 6.3s remaining: 1m 9s 135: learn: 0.4309789 test: 0.4362855 best: 0.4362855 (135) total: 6.36s remaining: 1m 9s 136: learn: 0.4308750 test: 0.4362092 best: 0.4362092 (136) total: 6.41s remaining: 1m 9s 137: learn: 0.4308497 test: 0.4362039 best: 0.4362039 (137) total: 6.45s remaining: 1m 9s 138: learn: 0.4307544 test: 0.4361425 best: 0.4361425 (138) total: 6.5s remaining: 1m 9s 139: learn: 0.4306642 test: 0.4360848 best: 0.4360848 (139) total: 6.55s remaining: 1m 9s 140: learn: 0.4304559 test: 0.4359128 best: 0.4359128 (140) total: 6.6s remaining: 1m 9s 141: learn: 0.4302822 test: 0.4357530 best: 0.4357530 (141) total: 6.64s remaining: 1m 9s 142: learn: 0.4302183 test: 0.4356950 best: 0.4356950 (142) total: 6.69s remaining: 1m 9s 143: learn: 0.4299377 test: 0.4355269 best: 0.4355269 (143) total: 6.74s remaining: 1m 9s 144: learn: 0.4297066 test: 0.4353279 best: 0.4353279 (144) total: 6.78s remaining: 1m 9s 145: learn: 0.4293591 test: 0.4349548 best: 0.4349548 (145) total: 6.82s remaining: 1m 9s 146: learn: 0.4291465 test: 0.4348222 best: 0.4348222 (146) total: 6.87s remaining: 1m 9s 147: learn: 0.4290608 test: 0.4348004 best: 0.4348004 (147) total: 6.91s remaining: 1m 8s 148: learn: 0.4287239 test: 0.4346173 best: 0.4346173 (148) total: 6.95s remaining: 1m 8s 149: learn: 0.4285104 test: 0.4344203 best: 0.4344203 (149) total: 6.99s remaining: 1m 8s 150: learn: 0.4284938 test: 0.4344180 best: 0.4344180 (150) total: 7.03s remaining: 1m 8s 151: learn: 0.4278739 test: 0.4337021 best: 0.4337021 (151) total: 7.07s remaining: 1m 8s 152: learn: 0.4277445 test: 0.4336048 best: 0.4336048 (152) total: 7.12s remaining: 1m 8s 153: learn: 0.4277355 test: 0.4336121 best: 0.4336048 (152) total: 7.17s remaining: 1m 8s 154: learn: 0.4277302 test: 0.4336171 best: 0.4336048 (152) total: 7.22s remaining: 1m 8s 155: learn: 0.4276939 test: 0.4335829 best: 0.4335829 (155) total: 7.27s remaining: 1m 8s 156: learn: 0.4276375 test: 0.4335207 best: 0.4335207 (156) total: 7.31s remaining: 1m 8s 157: learn: 0.4274948 test: 0.4334003 best: 0.4334003 (157) total: 7.36s remaining: 1m 8s 158: learn: 0.4274003 test: 0.4333716 best: 0.4333716 (158) total: 7.41s remaining: 1m 8s 159: learn: 0.4272556 test: 0.4332361 best: 0.4332361 (159) total: 7.47s remaining: 1m 8s 160: learn: 0.4270649 test: 0.4330478 best: 0.4330478 (160) total: 7.52s remaining: 1m 8s 161: learn: 0.4269060 test: 0.4329866 best: 0.4329866 (161) total: 7.57s remaining: 1m 8s 162: learn: 0.4267957 test: 0.4329269 best: 0.4329269 (162) total: 7.61s remaining: 1m 8s 163: learn: 0.4266028 test: 0.4326905 best: 0.4326905 (163) total: 7.65s remaining: 1m 8s 164: learn: 0.4265387 test: 0.4326582 best: 0.4326582 (164) total: 7.7s remaining: 1m 8s 165: learn: 0.4265330 test: 0.4326507 best: 0.4326507 (165) total: 7.74s remaining: 1m 8s 166: learn: 0.4264420 test: 0.4326060 best: 0.4326060 (166) total: 7.79s remaining: 1m 7s 167: learn: 0.4264138 test: 0.4325849 best: 0.4325849 (167) total: 7.83s remaining: 1m 7s 168: learn: 0.4262281 test: 0.4324455 best: 0.4324455 (168) total: 7.88s remaining: 1m 7s 169: learn: 0.4260275 test: 0.4323513 best: 0.4323513 (169) total: 7.92s remaining: 1m 7s 170: learn: 0.4260198 test: 0.4323573 best: 0.4323513 (169) total: 7.97s remaining: 1m 7s 171: learn: 0.4260113 test: 0.4323573 best: 0.4323513 (169) total: 8.01s remaining: 1m 7s 172: learn: 0.4260020 test: 0.4323531 best: 0.4323513 (169) total: 8.05s remaining: 1m 7s 173: learn: 0.4258403 test: 0.4322399 best: 0.4322399 (173) total: 8.1s remaining: 1m 7s 174: learn: 0.4256497 test: 0.4321021 best: 0.4321021 (174) total: 8.14s remaining: 1m 7s 175: learn: 0.4255384 test: 0.4320320 best: 0.4320320 (175) total: 8.19s remaining: 1m 7s 176: learn: 0.4255323 test: 0.4320272 best: 0.4320272 (176) total: 8.23s remaining: 1m 7s 177: learn: 0.4255281 test: 0.4320317 best: 0.4320272 (176) total: 8.28s remaining: 1m 7s 178: learn: 0.4253882 test: 0.4319727 best: 0.4319727 (178) total: 8.33s remaining: 1m 7s 179: learn: 0.4253286 test: 0.4319433 best: 0.4319433 (179) total: 8.38s remaining: 1m 7s 180: learn: 0.4252256 test: 0.4319218 best: 0.4319218 (180) total: 8.44s remaining: 1m 7s 181: learn: 0.4249574 test: 0.4317485 best: 0.4317485 (181) total: 8.48s remaining: 1m 7s 182: learn: 0.4247472 test: 0.4315374 best: 0.4315374 (182) total: 8.54s remaining: 1m 7s 183: learn: 0.4245599 test: 0.4314528 best: 0.4314528 (183) total: 8.59s remaining: 1m 7s 184: learn: 0.4242600 test: 0.4309785 best: 0.4309785 (184) total: 8.65s remaining: 1m 7s 185: learn: 0.4242356 test: 0.4309889 best: 0.4309785 (184) total: 8.7s remaining: 1m 7s 186: learn: 0.4241790 test: 0.4309563 best: 0.4309563 (186) total: 8.75s remaining: 1m 7s 187: learn: 0.4241741 test: 0.4309624 best: 0.4309563 (186) total: 8.8s remaining: 1m 7s 188: learn: 0.4239964 test: 0.4308584 best: 0.4308584 (188) total: 8.85s remaining: 1m 7s 189: learn: 0.4239212 test: 0.4307891 best: 0.4307891 (189) total: 8.89s remaining: 1m 7s 190: learn: 0.4239170 test: 0.4307953 best: 0.4307891 (189) total: 8.93s remaining: 1m 7s 191: learn: 0.4238079 test: 0.4306874 best: 0.4306874 (191) total: 8.97s remaining: 1m 6s 192: learn: 0.4237437 test: 0.4306396 best: 0.4306396 (192) total: 9.02s remaining: 1m 6s 193: learn: 0.4235850 test: 0.4305169 best: 0.4305169 (193) total: 9.06s remaining: 1m 6s 194: learn: 0.4235200 test: 0.4304830 best: 0.4304830 (194) total: 9.1s remaining: 1m 6s 195: learn: 0.4233323 test: 0.4302485 best: 0.4302485 (195) total: 9.15s remaining: 1m 6s 196: learn: 0.4233088 test: 0.4302538 best: 0.4302485 (195) total: 9.19s remaining: 1m 6s 197: learn: 0.4232083 test: 0.4301910 best: 0.4301910 (197) total: 9.23s remaining: 1m 6s 198: learn: 0.4229464 test: 0.4298263 best: 0.4298263 (198) total: 9.27s remaining: 1m 6s 199: learn: 0.4228500 test: 0.4297288 best: 0.4297288 (199) total: 9.31s remaining: 1m 6s 200: learn: 0.4228395 test: 0.4297356 best: 0.4297288 (199) total: 9.36s remaining: 1m 6s 201: learn: 0.4227074 test: 0.4296188 best: 0.4296188 (201) total: 9.41s remaining: 1m 6s 202: learn: 0.4225190 test: 0.4294507 best: 0.4294507 (202) total: 9.45s remaining: 1m 6s 203: learn: 0.4224093 test: 0.4294116 best: 0.4294116 (203) total: 9.5s remaining: 1m 6s 204: learn: 0.4223272 test: 0.4293624 best: 0.4293624 (204) total: 9.54s remaining: 1m 6s 205: learn: 0.4221307 test: 0.4292108 best: 0.4292108 (205) total: 9.6s remaining: 1m 6s 206: learn: 0.4221114 test: 0.4292143 best: 0.4292108 (205) total: 9.66s remaining: 1m 6s 207: learn: 0.4220345 test: 0.4291243 best: 0.4291243 (207) total: 9.72s remaining: 1m 6s 208: learn: 0.4220037 test: 0.4291010 best: 0.4291010 (208) total: 9.78s remaining: 1m 6s 209: learn: 0.4215826 test: 0.4286540 best: 0.4286540 (209) total: 9.82s remaining: 1m 6s 210: learn: 0.4215780 test: 0.4286600 best: 0.4286540 (209) total: 9.88s remaining: 1m 6s 211: learn: 0.4215722 test: 0.4286600 best: 0.4286540 (209) total: 9.92s remaining: 1m 6s 212: learn: 0.4214707 test: 0.4285066 best: 0.4285066 (212) total: 9.96s remaining: 1m 6s 213: learn: 0.4214130 test: 0.4284695 best: 0.4284695 (213) total: 10s remaining: 1m 5s 214: learn: 0.4213921 test: 0.4284791 best: 0.4284695 (213) total: 10s remaining: 1m 5s 215: learn: 0.4212716 test: 0.4283465 best: 0.4283465 (215) total: 10.1s remaining: 1m 5s 216: learn: 0.4211559 test: 0.4282658 best: 0.4282658 (216) total: 10.1s remaining: 1m 5s 217: learn: 0.4211370 test: 0.4282556 best: 0.4282556 (217) total: 10.2s remaining: 1m 5s 218: learn: 0.4210524 test: 0.4282190 best: 0.4282190 (218) total: 10.2s remaining: 1m 5s 219: learn: 0.4209803 test: 0.4281547 best: 0.4281547 (219) total: 10.3s remaining: 1m 5s 220: learn: 0.4209699 test: 0.4281515 best: 0.4281515 (220) total: 10.4s remaining: 1m 5s 221: learn: 0.4209281 test: 0.4281260 best: 0.4281260 (221) total: 10.4s remaining: 1m 5s 222: learn: 0.4208379 test: 0.4280782 best: 0.4280782 (222) total: 10.5s remaining: 1m 5s 223: learn: 0.4208364 test: 0.4280845 best: 0.4280782 (222) total: 10.5s remaining: 1m 5s 224: learn: 0.4205648 test: 0.4278108 best: 0.4278108 (224) total: 10.6s remaining: 1m 5s 225: learn: 0.4205624 test: 0.4278131 best: 0.4278108 (224) total: 10.6s remaining: 1m 5s 226: learn: 0.4205136 test: 0.4277824 best: 0.4277824 (226) total: 10.7s remaining: 1m 5s 227: learn: 0.4205022 test: 0.4277715 best: 0.4277715 (227) total: 10.7s remaining: 1m 5s 228: learn: 0.4204277 test: 0.4277089 best: 0.4277089 (228) total: 10.8s remaining: 1m 5s 229: learn: 0.4204226 test: 0.4277089 best: 0.4277089 (229) total: 10.8s remaining: 1m 5s 230: learn: 0.4203634 test: 0.4276338 best: 0.4276338 (230) total: 10.9s remaining: 1m 5s 231: learn: 0.4202745 test: 0.4275213 best: 0.4275213 (231) total: 10.9s remaining: 1m 5s 232: learn: 0.4202702 test: 0.4275213 best: 0.4275213 (231) total: 11s remaining: 1m 5s 233: learn: 0.4202556 test: 0.4275168 best: 0.4275168 (233) total: 11s remaining: 1m 5s 234: learn: 0.4201384 test: 0.4274278 best: 0.4274278 (234) total: 11.1s remaining: 1m 5s 235: learn: 0.4200402 test: 0.4273695 best: 0.4273695 (235) total: 11.1s remaining: 1m 5s 236: learn: 0.4199797 test: 0.4273411 best: 0.4273411 (236) total: 11.1s remaining: 1m 5s 237: learn: 0.4199771 test: 0.4273393 best: 0.4273393 (237) total: 11.2s remaining: 1m 5s 238: learn: 0.4198884 test: 0.4272622 best: 0.4272622 (238) total: 11.2s remaining: 1m 5s 239: learn: 0.4198870 test: 0.4272618 best: 0.4272618 (239) total: 11.3s remaining: 1m 5s 240: learn: 0.4198851 test: 0.4272677 best: 0.4272618 (239) total: 11.3s remaining: 1m 4s 241: learn: 0.4198830 test: 0.4272736 best: 0.4272618 (239) total: 11.3s remaining: 1m 4s 242: learn: 0.4198714 test: 0.4272736 best: 0.4272618 (239) total: 11.4s remaining: 1m 4s 243: learn: 0.4198501 test: 0.4272524 best: 0.4272524 (243) total: 11.4s remaining: 1m 4s 244: learn: 0.4198480 test: 0.4272572 best: 0.4272524 (243) total: 11.5s remaining: 1m 4s 245: learn: 0.4198320 test: 0.4272478 best: 0.4272478 (245) total: 11.5s remaining: 1m 4s 246: learn: 0.4197124 test: 0.4271705 best: 0.4271705 (246) total: 11.6s remaining: 1m 4s 247: learn: 0.4196500 test: 0.4271597 best: 0.4271597 (247) total: 11.6s remaining: 1m 4s 248: learn: 0.4196442 test: 0.4271555 best: 0.4271555 (248) total: 11.7s remaining: 1m 4s 249: learn: 0.4196280 test: 0.4271448 best: 0.4271448 (249) total: 11.7s remaining: 1m 4s 250: learn: 0.4195573 test: 0.4270980 best: 0.4270980 (250) total: 11.8s remaining: 1m 4s 251: learn: 0.4194511 test: 0.4269970 best: 0.4269970 (251) total: 11.8s remaining: 1m 4s 252: learn: 0.4194510 test: 0.4269969 best: 0.4269969 (252) total: 11.9s remaining: 1m 4s 253: learn: 0.4192682 test: 0.4268017 best: 0.4268017 (253) total: 11.9s remaining: 1m 4s 254: learn: 0.4191510 test: 0.4267317 best: 0.4267317 (254) total: 12s remaining: 1m 4s 255: learn: 0.4190508 test: 0.4266477 best: 0.4266477 (255) total: 12s remaining: 1m 4s 256: learn: 0.4190040 test: 0.4265802 best: 0.4265802 (256) total: 12.1s remaining: 1m 4s 257: learn: 0.4189943 test: 0.4265769 best: 0.4265769 (257) total: 12.1s remaining: 1m 4s 258: learn: 0.4189878 test: 0.4265731 best: 0.4265731 (258) total: 12.2s remaining: 1m 4s 259: learn: 0.4189735 test: 0.4265795 best: 0.4265731 (258) total: 12.2s remaining: 1m 4s 260: learn: 0.4189685 test: 0.4265757 best: 0.4265731 (258) total: 12.3s remaining: 1m 4s 261: learn: 0.4189654 test: 0.4265752 best: 0.4265731 (258) total: 12.3s remaining: 1m 4s 262: learn: 0.4189289 test: 0.4265443 best: 0.4265443 (262) total: 12.4s remaining: 1m 4s 263: learn: 0.4188625 test: 0.4264840 best: 0.4264840 (263) total: 12.4s remaining: 1m 4s 264: learn: 0.4188598 test: 0.4264889 best: 0.4264840 (263) total: 12.5s remaining: 1m 4s 265: learn: 0.4188569 test: 0.4264938 best: 0.4264840 (263) total: 12.5s remaining: 1m 3s 266: learn: 0.4188373 test: 0.4264728 best: 0.4264728 (266) total: 12.6s remaining: 1m 3s 267: learn: 0.4188313 test: 0.4264713 best: 0.4264713 (267) total: 12.6s remaining: 1m 3s 268: learn: 0.4188287 test: 0.4264757 best: 0.4264713 (267) total: 12.7s remaining: 1m 3s 269: learn: 0.4187815 test: 0.4264749 best: 0.4264713 (267) total: 12.7s remaining: 1m 3s 270: learn: 0.4187793 test: 0.4264813 best: 0.4264713 (267) total: 12.8s remaining: 1m 3s 271: learn: 0.4187753 test: 0.4264810 best: 0.4264713 (267) total: 12.8s remaining: 1m 3s 272: learn: 0.4186368 test: 0.4263217 best: 0.4263217 (272) total: 12.9s remaining: 1m 3s 273: learn: 0.4185606 test: 0.4263118 best: 0.4263118 (273) total: 12.9s remaining: 1m 3s 274: learn: 0.4184943 test: 0.4263287 best: 0.4263118 (273) total: 12.9s remaining: 1m 3s 275: learn: 0.4184928 test: 0.4263286 best: 0.4263118 (273) total: 13s remaining: 1m 3s 276: learn: 0.4184570 test: 0.4263026 best: 0.4263026 (276) total: 13s remaining: 1m 3s 277: learn: 0.4183621 test: 0.4262492 best: 0.4262492 (277) total: 13.1s remaining: 1m 3s 278: learn: 0.4182294 test: 0.4261696 best: 0.4261696 (278) total: 13.1s remaining: 1m 3s 279: learn: 0.4182007 test: 0.4261587 best: 0.4261587 (279) total: 13.2s remaining: 1m 3s 280: learn: 0.4182003 test: 0.4261626 best: 0.4261587 (279) total: 13.2s remaining: 1m 3s 281: learn: 0.4181973 test: 0.4261647 best: 0.4261587 (279) total: 13.2s remaining: 1m 3s 282: learn: 0.4181960 test: 0.4261685 best: 0.4261587 (279) total: 13.3s remaining: 1m 2s 283: learn: 0.4181300 test: 0.4260869 best: 0.4260869 (283) total: 13.3s remaining: 1m 2s 284: learn: 0.4179077 test: 0.4258096 best: 0.4258096 (284) total: 13.4s remaining: 1m 2s 285: learn: 0.4179045 test: 0.4258099 best: 0.4258096 (284) total: 13.4s remaining: 1m 2s 286: learn: 0.4178119 test: 0.4257294 best: 0.4257294 (286) total: 13.5s remaining: 1m 2s 287: learn: 0.4177411 test: 0.4257062 best: 0.4257062 (287) total: 13.6s remaining: 1m 2s 288: learn: 0.4177377 test: 0.4257065 best: 0.4257062 (287) total: 13.6s remaining: 1m 2s 289: learn: 0.4176810 test: 0.4256835 best: 0.4256835 (289) total: 13.7s remaining: 1m 2s 290: learn: 0.4176794 test: 0.4256856 best: 0.4256835 (289) total: 13.7s remaining: 1m 3s 291: learn: 0.4174048 test: 0.4254231 best: 0.4254231 (291) total: 13.8s remaining: 1m 3s 292: learn: 0.4173879 test: 0.4254213 best: 0.4254213 (292) total: 13.9s remaining: 1m 2s 293: learn: 0.4173093 test: 0.4253745 best: 0.4253745 (293) total: 13.9s remaining: 1m 2s 294: learn: 0.4171446 test: 0.4252567 best: 0.4252567 (294) total: 14s remaining: 1m 2s 295: learn: 0.4171011 test: 0.4252486 best: 0.4252486 (295) total: 14s remaining: 1m 2s 296: learn: 0.4171005 test: 0.4252521 best: 0.4252486 (295) total: 14.1s remaining: 1m 2s 297: learn: 0.4170988 test: 0.4252521 best: 0.4252486 (295) total: 14.1s remaining: 1m 2s 298: learn: 0.4170729 test: 0.4252367 best: 0.4252367 (298) total: 14.1s remaining: 1m 2s 299: learn: 0.4170711 test: 0.4252391 best: 0.4252367 (298) total: 14.2s remaining: 1m 2s 300: learn: 0.4169865 test: 0.4251830 best: 0.4251830 (300) total: 14.2s remaining: 1m 2s 301: learn: 0.4169821 test: 0.4251874 best: 0.4251830 (300) total: 14.3s remaining: 1m 2s 302: learn: 0.4168374 test: 0.4251093 best: 0.4251093 (302) total: 14.3s remaining: 1m 2s 303: learn: 0.4165994 test: 0.4248638 best: 0.4248638 (303) total: 14.4s remaining: 1m 2s 304: learn: 0.4165916 test: 0.4248703 best: 0.4248638 (303) total: 14.4s remaining: 1m 2s 305: learn: 0.4165688 test: 0.4248688 best: 0.4248638 (303) total: 14.5s remaining: 1m 2s 306: learn: 0.4165675 test: 0.4248715 best: 0.4248638 (303) total: 14.6s remaining: 1m 2s 307: learn: 0.4165038 test: 0.4248228 best: 0.4248228 (307) total: 14.6s remaining: 1m 2s 308: learn: 0.4164595 test: 0.4247853 best: 0.4247853 (308) total: 14.7s remaining: 1m 2s 309: learn: 0.4164569 test: 0.4247916 best: 0.4247853 (308) total: 14.7s remaining: 1m 2s 310: learn: 0.4164474 test: 0.4247863 best: 0.4247853 (308) total: 14.7s remaining: 1m 2s 311: learn: 0.4164452 test: 0.4247867 best: 0.4247853 (308) total: 14.8s remaining: 1m 2s 312: learn: 0.4164205 test: 0.4247925 best: 0.4247853 (308) total: 14.8s remaining: 1m 2s 313: learn: 0.4163993 test: 0.4248016 best: 0.4247853 (308) total: 14.9s remaining: 1m 2s 314: learn: 0.4163971 test: 0.4248015 best: 0.4247853 (308) total: 14.9s remaining: 1m 2s 315: learn: 0.4163555 test: 0.4247637 best: 0.4247637 (315) total: 15s remaining: 1m 2s 316: learn: 0.4162271 test: 0.4246706 best: 0.4246706 (316) total: 15s remaining: 1m 2s 317: learn: 0.4162247 test: 0.4246720 best: 0.4246706 (316) total: 15.1s remaining: 1m 1s 318: learn: 0.4162175 test: 0.4246707 best: 0.4246706 (316) total: 15.1s remaining: 1m 1s 319: learn: 0.4161659 test: 0.4246647 best: 0.4246647 (319) total: 15.2s remaining: 1m 1s 320: learn: 0.4161210 test: 0.4246403 best: 0.4246403 (320) total: 15.2s remaining: 1m 1s 321: learn: 0.4160882 test: 0.4246385 best: 0.4246385 (321) total: 15.3s remaining: 1m 1s 322: learn: 0.4160859 test: 0.4246407 best: 0.4246385 (321) total: 15.3s remaining: 1m 1s 323: learn: 0.4160205 test: 0.4245921 best: 0.4245921 (323) total: 15.4s remaining: 1m 1s 324: learn: 0.4160162 test: 0.4245921 best: 0.4245921 (324) total: 15.4s remaining: 1m 1s 325: learn: 0.4160157 test: 0.4245923 best: 0.4245921 (324) total: 15.4s remaining: 1m 1s 326: learn: 0.4160130 test: 0.4245989 best: 0.4245921 (324) total: 15.5s remaining: 1m 1s 327: learn: 0.4160082 test: 0.4246008 best: 0.4245921 (324) total: 15.5s remaining: 1m 1s 328: learn: 0.4160041 test: 0.4246008 best: 0.4245921 (324) total: 15.6s remaining: 1m 1s 329: learn: 0.4160003 test: 0.4246005 best: 0.4245921 (324) total: 15.6s remaining: 1m 1s 330: learn: 0.4158786 test: 0.4246146 best: 0.4245921 (324) total: 15.7s remaining: 1m 1s 331: learn: 0.4158765 test: 0.4246185 best: 0.4245921 (324) total: 15.7s remaining: 1m 1s 332: learn: 0.4158746 test: 0.4246184 best: 0.4245921 (324) total: 15.8s remaining: 1m 1s 333: learn: 0.4158588 test: 0.4246237 best: 0.4245921 (324) total: 15.8s remaining: 1m 1s 334: learn: 0.4158585 test: 0.4246257 best: 0.4245921 (324) total: 15.8s remaining: 1m 335: learn: 0.4158510 test: 0.4246215 best: 0.4245921 (324) total: 15.9s remaining: 1m 336: learn: 0.4158508 test: 0.4246216 best: 0.4245921 (324) total: 15.9s remaining: 1m 337: learn: 0.4156818 test: 0.4244289 best: 0.4244289 (337) total: 16s remaining: 1m 338: learn: 0.4155549 test: 0.4243150 best: 0.4243150 (338) total: 16s remaining: 1m 339: learn: 0.4155540 test: 0.4243157 best: 0.4243150 (338) total: 16.1s remaining: 1m 340: learn: 0.4155520 test: 0.4243157 best: 0.4243150 (338) total: 16.1s remaining: 1m 341: learn: 0.4155511 test: 0.4243145 best: 0.4243145 (341) total: 16.2s remaining: 1m 342: learn: 0.4155508 test: 0.4243167 best: 0.4243145 (341) total: 16.2s remaining: 1m 343: learn: 0.4155313 test: 0.4242908 best: 0.4242908 (343) total: 16.3s remaining: 1m 344: learn: 0.4154901 test: 0.4242763 best: 0.4242763 (344) total: 16.3s remaining: 1m 345: learn: 0.4153804 test: 0.4242319 best: 0.4242319 (345) total: 16.4s remaining: 1m 346: learn: 0.4153392 test: 0.4242450 best: 0.4242319 (345) total: 16.4s remaining: 1m 347: learn: 0.4151606 test: 0.4241111 best: 0.4241111 (347) total: 16.5s remaining: 1m 348: learn: 0.4151156 test: 0.4240851 best: 0.4240851 (348) total: 16.5s remaining: 1m 349: learn: 0.4151029 test: 0.4240811 best: 0.4240811 (349) total: 16.6s remaining: 1m 350: learn: 0.4151014 test: 0.4240814 best: 0.4240811 (349) total: 16.6s remaining: 1m 351: learn: 0.4150995 test: 0.4240781 best: 0.4240781 (351) total: 16.7s remaining: 1m 352: learn: 0.4150929 test: 0.4240754 best: 0.4240754 (352) total: 16.7s remaining: 1m 353: learn: 0.4150473 test: 0.4240458 best: 0.4240458 (353) total: 16.8s remaining: 1m 354: learn: 0.4150371 test: 0.4240500 best: 0.4240458 (353) total: 16.8s remaining: 1m 355: learn: 0.4149449 test: 0.4239917 best: 0.4239917 (355) total: 16.9s remaining: 1m 356: learn: 0.4149422 test: 0.4239982 best: 0.4239917 (355) total: 16.9s remaining: 1m 357: learn: 0.4149393 test: 0.4240000 best: 0.4239917 (355) total: 17s remaining: 1m 358: learn: 0.4149292 test: 0.4239972 best: 0.4239917 (355) total: 17s remaining: 1m 359: learn: 0.4149229 test: 0.4239904 best: 0.4239904 (359) total: 17.1s remaining: 1m 360: learn: 0.4149215 test: 0.4239892 best: 0.4239892 (360) total: 17.1s remaining: 60s 361: learn: 0.4148336 test: 0.4239125 best: 0.4239125 (361) total: 17.2s remaining: 59.9s 362: learn: 0.4148240 test: 0.4239167 best: 0.4239125 (361) total: 17.2s remaining: 59.9s 363: learn: 0.4148202 test: 0.4239236 best: 0.4239125 (361) total: 17.3s remaining: 59.8s 364: learn: 0.4148202 test: 0.4239235 best: 0.4239125 (361) total: 17.3s remaining: 59.7s 365: learn: 0.4148009 test: 0.4239226 best: 0.4239125 (361) total: 17.3s remaining: 59.6s 366: learn: 0.4147519 test: 0.4238866 best: 0.4238866 (366) total: 17.4s remaining: 59.6s 367: learn: 0.4147489 test: 0.4238931 best: 0.4238866 (366) total: 17.4s remaining: 59.5s 368: learn: 0.4147208 test: 0.4238813 best: 0.4238813 (368) total: 17.5s remaining: 59.5s 369: learn: 0.4145769 test: 0.4237429 best: 0.4237429 (369) total: 17.5s remaining: 59.5s 370: learn: 0.4145751 test: 0.4237452 best: 0.4237429 (369) total: 17.6s remaining: 59.5s 371: learn: 0.4145732 test: 0.4237481 best: 0.4237429 (369) total: 17.6s remaining: 59.4s 372: learn: 0.4145730 test: 0.4237483 best: 0.4237429 (369) total: 17.7s remaining: 59.4s 373: learn: 0.4145714 test: 0.4237472 best: 0.4237429 (369) total: 17.7s remaining: 59.3s 374: learn: 0.4145533 test: 0.4237334 best: 0.4237334 (374) total: 17.8s remaining: 59.3s 375: learn: 0.4145393 test: 0.4237348 best: 0.4237334 (374) total: 17.8s remaining: 59.2s 376: learn: 0.4145389 test: 0.4237358 best: 0.4237334 (374) total: 17.9s remaining: 59.2s 377: learn: 0.4145312 test: 0.4237375 best: 0.4237334 (374) total: 17.9s remaining: 59.1s 378: learn: 0.4145278 test: 0.4237392 best: 0.4237334 (374) total: 18s remaining: 59.1s 379: learn: 0.4145265 test: 0.4237453 best: 0.4237334 (374) total: 18s remaining: 59.1s 380: learn: 0.4145246 test: 0.4237456 best: 0.4237334 (374) total: 18.1s remaining: 59s 381: learn: 0.4143809 test: 0.4235576 best: 0.4235576 (381) total: 18.1s remaining: 58.9s 382: learn: 0.4143411 test: 0.4235277 best: 0.4235277 (382) total: 18.2s remaining: 58.9s 383: learn: 0.4142619 test: 0.4234646 best: 0.4234646 (383) total: 18.2s remaining: 58.9s 384: learn: 0.4142616 test: 0.4234675 best: 0.4234646 (383) total: 18.3s remaining: 58.8s 385: learn: 0.4142294 test: 0.4234550 best: 0.4234550 (385) total: 18.3s remaining: 58.8s 386: learn: 0.4142256 test: 0.4234545 best: 0.4234545 (386) total: 18.4s remaining: 58.8s 387: learn: 0.4142244 test: 0.4234551 best: 0.4234545 (386) total: 18.4s remaining: 58.8s 388: learn: 0.4142243 test: 0.4234556 best: 0.4234545 (386) total: 18.5s remaining: 58.8s 389: learn: 0.4142219 test: 0.4234617 best: 0.4234545 (386) total: 18.6s remaining: 58.8s 390: learn: 0.4142203 test: 0.4234617 best: 0.4234545 (386) total: 18.6s remaining: 58.7s 391: learn: 0.4140884 test: 0.4233383 best: 0.4233383 (391) total: 18.6s remaining: 58.6s 392: learn: 0.4140882 test: 0.4233385 best: 0.4233383 (391) total: 18.7s remaining: 58.6s 393: learn: 0.4140876 test: 0.4233387 best: 0.4233383 (391) total: 18.7s remaining: 58.5s 394: learn: 0.4140870 test: 0.4233413 best: 0.4233383 (391) total: 18.8s remaining: 58.5s 395: learn: 0.4140865 test: 0.4233439 best: 0.4233383 (391) total: 18.8s remaining: 58.4s 396: learn: 0.4140182 test: 0.4233148 best: 0.4233148 (396) total: 18.8s remaining: 58.3s 397: learn: 0.4139962 test: 0.4232999 best: 0.4232999 (397) total: 18.9s remaining: 58.2s 398: learn: 0.4139564 test: 0.4232766 best: 0.4232766 (398) total: 18.9s remaining: 58.2s 399: learn: 0.4139562 test: 0.4232765 best: 0.4232765 (399) total: 19s remaining: 58.1s 400: learn: 0.4138320 test: 0.4231476 best: 0.4231476 (400) total: 19s remaining: 58s 401: learn: 0.4138309 test: 0.4231538 best: 0.4231476 (400) total: 19.1s remaining: 58s 402: learn: 0.4138203 test: 0.4231565 best: 0.4231476 (400) total: 19.1s remaining: 58s 403: learn: 0.4138193 test: 0.4231571 best: 0.4231476 (400) total: 19.2s remaining: 57.9s 404: learn: 0.4138151 test: 0.4231554 best: 0.4231476 (400) total: 19.2s remaining: 57.9s 405: learn: 0.4138149 test: 0.4231555 best: 0.4231476 (400) total: 19.3s remaining: 57.8s 406: learn: 0.4136581 test: 0.4230254 best: 0.4230254 (406) total: 19.3s remaining: 57.8s 407: learn: 0.4136579 test: 0.4230244 best: 0.4230244 (407) total: 19.4s remaining: 57.7s 408: learn: 0.4136522 test: 0.4230243 best: 0.4230243 (408) total: 19.4s remaining: 57.7s 409: learn: 0.4136465 test: 0.4230225 best: 0.4230225 (409) total: 19.5s remaining: 57.7s 410: learn: 0.4135550 test: 0.4229414 best: 0.4229414 (410) total: 19.5s remaining: 57.6s 411: learn: 0.4135536 test: 0.4229413 best: 0.4229413 (411) total: 19.6s remaining: 57.6s 412: learn: 0.4134892 test: 0.4228898 best: 0.4228898 (412) total: 19.6s remaining: 57.5s 413: learn: 0.4134872 test: 0.4228959 best: 0.4228898 (412) total: 19.6s remaining: 57.5s 414: learn: 0.4134864 test: 0.4228966 best: 0.4228898 (412) total: 19.7s remaining: 57.4s 415: learn: 0.4134862 test: 0.4228955 best: 0.4228898 (412) total: 19.7s remaining: 57.4s 416: learn: 0.4134853 test: 0.4228957 best: 0.4228898 (412) total: 19.8s remaining: 57.3s 417: learn: 0.4134843 test: 0.4229018 best: 0.4228898 (412) total: 19.8s remaining: 57.3s 418: learn: 0.4134828 test: 0.4229020 best: 0.4228898 (412) total: 19.9s remaining: 57.2s 419: learn: 0.4134828 test: 0.4229014 best: 0.4228898 (412) total: 19.9s remaining: 57.2s 420: learn: 0.4134822 test: 0.4229011 best: 0.4228898 (412) total: 20s remaining: 57.1s 421: learn: 0.4134564 test: 0.4229105 best: 0.4228898 (412) total: 20s remaining: 57s 422: learn: 0.4134519 test: 0.4229083 best: 0.4228898 (412) total: 20s remaining: 57s 423: learn: 0.4134517 test: 0.4229076 best: 0.4228898 (412) total: 20.1s remaining: 56.9s 424: learn: 0.4134505 test: 0.4229135 best: 0.4228898 (412) total: 20.1s remaining: 56.8s 425: learn: 0.4134089 test: 0.4228901 best: 0.4228898 (412) total: 20.2s remaining: 56.8s 426: learn: 0.4134084 test: 0.4228898 best: 0.4228898 (426) total: 20.2s remaining: 56.7s 427: learn: 0.4133963 test: 0.4228872 best: 0.4228872 (427) total: 20.3s remaining: 56.7s 428: learn: 0.4133677 test: 0.4228600 best: 0.4228600 (428) total: 20.3s remaining: 56.6s 429: learn: 0.4132867 test: 0.4228004 best: 0.4228004 (429) total: 20.4s remaining: 56.6s 430: learn: 0.4132593 test: 0.4227760 best: 0.4227760 (430) total: 20.4s remaining: 56.6s 431: learn: 0.4132471 test: 0.4227725 best: 0.4227725 (431) total: 20.5s remaining: 56.5s 432: learn: 0.4132453 test: 0.4227783 best: 0.4227725 (431) total: 20.5s remaining: 56.5s 433: learn: 0.4131803 test: 0.4227010 best: 0.4227010 (433) total: 20.6s remaining: 56.5s 434: learn: 0.4131782 test: 0.4226992 best: 0.4226992 (434) total: 20.6s remaining: 56.4s 435: learn: 0.4131776 test: 0.4226997 best: 0.4226992 (434) total: 20.7s remaining: 56.4s 436: learn: 0.4131571 test: 0.4226832 best: 0.4226832 (436) total: 20.7s remaining: 56.3s 437: learn: 0.4131517 test: 0.4226842 best: 0.4226832 (436) total: 20.8s remaining: 56.3s 438: learn: 0.4131516 test: 0.4226847 best: 0.4226832 (436) total: 20.8s remaining: 56.2s 439: learn: 0.4131022 test: 0.4226249 best: 0.4226249 (439) total: 20.8s remaining: 56.1s 440: learn: 0.4130995 test: 0.4226252 best: 0.4226249 (439) total: 20.9s remaining: 56.1s 441: learn: 0.4130987 test: 0.4226308 best: 0.4226249 (439) total: 20.9s remaining: 56s 442: learn: 0.4129919 test: 0.4225658 best: 0.4225658 (442) total: 21s remaining: 56s 443: learn: 0.4129690 test: 0.4225656 best: 0.4225656 (443) total: 21s remaining: 55.9s 444: learn: 0.4129690 test: 0.4225655 best: 0.4225655 (444) total: 21s remaining: 55.8s 445: learn: 0.4128761 test: 0.4225424 best: 0.4225424 (445) total: 21.1s remaining: 55.7s 446: learn: 0.4128752 test: 0.4225424 best: 0.4225424 (446) total: 21.1s remaining: 55.7s 447: learn: 0.4128648 test: 0.4225330 best: 0.4225330 (447) total: 21.2s remaining: 55.6s 448: learn: 0.4128506 test: 0.4225350 best: 0.4225330 (447) total: 21.2s remaining: 55.5s 449: learn: 0.4128409 test: 0.4225372 best: 0.4225330 (447) total: 21.2s remaining: 55.5s 450: learn: 0.4127401 test: 0.4224702 best: 0.4224702 (450) total: 21.3s remaining: 55.4s 451: learn: 0.4127389 test: 0.4224717 best: 0.4224702 (450) total: 21.3s remaining: 55.4s 452: learn: 0.4127009 test: 0.4224465 best: 0.4224465 (452) total: 21.4s remaining: 55.4s 453: learn: 0.4125927 test: 0.4223600 best: 0.4223600 (453) total: 21.4s remaining: 55.3s 454: learn: 0.4125927 test: 0.4223586 best: 0.4223586 (454) total: 21.5s remaining: 55.2s 455: learn: 0.4125927 test: 0.4223585 best: 0.4223585 (455) total: 21.5s remaining: 55.1s 456: learn: 0.4125102 test: 0.4223013 best: 0.4223013 (456) total: 21.6s remaining: 55.1s 457: learn: 0.4124357 test: 0.4222358 best: 0.4222358 (457) total: 21.6s remaining: 55.1s 458: learn: 0.4123421 test: 0.4221986 best: 0.4221986 (458) total: 21.7s remaining: 55s 459: learn: 0.4123403 test: 0.4221962 best: 0.4221962 (459) total: 21.7s remaining: 55s 460: learn: 0.4122895 test: 0.4221608 best: 0.4221608 (460) total: 21.7s remaining: 54.9s 461: learn: 0.4121869 test: 0.4220943 best: 0.4220943 (461) total: 21.8s remaining: 54.8s 462: learn: 0.4121853 test: 0.4220943 best: 0.4220943 (461) total: 21.8s remaining: 54.7s 463: learn: 0.4121694 test: 0.4220943 best: 0.4220943 (463) total: 21.8s remaining: 54.7s 464: learn: 0.4121693 test: 0.4220942 best: 0.4220942 (464) total: 21.9s remaining: 54.6s 465: learn: 0.4121086 test: 0.4220472 best: 0.4220472 (465) total: 21.9s remaining: 54.5s 466: learn: 0.4121074 test: 0.4220526 best: 0.4220472 (465) total: 22s remaining: 54.4s 467: learn: 0.4120615 test: 0.4220395 best: 0.4220395 (467) total: 22s remaining: 54.4s 468: learn: 0.4120614 test: 0.4220377 best: 0.4220377 (468) total: 22s remaining: 54.3s 469: learn: 0.4120049 test: 0.4219917 best: 0.4219917 (469) total: 22.1s remaining: 54.2s 470: learn: 0.4120044 test: 0.4219928 best: 0.4219917 (469) total: 22.1s remaining: 54.2s 471: learn: 0.4120039 test: 0.4219926 best: 0.4219917 (469) total: 22.1s remaining: 54.1s 472: learn: 0.4120033 test: 0.4219933 best: 0.4219917 (469) total: 22.2s remaining: 54s 473: learn: 0.4119990 test: 0.4220043 best: 0.4219917 (469) total: 22.2s remaining: 54s 474: learn: 0.4119959 test: 0.4220047 best: 0.4219917 (469) total: 22.3s remaining: 53.9s 475: learn: 0.4119836 test: 0.4219990 best: 0.4219917 (469) total: 22.3s remaining: 53.8s 476: learn: 0.4119826 test: 0.4220043 best: 0.4219917 (469) total: 22.4s remaining: 53.8s 477: learn: 0.4119104 test: 0.4219531 best: 0.4219531 (477) total: 22.4s remaining: 53.8s 478: learn: 0.4119103 test: 0.4219530 best: 0.4219530 (478) total: 22.5s remaining: 53.7s 479: learn: 0.4119088 test: 0.4219534 best: 0.4219530 (478) total: 22.5s remaining: 53.7s 480: learn: 0.4119076 test: 0.4219537 best: 0.4219530 (478) total: 22.6s remaining: 53.7s 481: learn: 0.4119067 test: 0.4219590 best: 0.4219530 (478) total: 22.6s remaining: 53.6s 482: learn: 0.4119062 test: 0.4219598 best: 0.4219530 (478) total: 22.7s remaining: 53.6s 483: learn: 0.4118825 test: 0.4219692 best: 0.4219530 (478) total: 22.7s remaining: 53.5s 484: learn: 0.4118762 test: 0.4219614 best: 0.4219530 (478) total: 22.8s remaining: 53.5s 485: learn: 0.4118488 test: 0.4219524 best: 0.4219524 (485) total: 22.8s remaining: 53.5s 486: learn: 0.4118485 test: 0.4219527 best: 0.4219524 (485) total: 22.9s remaining: 53.4s 487: learn: 0.4117835 test: 0.4219488 best: 0.4219488 (487) total: 22.9s remaining: 53.4s 488: learn: 0.4117794 test: 0.4219499 best: 0.4219488 (487) total: 22.9s remaining: 53.3s 489: learn: 0.4117220 test: 0.4219131 best: 0.4219131 (489) total: 23s remaining: 53.3s 490: learn: 0.4117214 test: 0.4219131 best: 0.4219131 (490) total: 23s remaining: 53.2s 491: learn: 0.4117084 test: 0.4219092 best: 0.4219092 (491) total: 23.1s remaining: 53.1s 492: learn: 0.4117074 test: 0.4219100 best: 0.4219092 (491) total: 23.1s remaining: 53.1s 493: learn: 0.4117069 test: 0.4219107 best: 0.4219092 (491) total: 23.1s remaining: 53s 494: learn: 0.4117069 test: 0.4219106 best: 0.4219092 (491) total: 23.2s remaining: 52.9s 495: learn: 0.4115888 test: 0.4217614 best: 0.4217614 (495) total: 23.2s remaining: 52.9s 496: learn: 0.4115876 test: 0.4217592 best: 0.4217592 (496) total: 23.3s remaining: 52.8s 497: learn: 0.4115874 test: 0.4217590 best: 0.4217590 (497) total: 23.3s remaining: 52.8s 498: learn: 0.4115197 test: 0.4216886 best: 0.4216886 (498) total: 23.4s remaining: 52.7s 499: learn: 0.4115187 test: 0.4216844 best: 0.4216844 (499) total: 23.4s remaining: 52.7s 500: learn: 0.4115182 test: 0.4216844 best: 0.4216844 (500) total: 23.4s remaining: 52.6s 501: learn: 0.4115012 test: 0.4216706 best: 0.4216706 (501) total: 23.5s remaining: 52.5s 502: learn: 0.4114990 test: 0.4216707 best: 0.4216706 (501) total: 23.5s remaining: 52.5s 503: learn: 0.4114981 test: 0.4216707 best: 0.4216706 (501) total: 23.6s remaining: 52.4s 504: learn: 0.4114940 test: 0.4216707 best: 0.4216706 (501) total: 23.6s remaining: 52.4s 505: learn: 0.4114935 test: 0.4216707 best: 0.4216706 (501) total: 23.6s remaining: 52.3s 506: learn: 0.4114878 test: 0.4216656 best: 0.4216656 (506) total: 23.7s remaining: 52.3s 507: learn: 0.4114866 test: 0.4216661 best: 0.4216656 (506) total: 23.7s remaining: 52.2s 508: learn: 0.4114860 test: 0.4216714 best: 0.4216656 (506) total: 23.8s remaining: 52.1s 509: learn: 0.4113564 test: 0.4215954 best: 0.4215954 (509) total: 23.8s remaining: 52.1s 510: learn: 0.4113494 test: 0.4215777 best: 0.4215777 (510) total: 23.9s remaining: 52s 511: learn: 0.4113491 test: 0.4215752 best: 0.4215752 (511) total: 23.9s remaining: 52s 512: learn: 0.4113088 test: 0.4215204 best: 0.4215204 (512) total: 23.9s remaining: 51.9s 513: learn: 0.4113082 test: 0.4215210 best: 0.4215204 (512) total: 24s remaining: 51.8s 514: learn: 0.4113072 test: 0.4215219 best: 0.4215204 (512) total: 24s remaining: 51.8s 515: learn: 0.4113048 test: 0.4215166 best: 0.4215166 (515) total: 24.1s remaining: 51.7s 516: learn: 0.4113037 test: 0.4215170 best: 0.4215166 (515) total: 24.1s remaining: 51.6s 517: learn: 0.4113024 test: 0.4215251 best: 0.4215166 (515) total: 24.1s remaining: 51.6s 518: learn: 0.4112126 test: 0.4214854 best: 0.4214854 (518) total: 24.2s remaining: 51.5s 519: learn: 0.4111466 test: 0.4214821 best: 0.4214821 (519) total: 24.2s remaining: 51.5s 520: learn: 0.4111449 test: 0.4214825 best: 0.4214821 (519) total: 24.3s remaining: 51.4s 521: learn: 0.4111444 test: 0.4214876 best: 0.4214821 (519) total: 24.3s remaining: 51.3s 522: learn: 0.4111436 test: 0.4214890 best: 0.4214821 (519) total: 24.3s remaining: 51.3s 523: learn: 0.4110778 test: 0.4214495 best: 0.4214495 (523) total: 24.4s remaining: 51.2s 524: learn: 0.4110769 test: 0.4214500 best: 0.4214495 (523) total: 24.4s remaining: 51.2s 525: learn: 0.4110749 test: 0.4214517 best: 0.4214495 (523) total: 24.5s remaining: 51.1s 526: learn: 0.4110742 test: 0.4214524 best: 0.4214495 (523) total: 24.5s remaining: 51.1s 527: learn: 0.4110740 test: 0.4214528 best: 0.4214495 (523) total: 24.6s remaining: 51.1s 528: learn: 0.4109949 test: 0.4213866 best: 0.4213866 (528) total: 24.6s remaining: 51s 529: learn: 0.4109940 test: 0.4213868 best: 0.4213866 (528) total: 24.7s remaining: 51s 530: learn: 0.4109934 test: 0.4213897 best: 0.4213866 (528) total: 24.7s remaining: 50.9s 531: learn: 0.4109813 test: 0.4213837 best: 0.4213837 (531) total: 24.8s remaining: 50.9s 532: learn: 0.4109808 test: 0.4213886 best: 0.4213837 (531) total: 24.8s remaining: 50.9s 533: learn: 0.4109804 test: 0.4213894 best: 0.4213837 (531) total: 24.9s remaining: 50.8s 534: learn: 0.4109776 test: 0.4213894 best: 0.4213837 (531) total: 24.9s remaining: 50.8s 535: learn: 0.4109760 test: 0.4213894 best: 0.4213837 (531) total: 25s remaining: 50.7s 536: learn: 0.4109540 test: 0.4213744 best: 0.4213744 (536) total: 25s remaining: 50.7s 537: learn: 0.4109455 test: 0.4213732 best: 0.4213732 (537) total: 25.1s remaining: 50.6s 538: learn: 0.4109416 test: 0.4213748 best: 0.4213732 (537) total: 25.1s remaining: 50.6s 539: learn: 0.4109398 test: 0.4213777 best: 0.4213732 (537) total: 25.1s remaining: 50.5s 540: learn: 0.4109393 test: 0.4213826 best: 0.4213732 (537) total: 25.2s remaining: 50.5s 541: learn: 0.4109260 test: 0.4213828 best: 0.4213732 (537) total: 25.2s remaining: 50.4s 542: learn: 0.4108681 test: 0.4213398 best: 0.4213398 (542) total: 25.3s remaining: 50.4s 543: learn: 0.4107907 test: 0.4212645 best: 0.4212645 (543) total: 25.3s remaining: 50.3s 544: learn: 0.4107886 test: 0.4212643 best: 0.4212643 (544) total: 25.4s remaining: 50.2s 545: learn: 0.4107884 test: 0.4212650 best: 0.4212643 (544) total: 25.4s remaining: 50.2s 546: learn: 0.4107690 test: 0.4212667 best: 0.4212643 (544) total: 25.4s remaining: 50.1s 547: learn: 0.4107367 test: 0.4212658 best: 0.4212643 (544) total: 25.5s remaining: 50.1s 548: learn: 0.4107301 test: 0.4212607 best: 0.4212607 (548) total: 25.5s remaining: 50s 549: learn: 0.4107300 test: 0.4212607 best: 0.4212607 (549) total: 25.6s remaining: 50s 550: learn: 0.4107296 test: 0.4212607 best: 0.4212607 (550) total: 25.6s remaining: 49.9s 551: learn: 0.4107295 test: 0.4212607 best: 0.4212607 (551) total: 25.6s remaining: 49.8s 552: learn: 0.4107294 test: 0.4212581 best: 0.4212581 (552) total: 25.7s remaining: 49.8s 553: learn: 0.4107137 test: 0.4212565 best: 0.4212565 (553) total: 25.7s remaining: 49.7s 554: learn: 0.4107135 test: 0.4212568 best: 0.4212565 (553) total: 25.8s remaining: 49.7s 555: learn: 0.4107111 test: 0.4212614 best: 0.4212565 (553) total: 25.8s remaining: 49.6s 556: learn: 0.4107105 test: 0.4212618 best: 0.4212565 (553) total: 25.8s remaining: 49.5s 557: learn: 0.4107092 test: 0.4212622 best: 0.4212565 (553) total: 25.9s remaining: 49.5s 558: learn: 0.4107041 test: 0.4212628 best: 0.4212565 (553) total: 25.9s remaining: 49.5s 559: learn: 0.4107036 test: 0.4212631 best: 0.4212565 (553) total: 26s remaining: 49.4s 560: learn: 0.4107031 test: 0.4212633 best: 0.4212565 (553) total: 26s remaining: 49.3s 561: learn: 0.4107030 test: 0.4212636 best: 0.4212565 (553) total: 26s remaining: 49.3s 562: learn: 0.4106806 test: 0.4212591 best: 0.4212565 (553) total: 26.1s remaining: 49.2s 563: learn: 0.4106803 test: 0.4212561 best: 0.4212561 (563) total: 26.1s remaining: 49.1s 564: learn: 0.4106216 test: 0.4212096 best: 0.4212096 (564) total: 26.2s remaining: 49.1s 565: learn: 0.4106192 test: 0.4212099 best: 0.4212096 (564) total: 26.2s remaining: 49s 566: learn: 0.4106187 test: 0.4212099 best: 0.4212096 (564) total: 26.2s remaining: 49s 567: learn: 0.4106181 test: 0.4212103 best: 0.4212096 (564) total: 26.3s remaining: 48.9s 568: learn: 0.4106167 test: 0.4212103 best: 0.4212096 (564) total: 26.3s remaining: 48.8s 569: learn: 0.4106129 test: 0.4212106 best: 0.4212096 (564) total: 26.4s remaining: 48.8s 570: learn: 0.4105824 test: 0.4212038 best: 0.4212038 (570) total: 26.4s remaining: 48.7s 571: learn: 0.4105809 test: 0.4212082 best: 0.4212038 (570) total: 26.4s remaining: 48.7s 572: learn: 0.4105799 test: 0.4212085 best: 0.4212038 (570) total: 26.5s remaining: 48.6s 573: learn: 0.4105799 test: 0.4212085 best: 0.4212038 (570) total: 26.5s remaining: 48.5s 574: learn: 0.4105648 test: 0.4212069 best: 0.4212038 (570) total: 26.6s remaining: 48.5s 575: learn: 0.4105638 test: 0.4212073 best: 0.4212038 (570) total: 26.6s remaining: 48.5s 576: learn: 0.4105627 test: 0.4212116 best: 0.4212038 (570) total: 26.6s remaining: 48.4s 577: learn: 0.4105192 test: 0.4211805 best: 0.4211805 (577) total: 26.7s remaining: 48.3s 578: learn: 0.4104826 test: 0.4211675 best: 0.4211675 (578) total: 26.7s remaining: 48.3s 579: learn: 0.4104091 test: 0.4211179 best: 0.4211179 (579) total: 26.8s remaining: 48.3s 580: learn: 0.4104088 test: 0.4211179 best: 0.4211179 (580) total: 26.8s remaining: 48.2s 581: learn: 0.4104085 test: 0.4211179 best: 0.4211179 (580) total: 26.9s remaining: 48.1s 582: learn: 0.4103423 test: 0.4210865 best: 0.4210865 (582) total: 26.9s remaining: 48.1s 583: learn: 0.4103367 test: 0.4210852 best: 0.4210852 (583) total: 27s remaining: 48.1s 584: learn: 0.4103358 test: 0.4210855 best: 0.4210852 (583) total: 27s remaining: 48s 585: learn: 0.4103353 test: 0.4210859 best: 0.4210852 (583) total: 27.1s remaining: 48s 586: learn: 0.4103325 test: 0.4210878 best: 0.4210852 (583) total: 27.1s remaining: 47.9s 587: learn: 0.4103152 test: 0.4210871 best: 0.4210852 (583) total: 27.2s remaining: 47.9s 588: learn: 0.4103063 test: 0.4210939 best: 0.4210852 (583) total: 27.2s remaining: 47.9s 589: learn: 0.4103017 test: 0.4210965 best: 0.4210852 (583) total: 27.3s remaining: 47.8s 590: learn: 0.4102994 test: 0.4210970 best: 0.4210852 (583) total: 27.3s remaining: 47.8s 591: learn: 0.4102990 test: 0.4211011 best: 0.4210852 (583) total: 27.3s remaining: 47.7s 592: learn: 0.4101716 test: 0.4209682 best: 0.4209682 (592) total: 27.4s remaining: 47.7s 593: learn: 0.4101702 test: 0.4209714 best: 0.4209682 (592) total: 27.4s remaining: 47.6s 594: learn: 0.4101452 test: 0.4209533 best: 0.4209533 (594) total: 27.5s remaining: 47.6s 595: learn: 0.4101446 test: 0.4209533 best: 0.4209533 (595) total: 27.5s remaining: 47.5s 596: learn: 0.4101246 test: 0.4209430 best: 0.4209430 (596) total: 27.6s remaining: 47.5s 597: learn: 0.4100885 test: 0.4209256 best: 0.4209256 (597) total: 27.6s remaining: 47.5s 598: learn: 0.4100865 test: 0.4209225 best: 0.4209225 (598) total: 27.7s remaining: 47.4s 599: learn: 0.4100690 test: 0.4209123 best: 0.4209123 (599) total: 27.7s remaining: 47.4s 600: learn: 0.4099872 test: 0.4208481 best: 0.4208481 (600) total: 27.8s remaining: 47.3s 601: learn: 0.4099582 test: 0.4208315 best: 0.4208315 (601) total: 27.8s remaining: 47.3s 602: learn: 0.4099581 test: 0.4208317 best: 0.4208315 (601) total: 27.9s remaining: 47.2s 603: learn: 0.4099581 test: 0.4208319 best: 0.4208315 (601) total: 27.9s remaining: 47.2s 604: learn: 0.4099571 test: 0.4208359 best: 0.4208315 (601) total: 27.9s remaining: 47.1s 605: learn: 0.4099555 test: 0.4208384 best: 0.4208315 (601) total: 28s remaining: 47.1s 606: learn: 0.4099554 test: 0.4208386 best: 0.4208315 (601) total: 28s remaining: 47s 607: learn: 0.4099551 test: 0.4208426 best: 0.4208315 (601) total: 28.1s remaining: 46.9s 608: learn: 0.4099476 test: 0.4208296 best: 0.4208296 (608) total: 28.1s remaining: 46.9s 609: learn: 0.4099475 test: 0.4208296 best: 0.4208296 (609) total: 28.2s remaining: 46.9s 610: learn: 0.4099449 test: 0.4208263 best: 0.4208263 (610) total: 28.2s remaining: 46.8s 611: learn: 0.4099449 test: 0.4208267 best: 0.4208263 (610) total: 28.3s remaining: 46.8s 612: learn: 0.4099445 test: 0.4208267 best: 0.4208263 (610) total: 28.3s remaining: 46.7s 613: learn: 0.4099437 test: 0.4208273 best: 0.4208263 (610) total: 28.4s remaining: 46.7s 614: learn: 0.4099396 test: 0.4208264 best: 0.4208263 (610) total: 28.4s remaining: 46.6s 615: learn: 0.4098696 test: 0.4207917 best: 0.4207917 (615) total: 28.5s remaining: 46.6s 616: learn: 0.4098669 test: 0.4207935 best: 0.4207917 (615) total: 28.5s remaining: 46.6s 617: learn: 0.4098665 test: 0.4207972 best: 0.4207917 (615) total: 28.5s remaining: 46.5s 618: learn: 0.4098480 test: 0.4207809 best: 0.4207809 (618) total: 28.6s remaining: 46.5s 619: learn: 0.4098435 test: 0.4207764 best: 0.4207764 (619) total: 28.6s remaining: 46.4s 620: learn: 0.4098409 test: 0.4207716 best: 0.4207716 (620) total: 28.7s remaining: 46.4s 621: learn: 0.4098406 test: 0.4207751 best: 0.4207716 (620) total: 28.7s remaining: 46.3s 622: learn: 0.4098250 test: 0.4207614 best: 0.4207614 (622) total: 28.8s remaining: 46.3s 623: learn: 0.4098167 test: 0.4207639 best: 0.4207614 (622) total: 28.9s remaining: 46.3s 624: learn: 0.4097264 test: 0.4207155 best: 0.4207155 (624) total: 28.9s remaining: 46.2s 625: learn: 0.4097262 test: 0.4207156 best: 0.4207155 (624) total: 28.9s remaining: 46.2s 626: learn: 0.4097256 test: 0.4207155 best: 0.4207155 (626) total: 29s remaining: 46.1s 627: learn: 0.4097254 test: 0.4207158 best: 0.4207155 (626) total: 29s remaining: 46.1s 628: learn: 0.4097202 test: 0.4207162 best: 0.4207155 (626) total: 29.1s remaining: 46.1s 629: learn: 0.4097149 test: 0.4207097 best: 0.4207097 (629) total: 29.1s remaining: 46s 630: learn: 0.4097146 test: 0.4207125 best: 0.4207097 (629) total: 29.2s remaining: 46s 631: learn: 0.4097116 test: 0.4207141 best: 0.4207097 (629) total: 29.2s remaining: 45.9s 632: learn: 0.4096909 test: 0.4206854 best: 0.4206854 (632) total: 29.3s remaining: 45.9s 633: learn: 0.4096650 test: 0.4206812 best: 0.4206812 (633) total: 29.3s remaining: 45.9s 634: learn: 0.4096042 test: 0.4206494 best: 0.4206494 (634) total: 29.4s remaining: 45.9s 635: learn: 0.4096033 test: 0.4206487 best: 0.4206487 (635) total: 29.5s remaining: 45.9s 636: learn: 0.4095990 test: 0.4206529 best: 0.4206487 (635) total: 29.6s remaining: 45.9s 637: learn: 0.4095987 test: 0.4206527 best: 0.4206487 (635) total: 29.6s remaining: 45.8s 638: learn: 0.4095844 test: 0.4206440 best: 0.4206440 (638) total: 29.7s remaining: 45.8s 639: learn: 0.4095836 test: 0.4206432 best: 0.4206432 (639) total: 29.7s remaining: 45.7s 640: learn: 0.4095835 test: 0.4206426 best: 0.4206426 (640) total: 29.8s remaining: 45.7s 641: learn: 0.4095825 test: 0.4206450 best: 0.4206426 (640) total: 29.8s remaining: 45.6s 642: learn: 0.4095371 test: 0.4206349 best: 0.4206349 (642) total: 29.9s remaining: 45.6s 643: learn: 0.4095362 test: 0.4206381 best: 0.4206349 (642) total: 29.9s remaining: 45.5s 644: learn: 0.4095360 test: 0.4206408 best: 0.4206349 (642) total: 29.9s remaining: 45.5s 645: learn: 0.4095322 test: 0.4206379 best: 0.4206349 (642) total: 30s remaining: 45.4s 646: learn: 0.4095315 test: 0.4206393 best: 0.4206349 (642) total: 30s remaining: 45.4s 647: learn: 0.4095164 test: 0.4206306 best: 0.4206306 (647) total: 30.1s remaining: 45.3s 648: learn: 0.4095161 test: 0.4206310 best: 0.4206306 (647) total: 30.1s remaining: 45.3s 649: learn: 0.4095159 test: 0.4206307 best: 0.4206306 (647) total: 30.1s remaining: 45.2s 650: learn: 0.4095013 test: 0.4206304 best: 0.4206304 (650) total: 30.2s remaining: 45.2s 651: learn: 0.4094758 test: 0.4206078 best: 0.4206078 (651) total: 30.3s remaining: 45.1s 652: learn: 0.4094736 test: 0.4206076 best: 0.4206076 (652) total: 30.3s remaining: 45.1s 653: learn: 0.4094731 test: 0.4206076 best: 0.4206076 (653) total: 30.3s remaining: 45s 654: learn: 0.4094727 test: 0.4206079 best: 0.4206076 (653) total: 30.4s remaining: 45s 655: learn: 0.4094460 test: 0.4206050 best: 0.4206050 (655) total: 30.4s remaining: 45s 656: learn: 0.4094329 test: 0.4206019 best: 0.4206019 (656) total: 30.5s remaining: 44.9s 657: learn: 0.4094329 test: 0.4206019 best: 0.4206019 (656) total: 30.5s remaining: 44.8s 658: learn: 0.4094285 test: 0.4205831 best: 0.4205831 (658) total: 30.6s remaining: 44.8s 659: learn: 0.4094239 test: 0.4205935 best: 0.4205831 (658) total: 30.6s remaining: 44.8s 660: learn: 0.4094233 test: 0.4205931 best: 0.4205831 (658) total: 30.7s remaining: 44.7s 661: learn: 0.4094162 test: 0.4205928 best: 0.4205831 (658) total: 30.7s remaining: 44.7s 662: learn: 0.4094160 test: 0.4205957 best: 0.4205831 (658) total: 30.8s remaining: 44.6s 663: learn: 0.4093318 test: 0.4205480 best: 0.4205480 (663) total: 30.8s remaining: 44.6s 664: learn: 0.4093310 test: 0.4205508 best: 0.4205480 (663) total: 30.8s remaining: 44.5s 665: learn: 0.4093298 test: 0.4205508 best: 0.4205480 (663) total: 30.9s remaining: 44.5s 666: learn: 0.4093295 test: 0.4205508 best: 0.4205480 (663) total: 30.9s remaining: 44.4s 667: learn: 0.4092935 test: 0.4205263 best: 0.4205263 (667) total: 31s remaining: 44.4s 668: learn: 0.4092935 test: 0.4205258 best: 0.4205258 (668) total: 31s remaining: 44.3s 669: learn: 0.4092933 test: 0.4205259 best: 0.4205258 (668) total: 31s remaining: 44.3s 670: learn: 0.4092851 test: 0.4205248 best: 0.4205248 (670) total: 31.1s remaining: 44.2s 671: learn: 0.4092842 test: 0.4205245 best: 0.4205245 (671) total: 31.1s remaining: 44.1s 672: learn: 0.4092841 test: 0.4205245 best: 0.4205245 (672) total: 31.2s remaining: 44.1s 673: learn: 0.4092839 test: 0.4205248 best: 0.4205245 (672) total: 31.2s remaining: 44.1s 674: learn: 0.4092771 test: 0.4205203 best: 0.4205203 (674) total: 31.3s remaining: 44s 675: learn: 0.4092724 test: 0.4205189 best: 0.4205189 (675) total: 31.3s remaining: 44s 676: learn: 0.4092720 test: 0.4205188 best: 0.4205188 (676) total: 31.4s remaining: 43.9s 677: learn: 0.4092715 test: 0.4205188 best: 0.4205188 (676) total: 31.4s remaining: 43.9s 678: learn: 0.4092491 test: 0.4205056 best: 0.4205056 (678) total: 31.4s remaining: 43.8s 679: learn: 0.4092489 test: 0.4205056 best: 0.4205056 (678) total: 31.5s remaining: 43.8s 680: learn: 0.4092485 test: 0.4205056 best: 0.4205056 (680) total: 31.5s remaining: 43.7s 681: learn: 0.4092476 test: 0.4205058 best: 0.4205056 (680) total: 31.6s remaining: 43.7s 682: learn: 0.4092470 test: 0.4205058 best: 0.4205056 (680) total: 31.6s remaining: 43.6s 683: learn: 0.4092463 test: 0.4205058 best: 0.4205056 (680) total: 31.7s remaining: 43.5s 684: learn: 0.4092453 test: 0.4205047 best: 0.4205047 (684) total: 31.7s remaining: 43.5s 685: learn: 0.4092350 test: 0.4205099 best: 0.4205047 (684) total: 31.7s remaining: 43.4s 686: learn: 0.4092043 test: 0.4205107 best: 0.4205047 (684) total: 31.8s remaining: 43.4s 687: learn: 0.4092015 test: 0.4205092 best: 0.4205047 (684) total: 31.8s remaining: 43.3s 688: learn: 0.4092010 test: 0.4205121 best: 0.4205047 (684) total: 31.9s remaining: 43.3s 689: learn: 0.4090925 test: 0.4204081 best: 0.4204081 (689) total: 31.9s remaining: 43.2s 690: learn: 0.4090918 test: 0.4204048 best: 0.4204048 (690) total: 31.9s remaining: 43.2s 691: learn: 0.4090915 test: 0.4204048 best: 0.4204048 (690) total: 32s remaining: 43.1s 692: learn: 0.4090872 test: 0.4204036 best: 0.4204036 (692) total: 32s remaining: 43s 693: learn: 0.4089998 test: 0.4203575 best: 0.4203575 (693) total: 32s remaining: 43s 694: learn: 0.4089903 test: 0.4203627 best: 0.4203575 (693) total: 32.1s remaining: 42.9s 695: learn: 0.4089807 test: 0.4203576 best: 0.4203575 (693) total: 32.1s remaining: 42.9s 696: learn: 0.4089806 test: 0.4203580 best: 0.4203575 (693) total: 32.2s remaining: 42.8s 697: learn: 0.4089758 test: 0.4203515 best: 0.4203515 (697) total: 32.2s remaining: 42.8s 698: learn: 0.4089752 test: 0.4203515 best: 0.4203515 (698) total: 32.3s remaining: 42.8s 699: learn: 0.4089745 test: 0.4203543 best: 0.4203515 (698) total: 32.3s remaining: 42.7s 700: learn: 0.4089739 test: 0.4203571 best: 0.4203515 (698) total: 32.4s remaining: 42.7s 701: learn: 0.4089738 test: 0.4203570 best: 0.4203515 (698) total: 32.4s remaining: 42.6s 702: learn: 0.4089729 test: 0.4203572 best: 0.4203515 (698) total: 32.5s remaining: 42.6s 703: learn: 0.4089724 test: 0.4203572 best: 0.4203515 (698) total: 32.5s remaining: 42.6s 704: learn: 0.4088946 test: 0.4202928 best: 0.4202928 (704) total: 32.6s remaining: 42.5s 705: learn: 0.4088937 test: 0.4202921 best: 0.4202921 (705) total: 32.6s remaining: 42.5s 706: learn: 0.4088879 test: 0.4202976 best: 0.4202921 (705) total: 32.7s remaining: 42.4s 707: learn: 0.4088878 test: 0.4202977 best: 0.4202921 (705) total: 32.7s remaining: 42.4s 708: learn: 0.4088582 test: 0.4202828 best: 0.4202828 (708) total: 32.8s remaining: 42.3s 709: learn: 0.4088488 test: 0.4202787 best: 0.4202787 (709) total: 32.8s remaining: 42.3s 710: learn: 0.4088485 test: 0.4202815 best: 0.4202787 (709) total: 32.9s remaining: 42.3s 711: learn: 0.4088483 test: 0.4202815 best: 0.4202787 (709) total: 32.9s remaining: 42.2s 712: learn: 0.4088481 test: 0.4202815 best: 0.4202787 (709) total: 33s remaining: 42.2s 713: learn: 0.4088481 test: 0.4202815 best: 0.4202787 (709) total: 33s remaining: 42.1s 714: learn: 0.4088151 test: 0.4202494 best: 0.4202494 (714) total: 33s remaining: 42.1s 715: learn: 0.4087844 test: 0.4202425 best: 0.4202425 (715) total: 33.1s remaining: 42s 716: learn: 0.4087841 test: 0.4202416 best: 0.4202416 (716) total: 33.1s remaining: 42s 717: learn: 0.4087386 test: 0.4202418 best: 0.4202416 (716) total: 33.2s remaining: 41.9s 718: learn: 0.4087385 test: 0.4202417 best: 0.4202416 (716) total: 33.2s remaining: 41.9s 719: learn: 0.4087383 test: 0.4202418 best: 0.4202416 (716) total: 33.3s remaining: 41.8s 720: learn: 0.4087382 test: 0.4202418 best: 0.4202416 (716) total: 33.3s remaining: 41.8s 721: learn: 0.4087366 test: 0.4202410 best: 0.4202410 (721) total: 33.4s remaining: 41.7s 722: learn: 0.4087359 test: 0.4202411 best: 0.4202410 (721) total: 33.4s remaining: 41.7s 723: learn: 0.4087357 test: 0.4202410 best: 0.4202410 (723) total: 33.5s remaining: 41.6s 724: learn: 0.4087250 test: 0.4202388 best: 0.4202388 (724) total: 33.5s remaining: 41.6s 725: learn: 0.4086439 test: 0.4201733 best: 0.4201733 (725) total: 33.5s remaining: 41.5s 726: learn: 0.4086438 test: 0.4201734 best: 0.4201733 (725) total: 33.6s remaining: 41.5s 727: learn: 0.4086433 test: 0.4201733 best: 0.4201733 (727) total: 33.6s remaining: 41.4s 728: learn: 0.4086431 test: 0.4201737 best: 0.4201733 (727) total: 33.6s remaining: 41.4s 729: learn: 0.4086430 test: 0.4201737 best: 0.4201733 (727) total: 33.7s remaining: 41.3s 730: learn: 0.4086406 test: 0.4201707 best: 0.4201707 (730) total: 33.7s remaining: 41.3s 731: learn: 0.4086390 test: 0.4201684 best: 0.4201684 (731) total: 33.8s remaining: 41.2s 732: learn: 0.4086362 test: 0.4201685 best: 0.4201684 (731) total: 33.8s remaining: 41.2s 733: learn: 0.4086121 test: 0.4201621 best: 0.4201621 (733) total: 33.9s remaining: 41.1s 734: learn: 0.4086119 test: 0.4201620 best: 0.4201620 (734) total: 33.9s remaining: 41.1s 735: learn: 0.4086116 test: 0.4201621 best: 0.4201620 (734) total: 34s remaining: 41s 736: learn: 0.4085719 test: 0.4201567 best: 0.4201567 (736) total: 34s remaining: 41s 737: learn: 0.4085716 test: 0.4201567 best: 0.4201567 (736) total: 34s remaining: 40.9s 738: learn: 0.4085342 test: 0.4201334 best: 0.4201334 (738) total: 34.1s remaining: 40.9s 739: learn: 0.4084977 test: 0.4201096 best: 0.4201096 (739) total: 34.1s remaining: 40.8s 740: learn: 0.4084970 test: 0.4201096 best: 0.4201096 (740) total: 34.2s remaining: 40.8s 741: learn: 0.4084697 test: 0.4200955 best: 0.4200955 (741) total: 34.2s remaining: 40.7s 742: learn: 0.4084357 test: 0.4200698 best: 0.4200698 (742) total: 34.3s remaining: 40.7s 743: learn: 0.4084176 test: 0.4200736 best: 0.4200698 (742) total: 34.3s remaining: 40.7s 744: learn: 0.4084175 test: 0.4200736 best: 0.4200698 (742) total: 34.4s remaining: 40.6s 745: learn: 0.4084170 test: 0.4200735 best: 0.4200698 (742) total: 34.4s remaining: 40.6s 746: learn: 0.4083588 test: 0.4200502 best: 0.4200502 (746) total: 34.5s remaining: 40.5s 747: learn: 0.4083571 test: 0.4200502 best: 0.4200502 (747) total: 34.5s remaining: 40.5s 748: learn: 0.4083335 test: 0.4200401 best: 0.4200401 (748) total: 34.5s remaining: 40.4s 749: learn: 0.4083328 test: 0.4200430 best: 0.4200401 (748) total: 34.6s remaining: 40.4s 750: learn: 0.4083326 test: 0.4200430 best: 0.4200401 (748) total: 34.6s remaining: 40.3s 751: learn: 0.4082697 test: 0.4200045 best: 0.4200045 (751) total: 34.7s remaining: 40.3s 752: learn: 0.4082697 test: 0.4200045 best: 0.4200045 (751) total: 34.7s remaining: 40.2s 753: learn: 0.4082610 test: 0.4200025 best: 0.4200025 (753) total: 34.8s remaining: 40.2s 754: learn: 0.4082048 test: 0.4199549 best: 0.4199549 (754) total: 34.8s remaining: 40.1s 755: learn: 0.4082048 test: 0.4199548 best: 0.4199548 (755) total: 34.8s remaining: 40s 756: learn: 0.4081381 test: 0.4199061 best: 0.4199061 (756) total: 34.9s remaining: 40s 757: learn: 0.4081380 test: 0.4199061 best: 0.4199061 (756) total: 34.9s remaining: 40s 758: learn: 0.4081379 test: 0.4199061 best: 0.4199061 (756) total: 35s remaining: 39.9s 759: learn: 0.4081013 test: 0.4198694 best: 0.4198694 (759) total: 35s remaining: 39.9s 760: learn: 0.4081009 test: 0.4198723 best: 0.4198694 (759) total: 35.1s remaining: 39.8s 761: learn: 0.4080981 test: 0.4198714 best: 0.4198694 (759) total: 35.1s remaining: 39.7s 762: learn: 0.4080979 test: 0.4198742 best: 0.4198694 (759) total: 35.1s remaining: 39.7s 763: learn: 0.4080964 test: 0.4198755 best: 0.4198694 (759) total: 35.2s remaining: 39.6s 764: learn: 0.4080949 test: 0.4198761 best: 0.4198694 (759) total: 35.2s remaining: 39.6s 765: learn: 0.4080909 test: 0.4198749 best: 0.4198694 (759) total: 35.3s remaining: 39.6s 766: learn: 0.4080905 test: 0.4198750 best: 0.4198694 (759) total: 35.3s remaining: 39.5s 767: learn: 0.4080896 test: 0.4198777 best: 0.4198694 (759) total: 35.4s remaining: 39.4s 768: learn: 0.4080895 test: 0.4198804 best: 0.4198694 (759) total: 35.4s remaining: 39.4s 769: learn: 0.4080890 test: 0.4198803 best: 0.4198694 (759) total: 35.4s remaining: 39.3s 770: learn: 0.4080468 test: 0.4198270 best: 0.4198270 (770) total: 35.5s remaining: 39.3s 771: learn: 0.4080306 test: 0.4198277 best: 0.4198270 (770) total: 35.5s remaining: 39.2s 772: learn: 0.4080304 test: 0.4198276 best: 0.4198270 (770) total: 35.6s remaining: 39.2s 773: learn: 0.4080264 test: 0.4198268 best: 0.4198268 (773) total: 35.6s remaining: 39.1s 774: learn: 0.4080250 test: 0.4198270 best: 0.4198268 (773) total: 35.6s remaining: 39.1s 775: learn: 0.4080092 test: 0.4198103 best: 0.4198103 (775) total: 35.7s remaining: 39s 776: learn: 0.4080065 test: 0.4198110 best: 0.4198103 (775) total: 35.7s remaining: 39s 777: learn: 0.4079739 test: 0.4197876 best: 0.4197876 (777) total: 35.8s remaining: 39s 778: learn: 0.4079737 test: 0.4197876 best: 0.4197876 (777) total: 35.8s remaining: 38.9s 779: learn: 0.4079668 test: 0.4197890 best: 0.4197876 (777) total: 35.9s remaining: 38.9s 780: learn: 0.4079262 test: 0.4197449 best: 0.4197449 (780) total: 35.9s remaining: 38.8s 781: learn: 0.4078500 test: 0.4196907 best: 0.4196907 (781) total: 35.9s remaining: 38.8s 782: learn: 0.4078494 test: 0.4196916 best: 0.4196907 (781) total: 36s remaining: 38.7s 783: learn: 0.4078434 test: 0.4196902 best: 0.4196902 (783) total: 36s remaining: 38.7s 784: learn: 0.4078423 test: 0.4196902 best: 0.4196902 (783) total: 36.1s remaining: 38.6s 785: learn: 0.4077629 test: 0.4196171 best: 0.4196171 (785) total: 36.1s remaining: 38.6s 786: learn: 0.4076738 test: 0.4195826 best: 0.4195826 (786) total: 36.2s remaining: 38.5s 787: learn: 0.4076732 test: 0.4195839 best: 0.4195826 (786) total: 36.2s remaining: 38.5s 788: learn: 0.4076730 test: 0.4195865 best: 0.4195826 (786) total: 36.3s remaining: 38.4s 789: learn: 0.4076728 test: 0.4195890 best: 0.4195826 (786) total: 36.3s remaining: 38.4s 790: learn: 0.4076708 test: 0.4195899 best: 0.4195826 (786) total: 36.3s remaining: 38.3s 791: learn: 0.4076707 test: 0.4195899 best: 0.4195826 (786) total: 36.4s remaining: 38.3s 792: learn: 0.4076692 test: 0.4195908 best: 0.4195826 (786) total: 36.4s remaining: 38.2s 793: learn: 0.4076686 test: 0.4195907 best: 0.4195826 (786) total: 36.5s remaining: 38.2s 794: learn: 0.4076630 test: 0.4195930 best: 0.4195826 (786) total: 36.5s remaining: 38.1s 795: learn: 0.4076624 test: 0.4195922 best: 0.4195826 (786) total: 36.6s remaining: 38.1s 796: learn: 0.4076621 test: 0.4195948 best: 0.4195826 (786) total: 36.6s remaining: 38.1s 797: learn: 0.4076532 test: 0.4195898 best: 0.4195826 (786) total: 36.7s remaining: 38s 798: learn: 0.4076530 test: 0.4195898 best: 0.4195826 (786) total: 36.7s remaining: 38s 799: learn: 0.4076529 test: 0.4195898 best: 0.4195826 (786) total: 36.8s remaining: 37.9s 800: learn: 0.4076522 test: 0.4195898 best: 0.4195826 (786) total: 36.8s remaining: 37.9s 801: learn: 0.4076453 test: 0.4195832 best: 0.4195826 (786) total: 36.9s remaining: 37.8s 802: learn: 0.4076452 test: 0.4195830 best: 0.4195826 (786) total: 36.9s remaining: 37.8s 803: learn: 0.4076447 test: 0.4195822 best: 0.4195822 (803) total: 36.9s remaining: 37.7s 804: learn: 0.4076433 test: 0.4195826 best: 0.4195822 (803) total: 37s remaining: 37.7s 805: learn: 0.4076331 test: 0.4195832 best: 0.4195822 (803) total: 37s remaining: 37.6s 806: learn: 0.4075967 test: 0.4195810 best: 0.4195810 (806) total: 37.1s remaining: 37.6s 807: learn: 0.4075915 test: 0.4195807 best: 0.4195807 (807) total: 37.1s remaining: 37.5s 808: learn: 0.4075907 test: 0.4195809 best: 0.4195807 (807) total: 37.2s remaining: 37.5s 809: learn: 0.4075862 test: 0.4195766 best: 0.4195766 (809) total: 37.2s remaining: 37.4s 810: learn: 0.4075860 test: 0.4195791 best: 0.4195766 (809) total: 37.2s remaining: 37.4s 811: learn: 0.4075139 test: 0.4195223 best: 0.4195223 (811) total: 37.3s remaining: 37.3s 812: learn: 0.4075136 test: 0.4195235 best: 0.4195223 (811) total: 37.3s remaining: 37.3s 813: learn: 0.4075122 test: 0.4195259 best: 0.4195223 (811) total: 37.4s remaining: 37.2s 814: learn: 0.4075118 test: 0.4195259 best: 0.4195223 (811) total: 37.4s remaining: 37.2s 815: learn: 0.4075017 test: 0.4194989 best: 0.4194989 (815) total: 37.5s remaining: 37.1s 816: learn: 0.4074908 test: 0.4194777 best: 0.4194777 (816) total: 37.5s remaining: 37.1s 817: learn: 0.4074907 test: 0.4194777 best: 0.4194777 (816) total: 37.6s remaining: 37.1s 818: learn: 0.4074900 test: 0.4194780 best: 0.4194777 (816) total: 37.6s remaining: 37s 819: learn: 0.4074896 test: 0.4194780 best: 0.4194777 (816) total: 37.6s remaining: 36.9s 820: learn: 0.4074834 test: 0.4194782 best: 0.4194777 (816) total: 37.7s remaining: 36.9s 821: learn: 0.4074761 test: 0.4194778 best: 0.4194777 (816) total: 37.7s remaining: 36.8s 822: learn: 0.4074044 test: 0.4193916 best: 0.4193916 (822) total: 37.8s remaining: 36.8s 823: learn: 0.4074037 test: 0.4193910 best: 0.4193910 (823) total: 37.8s remaining: 36.8s 824: learn: 0.4074033 test: 0.4193912 best: 0.4193910 (823) total: 37.9s remaining: 36.7s 825: learn: 0.4073862 test: 0.4193889 best: 0.4193889 (825) total: 37.9s remaining: 36.7s 826: learn: 0.4073854 test: 0.4193916 best: 0.4193889 (825) total: 38s remaining: 36.6s 827: learn: 0.4073727 test: 0.4193887 best: 0.4193887 (827) total: 38s remaining: 36.6s 828: learn: 0.4073674 test: 0.4193866 best: 0.4193866 (828) total: 38.1s remaining: 36.5s 829: learn: 0.4073466 test: 0.4193844 best: 0.4193844 (829) total: 38.1s remaining: 36.5s 830: learn: 0.4073435 test: 0.4193832 best: 0.4193832 (830) total: 38.2s remaining: 36.5s 831: learn: 0.4073434 test: 0.4193855 best: 0.4193832 (830) total: 38.2s remaining: 36.4s 832: learn: 0.4073429 test: 0.4193880 best: 0.4193832 (830) total: 38.3s remaining: 36.4s 833: learn: 0.4073423 test: 0.4193880 best: 0.4193832 (830) total: 38.3s remaining: 36.3s 834: learn: 0.4073417 test: 0.4193883 best: 0.4193832 (830) total: 38.4s remaining: 36.3s 835: learn: 0.4073412 test: 0.4193881 best: 0.4193832 (830) total: 38.4s remaining: 36.3s 836: learn: 0.4073410 test: 0.4193881 best: 0.4193832 (830) total: 38.5s remaining: 36.2s 837: learn: 0.4073405 test: 0.4193881 best: 0.4193832 (830) total: 38.5s remaining: 36.2s 838: learn: 0.4073400 test: 0.4193906 best: 0.4193832 (830) total: 38.5s remaining: 36.1s 839: learn: 0.4073394 test: 0.4193930 best: 0.4193832 (830) total: 38.6s remaining: 36.1s 840: learn: 0.4073383 test: 0.4193919 best: 0.4193832 (830) total: 38.7s remaining: 36s 841: learn: 0.4073378 test: 0.4193918 best: 0.4193832 (830) total: 38.7s remaining: 36s 842: learn: 0.4073377 test: 0.4193918 best: 0.4193832 (830) total: 38.8s remaining: 36s 843: learn: 0.4073207 test: 0.4193798 best: 0.4193798 (843) total: 38.8s remaining: 35.9s 844: learn: 0.4072821 test: 0.4193777 best: 0.4193777 (844) total: 38.9s remaining: 35.9s 845: learn: 0.4072173 test: 0.4193067 best: 0.4193067 (845) total: 38.9s remaining: 35.8s 846: learn: 0.4072144 test: 0.4193078 best: 0.4193067 (845) total: 39s remaining: 35.8s 847: learn: 0.4071202 test: 0.4192843 best: 0.4192843 (847) total: 39s remaining: 35.8s 848: learn: 0.4071097 test: 0.4192835 best: 0.4192835 (848) total: 39.1s remaining: 35.7s 849: learn: 0.4071091 test: 0.4192838 best: 0.4192835 (848) total: 39.1s remaining: 35.7s 850: learn: 0.4071090 test: 0.4192862 best: 0.4192835 (848) total: 39.2s remaining: 35.6s 851: learn: 0.4070802 test: 0.4192790 best: 0.4192790 (851) total: 39.2s remaining: 35.6s 852: learn: 0.4070300 test: 0.4192360 best: 0.4192360 (852) total: 39.3s remaining: 35.5s 853: learn: 0.4070289 test: 0.4192359 best: 0.4192359 (853) total: 39.3s remaining: 35.5s 854: learn: 0.4070285 test: 0.4192358 best: 0.4192358 (854) total: 39.4s remaining: 35.5s 855: learn: 0.4069565 test: 0.4191553 best: 0.4191553 (855) total: 39.4s remaining: 35.4s 856: learn: 0.4069557 test: 0.4191543 best: 0.4191543 (856) total: 39.5s remaining: 35.4s 857: learn: 0.4069523 test: 0.4191568 best: 0.4191543 (856) total: 39.5s remaining: 35.3s 858: learn: 0.4069482 test: 0.4191542 best: 0.4191542 (858) total: 39.6s remaining: 35.3s 859: learn: 0.4069410 test: 0.4191481 best: 0.4191481 (859) total: 39.7s remaining: 35.3s 860: learn: 0.4069002 test: 0.4191245 best: 0.4191245 (860) total: 39.7s remaining: 35.3s 861: learn: 0.4068988 test: 0.4191246 best: 0.4191245 (860) total: 39.8s remaining: 35.3s 862: learn: 0.4068500 test: 0.4191034 best: 0.4191034 (862) total: 39.9s remaining: 35.2s 863: learn: 0.4068499 test: 0.4191032 best: 0.4191032 (863) total: 40s remaining: 35.2s 864: learn: 0.4068306 test: 0.4190950 best: 0.4190950 (864) total: 40.1s remaining: 35.2s 865: learn: 0.4068302 test: 0.4190950 best: 0.4190950 (864) total: 40.1s remaining: 35.2s 866: learn: 0.4068203 test: 0.4190918 best: 0.4190918 (866) total: 40.2s remaining: 35.1s 867: learn: 0.4068200 test: 0.4190918 best: 0.4190918 (866) total: 40.2s remaining: 35.1s 868: learn: 0.4068113 test: 0.4190897 best: 0.4190897 (868) total: 40.3s remaining: 35.1s 869: learn: 0.4068005 test: 0.4190920 best: 0.4190897 (868) total: 40.4s remaining: 35s 870: learn: 0.4067928 test: 0.4190923 best: 0.4190897 (868) total: 40.4s remaining: 35s 871: learn: 0.4067912 test: 0.4190924 best: 0.4190897 (868) total: 40.5s remaining: 35s 872: learn: 0.4067899 test: 0.4190898 best: 0.4190897 (868) total: 40.6s remaining: 34.9s 873: learn: 0.4067761 test: 0.4190929 best: 0.4190897 (868) total: 40.6s remaining: 34.9s 874: learn: 0.4067753 test: 0.4190929 best: 0.4190897 (868) total: 40.7s remaining: 34.9s 875: learn: 0.4067567 test: 0.4190899 best: 0.4190897 (868) total: 40.7s remaining: 34.8s 876: learn: 0.4067266 test: 0.4190860 best: 0.4190860 (876) total: 40.8s remaining: 34.8s 877: learn: 0.4067045 test: 0.4190829 best: 0.4190829 (877) total: 40.8s remaining: 34.7s 878: learn: 0.4067045 test: 0.4190830 best: 0.4190829 (877) total: 40.9s remaining: 34.7s 879: learn: 0.4067043 test: 0.4190840 best: 0.4190829 (877) total: 41s remaining: 34.7s 880: learn: 0.4067036 test: 0.4190840 best: 0.4190829 (877) total: 41s remaining: 34.7s 881: learn: 0.4067035 test: 0.4190833 best: 0.4190829 (877) total: 41.1s remaining: 34.6s 882: learn: 0.4067035 test: 0.4190826 best: 0.4190826 (882) total: 41.2s remaining: 34.6s 883: learn: 0.4065963 test: 0.4189947 best: 0.4189947 (883) total: 41.2s remaining: 34.6s 884: learn: 0.4065733 test: 0.4189828 best: 0.4189828 (884) total: 41.3s remaining: 34.5s 885: learn: 0.4065722 test: 0.4189831 best: 0.4189828 (884) total: 41.4s remaining: 34.5s 886: learn: 0.4065721 test: 0.4189830 best: 0.4189828 (884) total: 41.4s remaining: 34.5s 887: learn: 0.4064681 test: 0.4188741 best: 0.4188741 (887) total: 41.5s remaining: 34.4s 888: learn: 0.4064680 test: 0.4188741 best: 0.4188741 (888) total: 41.5s remaining: 34.4s 889: learn: 0.4064470 test: 0.4188526 best: 0.4188526 (889) total: 41.6s remaining: 34.3s 890: learn: 0.4064465 test: 0.4188525 best: 0.4188525 (890) total: 41.6s remaining: 34.3s 891: learn: 0.4064432 test: 0.4188596 best: 0.4188525 (890) total: 41.7s remaining: 34.3s 892: learn: 0.4064278 test: 0.4188558 best: 0.4188525 (890) total: 41.7s remaining: 34.2s 893: learn: 0.4064276 test: 0.4188582 best: 0.4188525 (890) total: 41.8s remaining: 34.2s 894: learn: 0.4063119 test: 0.4187382 best: 0.4187382 (894) total: 41.8s remaining: 34.1s 895: learn: 0.4062948 test: 0.4187237 best: 0.4187237 (895) total: 41.9s remaining: 34.1s 896: learn: 0.4062941 test: 0.4187236 best: 0.4187236 (896) total: 41.9s remaining: 34s 897: learn: 0.4062181 test: 0.4187117 best: 0.4187117 (897) total: 42s remaining: 34s 898: learn: 0.4062181 test: 0.4187115 best: 0.4187115 (898) total: 42s remaining: 33.9s 899: learn: 0.4062106 test: 0.4187042 best: 0.4187042 (899) total: 42.1s remaining: 33.9s 900: learn: 0.4062101 test: 0.4187059 best: 0.4187042 (899) total: 42.1s remaining: 33.8s 901: learn: 0.4061991 test: 0.4186934 best: 0.4186934 (901) total: 42.2s remaining: 33.8s 902: learn: 0.4060935 test: 0.4185688 best: 0.4185688 (902) total: 42.3s remaining: 33.8s 903: learn: 0.4060265 test: 0.4185147 best: 0.4185147 (903) total: 42.3s remaining: 33.8s 904: learn: 0.4060250 test: 0.4185142 best: 0.4185142 (904) total: 42.5s remaining: 33.8s 905: learn: 0.4060135 test: 0.4185065 best: 0.4185065 (905) total: 42.6s remaining: 33.8s 906: learn: 0.4059909 test: 0.4185189 best: 0.4185065 (905) total: 42.7s remaining: 33.8s 907: learn: 0.4059902 test: 0.4185179 best: 0.4185065 (905) total: 42.8s remaining: 33.8s 908: learn: 0.4059898 test: 0.4185179 best: 0.4185065 (905) total: 42.9s remaining: 33.8s 909: learn: 0.4058558 test: 0.4183971 best: 0.4183971 (909) total: 42.9s remaining: 33.7s 910: learn: 0.4058414 test: 0.4184048 best: 0.4183971 (909) total: 43s remaining: 33.7s 911: learn: 0.4057682 test: 0.4183850 best: 0.4183850 (911) total: 43s remaining: 33.7s 912: learn: 0.4057669 test: 0.4183847 best: 0.4183847 (912) total: 43.1s remaining: 33.6s 913: learn: 0.4057668 test: 0.4183870 best: 0.4183847 (912) total: 43.2s remaining: 33.6s 914: learn: 0.4057666 test: 0.4183870 best: 0.4183847 (912) total: 43.2s remaining: 33.5s 915: learn: 0.4057257 test: 0.4183471 best: 0.4183471 (915) total: 43.3s remaining: 33.5s 916: learn: 0.4057255 test: 0.4183471 best: 0.4183471 (915) total: 43.4s remaining: 33.5s 917: learn: 0.4057254 test: 0.4183480 best: 0.4183471 (915) total: 43.5s remaining: 33.5s 918: learn: 0.4057219 test: 0.4183486 best: 0.4183471 (915) total: 43.6s remaining: 33.5s 919: learn: 0.4057197 test: 0.4183497 best: 0.4183471 (915) total: 43.7s remaining: 33.5s 920: learn: 0.4057148 test: 0.4183476 best: 0.4183471 (915) total: 43.8s remaining: 33.5s 921: learn: 0.4057140 test: 0.4183491 best: 0.4183471 (915) total: 43.8s remaining: 33.4s 922: learn: 0.4056633 test: 0.4183183 best: 0.4183183 (922) total: 43.9s remaining: 33.4s 923: learn: 0.4056631 test: 0.4183196 best: 0.4183183 (922) total: 44s remaining: 33.3s 924: learn: 0.4056627 test: 0.4183196 best: 0.4183183 (922) total: 44s remaining: 33.3s 925: learn: 0.4056512 test: 0.4183176 best: 0.4183176 (925) total: 44.1s remaining: 33.3s 926: learn: 0.4056277 test: 0.4183165 best: 0.4183165 (926) total: 44.2s remaining: 33.2s 927: learn: 0.4055933 test: 0.4182655 best: 0.4182655 (927) total: 44.2s remaining: 33.2s 928: learn: 0.4055662 test: 0.4182543 best: 0.4182543 (928) total: 44.3s remaining: 33.2s 929: learn: 0.4055629 test: 0.4182520 best: 0.4182520 (929) total: 44.3s remaining: 33.1s 930: learn: 0.4055504 test: 0.4182542 best: 0.4182520 (929) total: 44.4s remaining: 33.1s 931: learn: 0.4055499 test: 0.4182541 best: 0.4182520 (929) total: 44.4s remaining: 33s 932: learn: 0.4055434 test: 0.4182541 best: 0.4182520 (929) total: 44.5s remaining: 33s 933: learn: 0.4055433 test: 0.4182563 best: 0.4182520 (929) total: 44.6s remaining: 33s 934: learn: 0.4054597 test: 0.4181800 best: 0.4181800 (934) total: 44.6s remaining: 32.9s 935: learn: 0.4054049 test: 0.4181397 best: 0.4181397 (935) total: 44.6s remaining: 32.9s 936: learn: 0.4053763 test: 0.4181234 best: 0.4181234 (936) total: 44.7s remaining: 32.8s 937: learn: 0.4053762 test: 0.4181256 best: 0.4181234 (936) total: 44.7s remaining: 32.8s 938: learn: 0.4053756 test: 0.4181252 best: 0.4181234 (936) total: 44.8s remaining: 32.7s 939: learn: 0.4053652 test: 0.4181238 best: 0.4181234 (936) total: 44.8s remaining: 32.7s 940: learn: 0.4053650 test: 0.4181259 best: 0.4181234 (936) total: 44.9s remaining: 32.6s 941: learn: 0.4053393 test: 0.4181122 best: 0.4181122 (941) total: 44.9s remaining: 32.6s 942: learn: 0.4053385 test: 0.4181122 best: 0.4181122 (942) total: 45s remaining: 32.5s 943: learn: 0.4053376 test: 0.4181127 best: 0.4181122 (942) total: 45.1s remaining: 32.5s 944: learn: 0.4053365 test: 0.4181104 best: 0.4181104 (944) total: 45.1s remaining: 32.5s 945: learn: 0.4053362 test: 0.4181104 best: 0.4181104 (944) total: 45.2s remaining: 32.4s 946: learn: 0.4053355 test: 0.4181104 best: 0.4181104 (944) total: 45.2s remaining: 32.4s 947: learn: 0.4053352 test: 0.4181106 best: 0.4181104 (944) total: 45.3s remaining: 32.3s 948: learn: 0.4053260 test: 0.4180969 best: 0.4180969 (948) total: 45.4s remaining: 32.3s 949: learn: 0.4053259 test: 0.4180969 best: 0.4180969 (949) total: 45.4s remaining: 32.3s 950: learn: 0.4053252 test: 0.4180968 best: 0.4180968 (950) total: 45.5s remaining: 32.3s 951: learn: 0.4053074 test: 0.4180869 best: 0.4180869 (951) total: 45.6s remaining: 32.2s 952: learn: 0.4052484 test: 0.4180481 best: 0.4180481 (952) total: 45.7s remaining: 32.2s 953: learn: 0.4052484 test: 0.4180480 best: 0.4180480 (953) total: 45.7s remaining: 32.2s 954: learn: 0.4051793 test: 0.4179991 best: 0.4179991 (954) total: 45.8s remaining: 32.1s 955: learn: 0.4051789 test: 0.4179970 best: 0.4179970 (955) total: 45.9s remaining: 32.1s 956: learn: 0.4051734 test: 0.4179883 best: 0.4179883 (956) total: 45.9s remaining: 32.1s 957: learn: 0.4051728 test: 0.4179883 best: 0.4179883 (956) total: 46s remaining: 32s 958: learn: 0.4051723 test: 0.4179883 best: 0.4179883 (956) total: 46.1s remaining: 32s 959: learn: 0.4051717 test: 0.4179883 best: 0.4179883 (956) total: 46.1s remaining: 32s 960: learn: 0.4051717 test: 0.4179883 best: 0.4179883 (956) total: 46.2s remaining: 31.9s 961: learn: 0.4051708 test: 0.4179874 best: 0.4179874 (961) total: 46.3s remaining: 31.9s 962: learn: 0.4051240 test: 0.4179907 best: 0.4179874 (961) total: 46.3s remaining: 31.9s 963: learn: 0.4051237 test: 0.4179907 best: 0.4179874 (961) total: 46.4s remaining: 31.8s 964: learn: 0.4051236 test: 0.4179906 best: 0.4179874 (961) total: 46.5s remaining: 31.8s 965: learn: 0.4050958 test: 0.4179750 best: 0.4179750 (965) total: 46.5s remaining: 31.7s 966: learn: 0.4050956 test: 0.4179750 best: 0.4179750 (965) total: 46.6s remaining: 31.7s 967: learn: 0.4050927 test: 0.4179750 best: 0.4179750 (965) total: 46.6s remaining: 31.6s 968: learn: 0.4050887 test: 0.4179735 best: 0.4179735 (968) total: 46.7s remaining: 31.6s 969: learn: 0.4049460 test: 0.4178462 best: 0.4178462 (969) total: 46.8s remaining: 31.6s 970: learn: 0.4049459 test: 0.4178461 best: 0.4178461 (970) total: 46.8s remaining: 31.5s 971: learn: 0.4049405 test: 0.4178421 best: 0.4178421 (971) total: 46.9s remaining: 31.5s 972: learn: 0.4049308 test: 0.4178397 best: 0.4178397 (972) total: 46.9s remaining: 31.4s 973: learn: 0.4049024 test: 0.4177989 best: 0.4177989 (973) total: 47s remaining: 31.4s 974: learn: 0.4049022 test: 0.4177990 best: 0.4177989 (973) total: 47s remaining: 31.4s 975: learn: 0.4048936 test: 0.4177971 best: 0.4177971 (975) total: 47.1s remaining: 31.3s 976: learn: 0.4048932 test: 0.4177971 best: 0.4177971 (975) total: 47.2s remaining: 31.3s 977: learn: 0.4048243 test: 0.4177014 best: 0.4177014 (977) total: 47.3s remaining: 31.3s 978: learn: 0.4047825 test: 0.4176751 best: 0.4176751 (978) total: 47.3s remaining: 31.2s 979: learn: 0.4047781 test: 0.4176773 best: 0.4176751 (978) total: 47.4s remaining: 31.2s 980: learn: 0.4047759 test: 0.4176769 best: 0.4176751 (978) total: 47.5s remaining: 31.2s 981: learn: 0.4047754 test: 0.4176789 best: 0.4176751 (978) total: 47.5s remaining: 31.1s 982: learn: 0.4047431 test: 0.4176725 best: 0.4176725 (982) total: 47.6s remaining: 31.1s 983: learn: 0.4047384 test: 0.4176706 best: 0.4176706 (983) total: 47.6s remaining: 31s 984: learn: 0.4047383 test: 0.4176711 best: 0.4176706 (983) total: 47.6s remaining: 31s 985: learn: 0.4047368 test: 0.4176726 best: 0.4176706 (983) total: 47.7s remaining: 30.9s 986: learn: 0.4047318 test: 0.4176701 best: 0.4176701 (986) total: 47.8s remaining: 30.9s 987: learn: 0.4047318 test: 0.4176701 best: 0.4176701 (987) total: 47.8s remaining: 30.8s 988: learn: 0.4047317 test: 0.4176701 best: 0.4176701 (987) total: 47.9s remaining: 30.8s 989: learn: 0.4047287 test: 0.4176697 best: 0.4176697 (989) total: 47.9s remaining: 30.7s 990: learn: 0.4047281 test: 0.4176699 best: 0.4176697 (989) total: 47.9s remaining: 30.7s 991: learn: 0.4047270 test: 0.4176699 best: 0.4176697 (989) total: 48s remaining: 30.6s 992: learn: 0.4047194 test: 0.4176679 best: 0.4176679 (992) total: 48s remaining: 30.6s 993: learn: 0.4047181 test: 0.4176675 best: 0.4176675 (993) total: 48.1s remaining: 30.5s 994: learn: 0.4046926 test: 0.4176558 best: 0.4176558 (994) total: 48.1s remaining: 30.5s 995: learn: 0.4046925 test: 0.4176558 best: 0.4176558 (994) total: 48.2s remaining: 30.4s 996: learn: 0.4046820 test: 0.4176499 best: 0.4176499 (996) total: 48.2s remaining: 30.4s 997: learn: 0.4046773 test: 0.4176612 best: 0.4176499 (996) total: 48.2s remaining: 30.3s 998: learn: 0.4046769 test: 0.4176632 best: 0.4176499 (996) total: 48.3s remaining: 30.3s 999: learn: 0.4046748 test: 0.4176645 best: 0.4176499 (996) total: 48.3s remaining: 30.2s 1000: learn: 0.4046728 test: 0.4176602 best: 0.4176499 (996) total: 48.4s remaining: 30.2s 1001: learn: 0.4046718 test: 0.4176595 best: 0.4176499 (996) total: 48.4s remaining: 30.1s 1002: learn: 0.4046594 test: 0.4176642 best: 0.4176499 (996) total: 48.5s remaining: 30.1s 1003: learn: 0.4045628 test: 0.4175881 best: 0.4175881 (1003) total: 48.5s remaining: 30s 1004: learn: 0.4045615 test: 0.4175880 best: 0.4175880 (1004) total: 48.6s remaining: 30s 1005: learn: 0.4045583 test: 0.4175769 best: 0.4175769 (1005) total: 48.7s remaining: 29.9s 1006: learn: 0.4045583 test: 0.4175769 best: 0.4175769 (1005) total: 48.7s remaining: 29.9s 1007: learn: 0.4045582 test: 0.4175769 best: 0.4175769 (1005) total: 48.8s remaining: 29.8s 1008: learn: 0.4045580 test: 0.4175771 best: 0.4175769 (1005) total: 48.8s remaining: 29.8s 1009: learn: 0.4045507 test: 0.4175798 best: 0.4175769 (1005) total: 48.9s remaining: 29.8s 1010: learn: 0.4045211 test: 0.4175657 best: 0.4175657 (1010) total: 48.9s remaining: 29.7s 1011: learn: 0.4044647 test: 0.4175286 best: 0.4175286 (1011) total: 49s remaining: 29.7s 1012: learn: 0.4044640 test: 0.4175303 best: 0.4175286 (1011) total: 49s remaining: 29.6s 1013: learn: 0.4044525 test: 0.4175299 best: 0.4175286 (1011) total: 49.1s remaining: 29.6s 1014: learn: 0.4044523 test: 0.4175297 best: 0.4175286 (1011) total: 49.1s remaining: 29.5s 1015: learn: 0.4044521 test: 0.4175304 best: 0.4175286 (1011) total: 49.2s remaining: 29.5s 1016: learn: 0.4044506 test: 0.4175302 best: 0.4175286 (1011) total: 49.2s remaining: 29.4s 1017: learn: 0.4044468 test: 0.4175281 best: 0.4175281 (1017) total: 49.3s remaining: 29.4s 1018: learn: 0.4044314 test: 0.4174865 best: 0.4174865 (1018) total: 49.4s remaining: 29.4s 1019: learn: 0.4044313 test: 0.4174864 best: 0.4174864 (1019) total: 49.4s remaining: 29.3s 1020: learn: 0.4044304 test: 0.4174864 best: 0.4174864 (1020) total: 49.5s remaining: 29.3s 1021: learn: 0.4044302 test: 0.4174864 best: 0.4174864 (1020) total: 49.5s remaining: 29.2s 1022: learn: 0.4043802 test: 0.4174292 best: 0.4174292 (1022) total: 49.6s remaining: 29.2s 1023: learn: 0.4043796 test: 0.4174292 best: 0.4174292 (1023) total: 49.6s remaining: 29.1s 1024: learn: 0.4043696 test: 0.4174314 best: 0.4174292 (1023) total: 49.7s remaining: 29.1s 1025: learn: 0.4043695 test: 0.4174314 best: 0.4174292 (1023) total: 49.7s remaining: 29s 1026: learn: 0.4043693 test: 0.4174314 best: 0.4174292 (1023) total: 49.8s remaining: 29s 1027: learn: 0.4043688 test: 0.4174314 best: 0.4174292 (1023) total: 49.8s remaining: 28.9s 1028: learn: 0.4043493 test: 0.4174067 best: 0.4174067 (1028) total: 49.9s remaining: 28.9s 1029: learn: 0.4043406 test: 0.4173906 best: 0.4173906 (1029) total: 49.9s remaining: 28.8s 1030: learn: 0.4043402 test: 0.4173923 best: 0.4173906 (1029) total: 50s remaining: 28.8s 1031: learn: 0.4043399 test: 0.4173940 best: 0.4173906 (1029) total: 50s remaining: 28.7s 1032: learn: 0.4043398 test: 0.4173956 best: 0.4173906 (1029) total: 50.1s remaining: 28.7s 1033: learn: 0.4043360 test: 0.4173857 best: 0.4173857 (1033) total: 50.1s remaining: 28.6s 1034: learn: 0.4043304 test: 0.4173873 best: 0.4173857 (1033) total: 50.2s remaining: 28.6s 1035: learn: 0.4042784 test: 0.4173432 best: 0.4173432 (1035) total: 50.2s remaining: 28.5s 1036: learn: 0.4041552 test: 0.4172093 best: 0.4172093 (1036) total: 50.3s remaining: 28.5s 1037: learn: 0.4041546 test: 0.4172093 best: 0.4172093 (1037) total: 50.3s remaining: 28.4s 1038: learn: 0.4041545 test: 0.4172109 best: 0.4172093 (1037) total: 50.4s remaining: 28.4s 1039: learn: 0.4041539 test: 0.4172109 best: 0.4172093 (1037) total: 50.4s remaining: 28.4s 1040: learn: 0.4041405 test: 0.4172022 best: 0.4172022 (1040) total: 50.5s remaining: 28.3s 1041: learn: 0.4041394 test: 0.4172031 best: 0.4172022 (1040) total: 50.5s remaining: 28.3s 1042: learn: 0.4040671 test: 0.4171225 best: 0.4171225 (1042) total: 50.6s remaining: 28.2s 1043: learn: 0.4040620 test: 0.4171234 best: 0.4171225 (1042) total: 50.7s remaining: 28.2s 1044: learn: 0.4040610 test: 0.4171233 best: 0.4171225 (1042) total: 50.7s remaining: 28.1s 1045: learn: 0.4040608 test: 0.4171233 best: 0.4171225 (1042) total: 50.8s remaining: 28.1s 1046: learn: 0.4040519 test: 0.4171157 best: 0.4171157 (1046) total: 50.8s remaining: 28.1s 1047: learn: 0.4040462 test: 0.4171225 best: 0.4171157 (1046) total: 50.9s remaining: 28s 1048: learn: 0.4040462 test: 0.4171240 best: 0.4171157 (1046) total: 50.9s remaining: 28s 1049: learn: 0.4040447 test: 0.4171234 best: 0.4171157 (1046) total: 51s remaining: 27.9s 1050: learn: 0.4040446 test: 0.4171234 best: 0.4171157 (1046) total: 51s remaining: 27.9s 1051: learn: 0.4040334 test: 0.4171251 best: 0.4171157 (1046) total: 51.1s remaining: 27.8s 1052: learn: 0.4040331 test: 0.4171250 best: 0.4171157 (1046) total: 51.1s remaining: 27.8s 1053: learn: 0.4040248 test: 0.4171237 best: 0.4171157 (1046) total: 51.2s remaining: 27.7s 1054: learn: 0.4040200 test: 0.4171219 best: 0.4171157 (1046) total: 51.3s remaining: 27.7s 1055: learn: 0.4040199 test: 0.4171224 best: 0.4171157 (1046) total: 51.3s remaining: 27.7s 1056: learn: 0.4040198 test: 0.4171223 best: 0.4171157 (1046) total: 51.4s remaining: 27.6s 1057: learn: 0.4040198 test: 0.4171222 best: 0.4171157 (1046) total: 51.4s remaining: 27.6s 1058: learn: 0.4040134 test: 0.4171213 best: 0.4171157 (1046) total: 51.5s remaining: 27.5s 1059: learn: 0.4040131 test: 0.4171227 best: 0.4171157 (1046) total: 51.6s remaining: 27.5s 1060: learn: 0.4040126 test: 0.4171221 best: 0.4171157 (1046) total: 51.6s remaining: 27.4s 1061: learn: 0.4040122 test: 0.4171221 best: 0.4171157 (1046) total: 51.7s remaining: 27.4s 1062: learn: 0.4039776 test: 0.4171119 best: 0.4171119 (1062) total: 51.8s remaining: 27.4s 1063: learn: 0.4039775 test: 0.4171120 best: 0.4171119 (1062) total: 51.8s remaining: 27.3s 1064: learn: 0.4039763 test: 0.4171116 best: 0.4171116 (1064) total: 51.9s remaining: 27.3s 1065: learn: 0.4039750 test: 0.4171120 best: 0.4171116 (1064) total: 52s remaining: 27.3s 1066: learn: 0.4039035 test: 0.4170560 best: 0.4170560 (1066) total: 52s remaining: 27.2s 1067: learn: 0.4039025 test: 0.4170560 best: 0.4170560 (1067) total: 52.1s remaining: 27.2s 1068: learn: 0.4039020 test: 0.4170560 best: 0.4170560 (1068) total: 52.2s remaining: 27.1s 1069: learn: 0.4039015 test: 0.4170573 best: 0.4170560 (1068) total: 52.2s remaining: 27.1s 1070: learn: 0.4039013 test: 0.4170573 best: 0.4170560 (1068) total: 52.3s remaining: 27s 1071: learn: 0.4038604 test: 0.4170344 best: 0.4170344 (1071) total: 52.4s remaining: 27s 1072: learn: 0.4038601 test: 0.4170344 best: 0.4170344 (1072) total: 52.4s remaining: 27s 1073: learn: 0.4038589 test: 0.4170334 best: 0.4170334 (1073) total: 52.5s remaining: 26.9s 1074: learn: 0.4038588 test: 0.4170333 best: 0.4170333 (1074) total: 52.5s remaining: 26.9s 1075: learn: 0.4038585 test: 0.4170347 best: 0.4170333 (1074) total: 52.6s remaining: 26.8s 1076: learn: 0.4038583 test: 0.4170350 best: 0.4170333 (1074) total: 52.6s remaining: 26.8s 1077: learn: 0.4038577 test: 0.4170350 best: 0.4170333 (1074) total: 52.7s remaining: 26.7s 1078: learn: 0.4038494 test: 0.4170377 best: 0.4170333 (1074) total: 52.7s remaining: 26.7s 1079: learn: 0.4038370 test: 0.4170391 best: 0.4170333 (1074) total: 52.8s remaining: 26.6s 1080: learn: 0.4038369 test: 0.4170391 best: 0.4170333 (1074) total: 52.8s remaining: 26.6s 1081: learn: 0.4038138 test: 0.4170398 best: 0.4170333 (1074) total: 52.9s remaining: 26.5s 1082: learn: 0.4038137 test: 0.4170411 best: 0.4170333 (1074) total: 52.9s remaining: 26.5s 1083: learn: 0.4038118 test: 0.4170336 best: 0.4170333 (1074) total: 52.9s remaining: 26.4s 1084: learn: 0.4037338 test: 0.4169562 best: 0.4169562 (1084) total: 53s remaining: 26.4s 1085: learn: 0.4037276 test: 0.4169532 best: 0.4169532 (1085) total: 53.1s remaining: 26.3s 1086: learn: 0.4037273 test: 0.4169531 best: 0.4169531 (1086) total: 53.1s remaining: 26.3s 1087: learn: 0.4037268 test: 0.4169547 best: 0.4169531 (1086) total: 53.2s remaining: 26.3s 1088: learn: 0.4037267 test: 0.4169559 best: 0.4169531 (1086) total: 53.2s remaining: 26.2s 1089: learn: 0.4037260 test: 0.4169558 best: 0.4169531 (1086) total: 53.3s remaining: 26.2s 1090: learn: 0.4037259 test: 0.4169558 best: 0.4169531 (1086) total: 53.4s remaining: 26.1s 1091: learn: 0.4037183 test: 0.4169591 best: 0.4169531 (1086) total: 53.4s remaining: 26.1s 1092: learn: 0.4037100 test: 0.4169625 best: 0.4169531 (1086) total: 53.5s remaining: 26s 1093: learn: 0.4037099 test: 0.4169625 best: 0.4169531 (1086) total: 53.5s remaining: 26s 1094: learn: 0.4037097 test: 0.4169625 best: 0.4169531 (1086) total: 53.6s remaining: 25.9s 1095: learn: 0.4037096 test: 0.4169637 best: 0.4169531 (1086) total: 53.6s remaining: 25.9s 1096: learn: 0.4037096 test: 0.4169636 best: 0.4169531 (1086) total: 53.7s remaining: 25.8s 1097: learn: 0.4036554 test: 0.4169175 best: 0.4169175 (1097) total: 53.7s remaining: 25.8s 1098: learn: 0.4036075 test: 0.4168896 best: 0.4168896 (1098) total: 53.8s remaining: 25.8s 1099: learn: 0.4036069 test: 0.4168895 best: 0.4168895 (1099) total: 53.9s remaining: 25.7s 1100: learn: 0.4036051 test: 0.4168886 best: 0.4168886 (1100) total: 54s remaining: 25.7s 1101: learn: 0.4036000 test: 0.4168798 best: 0.4168798 (1101) total: 54s remaining: 25.6s 1102: learn: 0.4035999 test: 0.4168807 best: 0.4168798 (1101) total: 54.1s remaining: 25.6s 1103: learn: 0.4035997 test: 0.4168807 best: 0.4168798 (1101) total: 54.1s remaining: 25.6s 1104: learn: 0.4035994 test: 0.4168807 best: 0.4168798 (1101) total: 54.2s remaining: 25.5s 1105: learn: 0.4035994 test: 0.4168819 best: 0.4168798 (1101) total: 54.2s remaining: 25.4s 1106: learn: 0.4035993 test: 0.4168817 best: 0.4168798 (1101) total: 54.3s remaining: 25.4s 1107: learn: 0.4035985 test: 0.4168811 best: 0.4168798 (1101) total: 54.3s remaining: 25.3s 1108: learn: 0.4035982 test: 0.4168811 best: 0.4168798 (1101) total: 54.4s remaining: 25.3s 1109: learn: 0.4035882 test: 0.4168767 best: 0.4168767 (1109) total: 54.4s remaining: 25.2s 1110: learn: 0.4035878 test: 0.4168767 best: 0.4168767 (1109) total: 54.5s remaining: 25.2s 1111: learn: 0.4035876 test: 0.4168765 best: 0.4168765 (1111) total: 54.5s remaining: 25.1s 1112: learn: 0.4035866 test: 0.4168763 best: 0.4168763 (1112) total: 54.6s remaining: 25.1s 1113: learn: 0.4035855 test: 0.4168757 best: 0.4168757 (1113) total: 54.6s remaining: 25s 1114: learn: 0.4035802 test: 0.4168790 best: 0.4168757 (1113) total: 54.6s remaining: 25s 1115: learn: 0.4035800 test: 0.4168790 best: 0.4168757 (1113) total: 54.7s remaining: 24.9s 1116: learn: 0.4035795 test: 0.4168797 best: 0.4168757 (1113) total: 54.7s remaining: 24.9s 1117: learn: 0.4035795 test: 0.4168797 best: 0.4168757 (1113) total: 54.8s remaining: 24.8s 1118: learn: 0.4035790 test: 0.4168805 best: 0.4168757 (1113) total: 54.8s remaining: 24.8s 1119: learn: 0.4035011 test: 0.4167991 best: 0.4167991 (1119) total: 54.9s remaining: 24.7s 1120: learn: 0.4034970 test: 0.4168046 best: 0.4167991 (1119) total: 54.9s remaining: 24.7s 1121: learn: 0.4034481 test: 0.4167937 best: 0.4167937 (1121) total: 55s remaining: 24.7s 1122: learn: 0.4034413 test: 0.4167949 best: 0.4167937 (1121) total: 55s remaining: 24.6s 1123: learn: 0.4034348 test: 0.4167900 best: 0.4167900 (1123) total: 55.1s remaining: 24.6s 1124: learn: 0.4034238 test: 0.4167930 best: 0.4167900 (1123) total: 55.1s remaining: 24.5s 1125: learn: 0.4034238 test: 0.4167941 best: 0.4167900 (1123) total: 55.2s remaining: 24.4s 1126: learn: 0.4034187 test: 0.4167911 best: 0.4167900 (1123) total: 55.2s remaining: 24.4s 1127: learn: 0.4033922 test: 0.4167768 best: 0.4167768 (1127) total: 55.2s remaining: 24.3s 1128: learn: 0.4033915 test: 0.4167765 best: 0.4167765 (1128) total: 55.3s remaining: 24.3s 1129: learn: 0.4033914 test: 0.4167765 best: 0.4167765 (1129) total: 55.3s remaining: 24.2s 1130: learn: 0.4033901 test: 0.4167771 best: 0.4167765 (1129) total: 55.4s remaining: 24.2s 1131: learn: 0.4033895 test: 0.4167783 best: 0.4167765 (1129) total: 55.4s remaining: 24.1s 1132: learn: 0.4033239 test: 0.4167328 best: 0.4167328 (1132) total: 55.5s remaining: 24.1s 1133: learn: 0.4033198 test: 0.4167358 best: 0.4167328 (1132) total: 55.5s remaining: 24s 1134: learn: 0.4033165 test: 0.4167385 best: 0.4167328 (1132) total: 55.6s remaining: 24s 1135: learn: 0.4033164 test: 0.4167385 best: 0.4167328 (1132) total: 55.6s remaining: 23.9s 1136: learn: 0.4033121 test: 0.4167435 best: 0.4167328 (1132) total: 55.7s remaining: 23.9s 1137: learn: 0.4033119 test: 0.4167435 best: 0.4167328 (1132) total: 55.7s remaining: 23.8s 1138: learn: 0.4033117 test: 0.4167435 best: 0.4167328 (1132) total: 55.7s remaining: 23.8s 1139: learn: 0.4032929 test: 0.4167397 best: 0.4167328 (1132) total: 55.8s remaining: 23.7s 1140: learn: 0.4032924 test: 0.4167406 best: 0.4167328 (1132) total: 55.8s remaining: 23.7s 1141: learn: 0.4032812 test: 0.4167354 best: 0.4167328 (1132) total: 55.8s remaining: 23.6s 1142: learn: 0.4032811 test: 0.4167354 best: 0.4167328 (1132) total: 55.9s remaining: 23.6s 1143: learn: 0.4032222 test: 0.4166949 best: 0.4166949 (1143) total: 55.9s remaining: 23.5s 1144: learn: 0.4032203 test: 0.4166945 best: 0.4166945 (1144) total: 56s remaining: 23.5s 1145: learn: 0.4032197 test: 0.4166951 best: 0.4166945 (1144) total: 56s remaining: 23.4s 1146: learn: 0.4032138 test: 0.4166881 best: 0.4166881 (1146) total: 56.1s remaining: 23.4s 1147: learn: 0.4032138 test: 0.4166891 best: 0.4166881 (1146) total: 56.1s remaining: 23.3s 1148: learn: 0.4032137 test: 0.4166900 best: 0.4166881 (1146) total: 56.2s remaining: 23.3s 1149: learn: 0.4032127 test: 0.4166896 best: 0.4166881 (1146) total: 56.3s remaining: 23.2s 1150: learn: 0.4032126 test: 0.4166896 best: 0.4166881 (1146) total: 56.3s remaining: 23.2s 1151: learn: 0.4032123 test: 0.4166895 best: 0.4166881 (1146) total: 56.3s remaining: 23.1s 1152: learn: 0.4032083 test: 0.4166873 best: 0.4166873 (1152) total: 56.4s remaining: 23.1s 1153: learn: 0.4032083 test: 0.4166873 best: 0.4166873 (1152) total: 56.4s remaining: 23s 1154: learn: 0.4032082 test: 0.4166872 best: 0.4166872 (1154) total: 56.4s remaining: 23s 1155: learn: 0.4031974 test: 0.4166805 best: 0.4166805 (1155) total: 56.5s remaining: 22.9s 1156: learn: 0.4031969 test: 0.4166811 best: 0.4166805 (1155) total: 56.5s remaining: 22.9s 1157: learn: 0.4031471 test: 0.4166236 best: 0.4166236 (1157) total: 56.6s remaining: 22.8s 1158: learn: 0.4031432 test: 0.4166231 best: 0.4166231 (1158) total: 56.6s remaining: 22.8s 1159: learn: 0.4031428 test: 0.4166231 best: 0.4166231 (1158) total: 56.6s remaining: 22.7s 1160: learn: 0.4031416 test: 0.4166232 best: 0.4166231 (1158) total: 56.7s remaining: 22.7s 1161: learn: 0.4031377 test: 0.4166232 best: 0.4166231 (1158) total: 56.7s remaining: 22.6s 1162: learn: 0.4031375 test: 0.4166232 best: 0.4166231 (1158) total: 56.8s remaining: 22.6s 1163: learn: 0.4031373 test: 0.4166240 best: 0.4166231 (1158) total: 56.8s remaining: 22.5s 1164: learn: 0.4031365 test: 0.4166247 best: 0.4166231 (1158) total: 56.8s remaining: 22.4s 1165: learn: 0.4031363 test: 0.4166247 best: 0.4166231 (1158) total: 56.9s remaining: 22.4s 1166: learn: 0.4031362 test: 0.4166256 best: 0.4166231 (1158) total: 56.9s remaining: 22.3s 1167: learn: 0.4031307 test: 0.4166260 best: 0.4166231 (1158) total: 57s remaining: 22.3s 1168: learn: 0.4031107 test: 0.4166181 best: 0.4166181 (1168) total: 57s remaining: 22.2s 1169: learn: 0.4031107 test: 0.4166190 best: 0.4166181 (1168) total: 57.1s remaining: 22.2s 1170: learn: 0.4031063 test: 0.4166154 best: 0.4166154 (1170) total: 57.1s remaining: 22.1s 1171: learn: 0.4031061 test: 0.4166154 best: 0.4166154 (1170) total: 57.2s remaining: 22.1s 1172: learn: 0.4031047 test: 0.4166144 best: 0.4166144 (1172) total: 57.2s remaining: 22s 1173: learn: 0.4031045 test: 0.4166146 best: 0.4166144 (1172) total: 57.3s remaining: 22s 1174: learn: 0.4031044 test: 0.4166146 best: 0.4166144 (1172) total: 57.3s remaining: 21.9s 1175: learn: 0.4030960 test: 0.4165992 best: 0.4165992 (1175) total: 57.3s remaining: 21.9s 1176: learn: 0.4030898 test: 0.4166048 best: 0.4165992 (1175) total: 57.4s remaining: 21.8s 1177: learn: 0.4030895 test: 0.4166048 best: 0.4165992 (1175) total: 57.4s remaining: 21.8s 1178: learn: 0.4030865 test: 0.4166038 best: 0.4165992 (1175) total: 57.5s remaining: 21.7s 1179: learn: 0.4030865 test: 0.4166038 best: 0.4165992 (1175) total: 57.5s remaining: 21.7s 1180: learn: 0.4030863 test: 0.4166038 best: 0.4165992 (1175) total: 57.6s remaining: 21.6s 1181: learn: 0.4030852 test: 0.4166047 best: 0.4165992 (1175) total: 57.6s remaining: 21.6s 1182: learn: 0.4030810 test: 0.4166039 best: 0.4165992 (1175) total: 57.6s remaining: 21.5s 1183: learn: 0.4030807 test: 0.4166043 best: 0.4165992 (1175) total: 57.7s remaining: 21.5s 1184: learn: 0.4030226 test: 0.4165778 best: 0.4165778 (1184) total: 57.7s remaining: 21.4s 1185: learn: 0.4029732 test: 0.4165752 best: 0.4165752 (1185) total: 57.8s remaining: 21.4s 1186: learn: 0.4029730 test: 0.4165753 best: 0.4165752 (1185) total: 57.8s remaining: 21.3s 1187: learn: 0.4029525 test: 0.4165575 best: 0.4165575 (1187) total: 57.9s remaining: 21.3s 1188: learn: 0.4029473 test: 0.4165613 best: 0.4165575 (1187) total: 57.9s remaining: 21.2s 1189: learn: 0.4028999 test: 0.4165480 best: 0.4165480 (1189) total: 58s remaining: 21.2s 1190: learn: 0.4028956 test: 0.4165491 best: 0.4165480 (1189) total: 58s remaining: 21.1s 1191: learn: 0.4028903 test: 0.4165482 best: 0.4165480 (1189) total: 58s remaining: 21.1s 1192: learn: 0.4028902 test: 0.4165481 best: 0.4165480 (1189) total: 58.1s remaining: 21s 1193: learn: 0.4028901 test: 0.4165491 best: 0.4165480 (1189) total: 58.1s remaining: 21s 1194: learn: 0.4028896 test: 0.4165490 best: 0.4165480 (1189) total: 58.2s remaining: 20.9s 1195: learn: 0.4028347 test: 0.4165375 best: 0.4165375 (1195) total: 58.2s remaining: 20.9s 1196: learn: 0.4028340 test: 0.4165371 best: 0.4165371 (1196) total: 58.3s remaining: 20.8s 1197: learn: 0.4028333 test: 0.4165370 best: 0.4165370 (1197) total: 58.3s remaining: 20.8s 1198: learn: 0.4028230 test: 0.4165215 best: 0.4165215 (1198) total: 58.4s remaining: 20.7s 1199: learn: 0.4028229 test: 0.4165218 best: 0.4165215 (1198) total: 58.4s remaining: 20.7s 1200: learn: 0.4028226 test: 0.4165221 best: 0.4165215 (1198) total: 58.5s remaining: 20.6s 1201: learn: 0.4028075 test: 0.4165255 best: 0.4165215 (1198) total: 58.5s remaining: 20.6s 1202: learn: 0.4028015 test: 0.4165270 best: 0.4165215 (1198) total: 58.6s remaining: 20.5s 1203: learn: 0.4028012 test: 0.4165273 best: 0.4165215 (1198) total: 58.6s remaining: 20.5s 1204: learn: 0.4027892 test: 0.4165184 best: 0.4165184 (1204) total: 58.6s remaining: 20.4s 1205: learn: 0.4027890 test: 0.4165184 best: 0.4165184 (1205) total: 58.7s remaining: 20.4s 1206: learn: 0.4027881 test: 0.4165186 best: 0.4165184 (1205) total: 58.7s remaining: 20.3s 1207: learn: 0.4027854 test: 0.4165176 best: 0.4165176 (1207) total: 58.8s remaining: 20.3s 1208: learn: 0.4027840 test: 0.4165130 best: 0.4165130 (1208) total: 58.8s remaining: 20.2s 1209: learn: 0.4027175 test: 0.4164893 best: 0.4164893 (1209) total: 58.8s remaining: 20.2s 1210: learn: 0.4027173 test: 0.4164893 best: 0.4164893 (1209) total: 58.9s remaining: 20.1s 1211: learn: 0.4027173 test: 0.4164898 best: 0.4164893 (1209) total: 58.9s remaining: 20.1s 1212: learn: 0.4027173 test: 0.4164903 best: 0.4164893 (1209) total: 59s remaining: 20s 1213: learn: 0.4027172 test: 0.4164903 best: 0.4164893 (1209) total: 59s remaining: 20s 1214: learn: 0.4027168 test: 0.4164916 best: 0.4164893 (1209) total: 59s remaining: 19.9s 1215: learn: 0.4027070 test: 0.4164893 best: 0.4164893 (1209) total: 59.1s remaining: 19.9s 1216: learn: 0.4026820 test: 0.4164669 best: 0.4164669 (1216) total: 59.1s remaining: 19.8s 1217: learn: 0.4026818 test: 0.4164669 best: 0.4164669 (1216) total: 59.2s remaining: 19.8s 1218: learn: 0.4026818 test: 0.4164672 best: 0.4164669 (1216) total: 59.2s remaining: 19.7s 1219: learn: 0.4026718 test: 0.4164581 best: 0.4164581 (1219) total: 59.2s remaining: 19.7s 1220: learn: 0.4026717 test: 0.4164590 best: 0.4164581 (1219) total: 59.3s remaining: 19.6s 1221: learn: 0.4026717 test: 0.4164599 best: 0.4164581 (1219) total: 59.3s remaining: 19.6s 1222: learn: 0.4026517 test: 0.4164361 best: 0.4164361 (1222) total: 59.4s remaining: 19.5s 1223: learn: 0.4026515 test: 0.4164362 best: 0.4164361 (1222) total: 59.4s remaining: 19.5s 1224: learn: 0.4026494 test: 0.4164352 best: 0.4164352 (1224) total: 59.4s remaining: 19.4s 1225: learn: 0.4026493 test: 0.4164353 best: 0.4164352 (1224) total: 59.5s remaining: 19.4s 1226: learn: 0.4026492 test: 0.4164354 best: 0.4164352 (1224) total: 59.5s remaining: 19.3s 1227: learn: 0.4026492 test: 0.4164355 best: 0.4164352 (1224) total: 59.6s remaining: 19.3s 1228: learn: 0.4026201 test: 0.4164334 best: 0.4164334 (1228) total: 59.6s remaining: 19.2s 1229: learn: 0.4026103 test: 0.4164343 best: 0.4164334 (1228) total: 59.7s remaining: 19.2s 1230: learn: 0.4025905 test: 0.4164257 best: 0.4164257 (1230) total: 59.7s remaining: 19.1s 1231: learn: 0.4025776 test: 0.4164201 best: 0.4164201 (1231) total: 59.7s remaining: 19.1s 1232: learn: 0.4025775 test: 0.4164201 best: 0.4164201 (1232) total: 59.8s remaining: 19s 1233: learn: 0.4025752 test: 0.4164185 best: 0.4164185 (1233) total: 59.8s remaining: 19s 1234: learn: 0.4025511 test: 0.4163889 best: 0.4163889 (1234) total: 59.9s remaining: 18.9s 1235: learn: 0.4025509 test: 0.4163889 best: 0.4163889 (1234) total: 59.9s remaining: 18.9s 1236: learn: 0.4025509 test: 0.4163889 best: 0.4163889 (1234) total: 59.9s remaining: 18.8s 1237: learn: 0.4025509 test: 0.4163890 best: 0.4163889 (1234) total: 60s remaining: 18.7s 1238: learn: 0.4025509 test: 0.4163893 best: 0.4163889 (1234) total: 1m remaining: 18.7s 1239: learn: 0.4025504 test: 0.4163899 best: 0.4163889 (1234) total: 1m remaining: 18.6s 1240: learn: 0.4025484 test: 0.4163890 best: 0.4163889 (1234) total: 1m remaining: 18.6s 1241: learn: 0.4025480 test: 0.4163890 best: 0.4163889 (1234) total: 1m remaining: 18.5s 1242: learn: 0.4025480 test: 0.4163891 best: 0.4163889 (1234) total: 1m remaining: 18.5s 1243: learn: 0.4025464 test: 0.4163906 best: 0.4163889 (1234) total: 1m remaining: 18.4s 1244: learn: 0.4025464 test: 0.4163906 best: 0.4163889 (1234) total: 1m remaining: 18.4s 1245: learn: 0.4025463 test: 0.4163906 best: 0.4163889 (1234) total: 1m remaining: 18.3s 1246: learn: 0.4025461 test: 0.4163921 best: 0.4163889 (1234) total: 1m remaining: 18.3s 1247: learn: 0.4025421 test: 0.4163936 best: 0.4163889 (1234) total: 1m remaining: 18.2s 1248: learn: 0.4025420 test: 0.4163942 best: 0.4163889 (1234) total: 1m remaining: 18.2s 1249: learn: 0.4025419 test: 0.4163943 best: 0.4163889 (1234) total: 1m remaining: 18.1s 1250: learn: 0.4024793 test: 0.4163780 best: 0.4163780 (1250) total: 1m remaining: 18.1s 1251: learn: 0.4024791 test: 0.4163780 best: 0.4163780 (1250) total: 1m remaining: 18s 1252: learn: 0.4024790 test: 0.4163786 best: 0.4163780 (1250) total: 1m remaining: 18s 1253: learn: 0.4024790 test: 0.4163786 best: 0.4163780 (1250) total: 1m remaining: 17.9s 1254: learn: 0.4024790 test: 0.4163786 best: 0.4163780 (1250) total: 1m remaining: 17.9s 1255: learn: 0.4024789 test: 0.4163786 best: 0.4163780 (1250) total: 1m remaining: 17.8s 1256: learn: 0.4024545 test: 0.4163563 best: 0.4163563 (1256) total: 1m remaining: 17.8s 1257: learn: 0.4024545 test: 0.4163563 best: 0.4163563 (1257) total: 1m remaining: 17.7s 1258: learn: 0.4024544 test: 0.4163563 best: 0.4163563 (1258) total: 1m remaining: 17.7s 1259: learn: 0.4024271 test: 0.4163441 best: 0.4163441 (1259) total: 1m remaining: 17.6s 1260: learn: 0.4024270 test: 0.4163442 best: 0.4163441 (1259) total: 1m remaining: 17.6s 1261: learn: 0.4023101 test: 0.4163276 best: 0.4163276 (1261) total: 1m remaining: 17.5s 1262: learn: 0.4022322 test: 0.4163248 best: 0.4163248 (1262) total: 1m 1s remaining: 17.5s 1263: learn: 0.4022247 test: 0.4163181 best: 0.4163181 (1263) total: 1m 1s remaining: 17.4s 1264: learn: 0.4022157 test: 0.4163070 best: 0.4163070 (1264) total: 1m 1s remaining: 17.4s 1265: learn: 0.4022091 test: 0.4163072 best: 0.4163070 (1264) total: 1m 1s remaining: 17.4s 1266: learn: 0.4022017 test: 0.4163065 best: 0.4163065 (1266) total: 1m 1s remaining: 17.3s 1267: learn: 0.4022015 test: 0.4163069 best: 0.4163065 (1266) total: 1m 1s remaining: 17.3s 1268: learn: 0.4021955 test: 0.4163101 best: 0.4163065 (1266) total: 1m 1s remaining: 17.2s 1269: learn: 0.4021913 test: 0.4163092 best: 0.4163065 (1266) total: 1m 1s remaining: 17.2s 1270: learn: 0.4021861 test: 0.4163089 best: 0.4163065 (1266) total: 1m 1s remaining: 17.1s 1271: learn: 0.4021858 test: 0.4163089 best: 0.4163065 (1266) total: 1m 1s remaining: 17.1s 1272: learn: 0.4021386 test: 0.4162819 best: 0.4162819 (1272) total: 1m 1s remaining: 17s 1273: learn: 0.4021368 test: 0.4162817 best: 0.4162817 (1273) total: 1m 1s remaining: 17s 1274: learn: 0.4021323 test: 0.4162852 best: 0.4162817 (1273) total: 1m 1s remaining: 16.9s 1275: learn: 0.4021104 test: 0.4162791 best: 0.4162791 (1275) total: 1m 1s remaining: 16.9s 1276: learn: 0.4021103 test: 0.4162791 best: 0.4162791 (1276) total: 1m 1s remaining: 16.8s 1277: learn: 0.4021025 test: 0.4162671 best: 0.4162671 (1277) total: 1m 1s remaining: 16.8s 1278: learn: 0.4020575 test: 0.4162557 best: 0.4162557 (1278) total: 1m 1s remaining: 16.7s 1279: learn: 0.4020571 test: 0.4162557 best: 0.4162557 (1279) total: 1m 1s remaining: 16.7s 1280: learn: 0.4020570 test: 0.4162559 best: 0.4162557 (1279) total: 1m 1s remaining: 16.6s 1281: learn: 0.4020569 test: 0.4162560 best: 0.4162557 (1279) total: 1m 1s remaining: 16.6s 1282: learn: 0.4020214 test: 0.4162226 best: 0.4162226 (1282) total: 1m 1s remaining: 16.5s 1283: learn: 0.4020211 test: 0.4162225 best: 0.4162225 (1283) total: 1m 2s remaining: 16.5s 1284: learn: 0.4020208 test: 0.4162225 best: 0.4162225 (1283) total: 1m 2s remaining: 16.4s 1285: learn: 0.4020208 test: 0.4162226 best: 0.4162225 (1283) total: 1m 2s remaining: 16.4s 1286: learn: 0.4020072 test: 0.4162141 best: 0.4162141 (1286) total: 1m 2s remaining: 16.3s 1287: learn: 0.4019793 test: 0.4162094 best: 0.4162094 (1287) total: 1m 2s remaining: 16.3s 1288: learn: 0.4019792 test: 0.4162100 best: 0.4162094 (1287) total: 1m 2s remaining: 16.2s 1289: learn: 0.4019475 test: 0.4161974 best: 0.4161974 (1289) total: 1m 2s remaining: 16.2s 1290: learn: 0.4019473 test: 0.4161975 best: 0.4161974 (1289) total: 1m 2s remaining: 16.1s 1291: learn: 0.4019472 test: 0.4161975 best: 0.4161974 (1289) total: 1m 2s remaining: 16.1s 1292: learn: 0.4019472 test: 0.4161976 best: 0.4161974 (1289) total: 1m 2s remaining: 16s 1293: learn: 0.4019441 test: 0.4161997 best: 0.4161974 (1289) total: 1m 2s remaining: 16s 1294: learn: 0.4019440 test: 0.4161998 best: 0.4161974 (1289) total: 1m 2s remaining: 15.9s 1295: learn: 0.4019419 test: 0.4161988 best: 0.4161974 (1289) total: 1m 2s remaining: 15.9s 1296: learn: 0.4019417 test: 0.4161988 best: 0.4161974 (1289) total: 1m 2s remaining: 15.8s 1297: learn: 0.4019414 test: 0.4162001 best: 0.4161974 (1289) total: 1m 2s remaining: 15.8s 1298: learn: 0.4019298 test: 0.4161977 best: 0.4161974 (1289) total: 1m 2s remaining: 15.7s 1299: learn: 0.4019297 test: 0.4161980 best: 0.4161974 (1289) total: 1m 2s remaining: 15.7s 1300: learn: 0.4018976 test: 0.4161891 best: 0.4161891 (1300) total: 1m 2s remaining: 15.6s 1301: learn: 0.4018957 test: 0.4161893 best: 0.4161891 (1300) total: 1m 2s remaining: 15.6s 1302: learn: 0.4018956 test: 0.4161888 best: 0.4161888 (1302) total: 1m 2s remaining: 15.5s 1303: learn: 0.4018746 test: 0.4161618 best: 0.4161618 (1303) total: 1m 2s remaining: 15.5s 1304: learn: 0.4018701 test: 0.4161690 best: 0.4161618 (1303) total: 1m 2s remaining: 15.4s 1305: learn: 0.4018699 test: 0.4161691 best: 0.4161618 (1303) total: 1m 2s remaining: 15.4s 1306: learn: 0.4018688 test: 0.4161706 best: 0.4161618 (1303) total: 1m 3s remaining: 15.3s 1307: learn: 0.4018476 test: 0.4161528 best: 0.4161528 (1307) total: 1m 3s remaining: 15.3s 1308: learn: 0.4018475 test: 0.4161530 best: 0.4161528 (1307) total: 1m 3s remaining: 15.2s 1309: learn: 0.4018473 test: 0.4161529 best: 0.4161528 (1307) total: 1m 3s remaining: 15.2s 1310: learn: 0.4018471 test: 0.4161531 best: 0.4161528 (1307) total: 1m 3s remaining: 15.1s 1311: learn: 0.4018395 test: 0.4161521 best: 0.4161521 (1311) total: 1m 3s remaining: 15.1s 1312: learn: 0.4018392 test: 0.4161521 best: 0.4161521 (1311) total: 1m 3s remaining: 15s 1313: learn: 0.4018392 test: 0.4161521 best: 0.4161521 (1311) total: 1m 3s remaining: 15s 1314: learn: 0.4018350 test: 0.4161540 best: 0.4161521 (1311) total: 1m 3s remaining: 14.9s 1315: learn: 0.4018121 test: 0.4161452 best: 0.4161452 (1315) total: 1m 3s remaining: 14.9s 1316: learn: 0.4018121 test: 0.4161452 best: 0.4161452 (1316) total: 1m 3s remaining: 14.8s 1317: learn: 0.4018121 test: 0.4161452 best: 0.4161452 (1316) total: 1m 3s remaining: 14.8s 1318: learn: 0.4018058 test: 0.4161482 best: 0.4161452 (1316) total: 1m 3s remaining: 14.7s 1319: learn: 0.4017857 test: 0.4161348 best: 0.4161348 (1319) total: 1m 3s remaining: 14.7s 1320: learn: 0.4017383 test: 0.4160999 best: 0.4160999 (1320) total: 1m 3s remaining: 14.6s 1321: learn: 0.4017250 test: 0.4160887 best: 0.4160887 (1321) total: 1m 3s remaining: 14.6s 1322: learn: 0.4017128 test: 0.4160866 best: 0.4160866 (1322) total: 1m 3s remaining: 14.5s 1323: learn: 0.4017126 test: 0.4160867 best: 0.4160866 (1322) total: 1m 3s remaining: 14.5s 1324: learn: 0.4017123 test: 0.4160867 best: 0.4160866 (1322) total: 1m 3s remaining: 14.4s 1325: learn: 0.4017117 test: 0.4160887 best: 0.4160866 (1322) total: 1m 3s remaining: 14.4s 1326: learn: 0.4017114 test: 0.4160888 best: 0.4160866 (1322) total: 1m 3s remaining: 14.3s 1327: learn: 0.4016642 test: 0.4160700 best: 0.4160700 (1327) total: 1m 3s remaining: 14.3s 1328: learn: 0.4016641 test: 0.4160701 best: 0.4160700 (1327) total: 1m 3s remaining: 14.2s 1329: learn: 0.4016640 test: 0.4160701 best: 0.4160700 (1327) total: 1m 3s remaining: 14.2s 1330: learn: 0.4016626 test: 0.4160668 best: 0.4160668 (1330) total: 1m 4s remaining: 14.1s 1331: learn: 0.4016589 test: 0.4160617 best: 0.4160617 (1331) total: 1m 4s remaining: 14.1s 1332: learn: 0.4016547 test: 0.4160599 best: 0.4160599 (1332) total: 1m 4s remaining: 14.1s 1333: learn: 0.4016542 test: 0.4160600 best: 0.4160599 (1332) total: 1m 4s remaining: 14s 1334: learn: 0.4016526 test: 0.4160582 best: 0.4160582 (1334) total: 1m 4s remaining: 14s 1335: learn: 0.4016525 test: 0.4160582 best: 0.4160582 (1334) total: 1m 4s remaining: 13.9s 1336: learn: 0.4016290 test: 0.4160451 best: 0.4160451 (1336) total: 1m 4s remaining: 13.9s 1337: learn: 0.4016289 test: 0.4160451 best: 0.4160451 (1336) total: 1m 4s remaining: 13.8s 1338: learn: 0.4016230 test: 0.4160323 best: 0.4160323 (1338) total: 1m 4s remaining: 13.8s 1339: learn: 0.4015921 test: 0.4160018 best: 0.4160018 (1339) total: 1m 4s remaining: 13.7s 1340: learn: 0.4015917 test: 0.4160020 best: 0.4160018 (1339) total: 1m 4s remaining: 13.7s 1341: learn: 0.4015417 test: 0.4159635 best: 0.4159635 (1341) total: 1m 4s remaining: 13.6s 1342: learn: 0.4015414 test: 0.4159641 best: 0.4159635 (1341) total: 1m 4s remaining: 13.6s 1343: learn: 0.4015296 test: 0.4159615 best: 0.4159615 (1343) total: 1m 4s remaining: 13.5s 1344: learn: 0.4015296 test: 0.4159615 best: 0.4159615 (1343) total: 1m 4s remaining: 13.5s 1345: learn: 0.4015254 test: 0.4159648 best: 0.4159615 (1343) total: 1m 4s remaining: 13.4s 1346: learn: 0.4015089 test: 0.4159743 best: 0.4159615 (1343) total: 1m 4s remaining: 13.4s 1347: learn: 0.4015014 test: 0.4159720 best: 0.4159615 (1343) total: 1m 4s remaining: 13.3s 1348: learn: 0.4014703 test: 0.4159558 best: 0.4159558 (1348) total: 1m 4s remaining: 13.3s 1349: learn: 0.4014702 test: 0.4159558 best: 0.4159558 (1348) total: 1m 4s remaining: 13.2s 1350: learn: 0.4014702 test: 0.4159558 best: 0.4159558 (1348) total: 1m 4s remaining: 13.2s 1351: learn: 0.4014611 test: 0.4159491 best: 0.4159491 (1351) total: 1m 5s remaining: 13.1s 1352: learn: 0.4014593 test: 0.4159471 best: 0.4159471 (1352) total: 1m 5s remaining: 13.1s 1353: learn: 0.4014590 test: 0.4159471 best: 0.4159471 (1353) total: 1m 5s remaining: 13s 1354: learn: 0.4014569 test: 0.4159383 best: 0.4159383 (1354) total: 1m 5s remaining: 13s 1355: learn: 0.4014305 test: 0.4159069 best: 0.4159069 (1355) total: 1m 5s remaining: 12.9s 1356: learn: 0.4014102 test: 0.4159050 best: 0.4159050 (1356) total: 1m 5s remaining: 12.9s 1357: learn: 0.4014080 test: 0.4159079 best: 0.4159050 (1356) total: 1m 5s remaining: 12.8s 1358: learn: 0.4014074 test: 0.4159079 best: 0.4159050 (1356) total: 1m 5s remaining: 12.8s 1359: learn: 0.4014073 test: 0.4159079 best: 0.4159050 (1356) total: 1m 5s remaining: 12.7s 1360: learn: 0.4013982 test: 0.4158939 best: 0.4158939 (1360) total: 1m 5s remaining: 12.7s 1361: learn: 0.4013970 test: 0.4158973 best: 0.4158939 (1360) total: 1m 5s remaining: 12.7s 1362: learn: 0.4013846 test: 0.4158868 best: 0.4158868 (1362) total: 1m 5s remaining: 12.6s 1363: learn: 0.4013842 test: 0.4158868 best: 0.4158868 (1362) total: 1m 5s remaining: 12.6s 1364: learn: 0.4013251 test: 0.4157759 best: 0.4157759 (1364) total: 1m 5s remaining: 12.5s 1365: learn: 0.4013249 test: 0.4157758 best: 0.4157758 (1365) total: 1m 5s remaining: 12.5s 1366: learn: 0.4013249 test: 0.4157758 best: 0.4157758 (1366) total: 1m 5s remaining: 12.4s 1367: learn: 0.4013061 test: 0.4157803 best: 0.4157758 (1366) total: 1m 5s remaining: 12.4s 1368: learn: 0.4013012 test: 0.4157846 best: 0.4157758 (1366) total: 1m 5s remaining: 12.3s 1369: learn: 0.4013010 test: 0.4157849 best: 0.4157758 (1366) total: 1m 5s remaining: 12.3s 1370: learn: 0.4013009 test: 0.4157847 best: 0.4157758 (1366) total: 1m 5s remaining: 12.2s 1371: learn: 0.4012368 test: 0.4157481 best: 0.4157481 (1371) total: 1m 5s remaining: 12.2s 1372: learn: 0.4012367 test: 0.4157481 best: 0.4157481 (1371) total: 1m 6s remaining: 12.1s 1373: learn: 0.4012312 test: 0.4157488 best: 0.4157481 (1371) total: 1m 6s remaining: 12.1s 1374: learn: 0.4012309 test: 0.4157488 best: 0.4157481 (1371) total: 1m 6s remaining: 12s 1375: learn: 0.4012303 test: 0.4157499 best: 0.4157481 (1371) total: 1m 6s remaining: 12s 1376: learn: 0.4012281 test: 0.4157510 best: 0.4157481 (1371) total: 1m 6s remaining: 11.9s 1377: learn: 0.4012281 test: 0.4157510 best: 0.4157481 (1371) total: 1m 6s remaining: 11.9s 1378: learn: 0.4012281 test: 0.4157513 best: 0.4157481 (1371) total: 1m 6s remaining: 11.8s 1379: learn: 0.4011939 test: 0.4157450 best: 0.4157450 (1379) total: 1m 6s remaining: 11.8s 1380: learn: 0.4011870 test: 0.4157445 best: 0.4157445 (1380) total: 1m 6s remaining: 11.7s 1381: learn: 0.4011870 test: 0.4157448 best: 0.4157445 (1380) total: 1m 6s remaining: 11.7s 1382: learn: 0.4011866 test: 0.4157442 best: 0.4157442 (1382) total: 1m 6s remaining: 11.6s 1383: learn: 0.4011859 test: 0.4157463 best: 0.4157442 (1382) total: 1m 6s remaining: 11.6s 1384: learn: 0.4011825 test: 0.4157431 best: 0.4157431 (1384) total: 1m 6s remaining: 11.5s 1385: learn: 0.4011825 test: 0.4157430 best: 0.4157430 (1385) total: 1m 6s remaining: 11.5s 1386: learn: 0.4011824 test: 0.4157431 best: 0.4157430 (1385) total: 1m 6s remaining: 11.4s 1387: learn: 0.4011374 test: 0.4157337 best: 0.4157337 (1387) total: 1m 6s remaining: 11.4s 1388: learn: 0.4010343 test: 0.4155843 best: 0.4155843 (1388) total: 1m 6s remaining: 11.3s 1389: learn: 0.4010342 test: 0.4155843 best: 0.4155843 (1389) total: 1m 6s remaining: 11.3s 1390: learn: 0.4010304 test: 0.4155864 best: 0.4155843 (1389) total: 1m 6s remaining: 11.2s 1391: learn: 0.4010303 test: 0.4155863 best: 0.4155843 (1389) total: 1m 6s remaining: 11.2s 1392: learn: 0.4010298 test: 0.4155871 best: 0.4155843 (1389) total: 1m 6s remaining: 11.1s 1393: learn: 0.4010296 test: 0.4155871 best: 0.4155843 (1389) total: 1m 6s remaining: 11.1s 1394: learn: 0.4010258 test: 0.4155822 best: 0.4155822 (1394) total: 1m 6s remaining: 11s 1395: learn: 0.4010204 test: 0.4155811 best: 0.4155811 (1395) total: 1m 7s remaining: 11s 1396: learn: 0.4010127 test: 0.4155803 best: 0.4155803 (1396) total: 1m 7s remaining: 10.9s 1397: learn: 0.4010124 test: 0.4155798 best: 0.4155798 (1397) total: 1m 7s remaining: 10.9s 1398: learn: 0.4010089 test: 0.4155796 best: 0.4155796 (1398) total: 1m 7s remaining: 10.8s 1399: learn: 0.4009641 test: 0.4155624 best: 0.4155624 (1399) total: 1m 7s remaining: 10.8s 1400: learn: 0.4009636 test: 0.4155620 best: 0.4155620 (1400) total: 1m 7s remaining: 10.8s 1401: learn: 0.4009532 test: 0.4155534 best: 0.4155534 (1401) total: 1m 7s remaining: 10.7s 1402: learn: 0.4009161 test: 0.4155561 best: 0.4155534 (1401) total: 1m 7s remaining: 10.7s 1403: learn: 0.4009161 test: 0.4155561 best: 0.4155534 (1401) total: 1m 7s remaining: 10.6s 1404: learn: 0.4009158 test: 0.4155556 best: 0.4155534 (1401) total: 1m 7s remaining: 10.6s 1405: learn: 0.4009153 test: 0.4155555 best: 0.4155534 (1401) total: 1m 7s remaining: 10.5s 1406: learn: 0.4008631 test: 0.4155129 best: 0.4155129 (1406) total: 1m 7s remaining: 10.5s 1407: learn: 0.4008354 test: 0.4155053 best: 0.4155053 (1407) total: 1m 7s remaining: 10.4s 1408: learn: 0.4008345 test: 0.4155051 best: 0.4155051 (1408) total: 1m 7s remaining: 10.4s 1409: learn: 0.4008343 test: 0.4155051 best: 0.4155051 (1409) total: 1m 7s remaining: 10.3s 1410: learn: 0.4008335 test: 0.4155069 best: 0.4155051 (1409) total: 1m 7s remaining: 10.3s 1411: learn: 0.4007992 test: 0.4155202 best: 0.4155051 (1409) total: 1m 7s remaining: 10.2s 1412: learn: 0.4007992 test: 0.4155205 best: 0.4155051 (1409) total: 1m 7s remaining: 10.2s 1413: learn: 0.4007992 test: 0.4155205 best: 0.4155051 (1409) total: 1m 7s remaining: 10.1s 1414: learn: 0.4007991 test: 0.4155205 best: 0.4155051 (1409) total: 1m 7s remaining: 10.1s 1415: learn: 0.4007991 test: 0.4155205 best: 0.4155051 (1409) total: 1m 7s remaining: 10s 1416: learn: 0.4007574 test: 0.4154949 best: 0.4154949 (1416) total: 1m 7s remaining: 9.98s 1417: learn: 0.4007509 test: 0.4154883 best: 0.4154883 (1417) total: 1m 8s remaining: 9.93s 1418: learn: 0.4007429 test: 0.4154841 best: 0.4154841 (1418) total: 1m 8s remaining: 9.88s 1419: learn: 0.4007429 test: 0.4154841 best: 0.4154841 (1419) total: 1m 8s remaining: 9.83s 1420: learn: 0.4007386 test: 0.4154878 best: 0.4154841 (1419) total: 1m 8s remaining: 9.79s 1421: learn: 0.4007363 test: 0.4154878 best: 0.4154841 (1419) total: 1m 8s remaining: 9.73s 1422: learn: 0.4007363 test: 0.4154882 best: 0.4154841 (1419) total: 1m 8s remaining: 9.69s 1423: learn: 0.4007360 test: 0.4154881 best: 0.4154841 (1419) total: 1m 8s remaining: 9.64s 1424: learn: 0.4007329 test: 0.4154862 best: 0.4154841 (1419) total: 1m 8s remaining: 9.59s 1425: learn: 0.4007329 test: 0.4154862 best: 0.4154841 (1419) total: 1m 8s remaining: 9.54s 1426: learn: 0.4007254 test: 0.4154877 best: 0.4154841 (1419) total: 1m 8s remaining: 9.49s 1427: learn: 0.4007252 test: 0.4154877 best: 0.4154841 (1419) total: 1m 8s remaining: 9.44s 1428: learn: 0.4007250 test: 0.4154877 best: 0.4154841 (1419) total: 1m 8s remaining: 9.39s 1429: learn: 0.4007240 test: 0.4154886 best: 0.4154841 (1419) total: 1m 8s remaining: 9.34s 1430: learn: 0.4007147 test: 0.4154889 best: 0.4154841 (1419) total: 1m 8s remaining: 9.29s 1431: learn: 0.4007146 test: 0.4154889 best: 0.4154841 (1419) total: 1m 8s remaining: 9.24s 1432: learn: 0.4007146 test: 0.4154889 best: 0.4154841 (1419) total: 1m 8s remaining: 9.2s 1433: learn: 0.4007143 test: 0.4154888 best: 0.4154841 (1419) total: 1m 8s remaining: 9.15s 1434: learn: 0.4007142 test: 0.4154888 best: 0.4154841 (1419) total: 1m 8s remaining: 9.1s 1435: learn: 0.4007133 test: 0.4154889 best: 0.4154841 (1419) total: 1m 8s remaining: 9.05s 1436: learn: 0.4007133 test: 0.4154889 best: 0.4154841 (1419) total: 1m 8s remaining: 9s 1437: learn: 0.4007125 test: 0.4154888 best: 0.4154841 (1419) total: 1m 8s remaining: 8.96s 1438: learn: 0.4007125 test: 0.4154888 best: 0.4154841 (1419) total: 1m 8s remaining: 8.91s 1439: learn: 0.4007120 test: 0.4154888 best: 0.4154841 (1419) total: 1m 8s remaining: 8.86s 1440: learn: 0.4007118 test: 0.4154893 best: 0.4154841 (1419) total: 1m 8s remaining: 8.81s 1441: learn: 0.4006652 test: 0.4154682 best: 0.4154682 (1441) total: 1m 9s remaining: 8.76s 1442: learn: 0.4006652 test: 0.4154686 best: 0.4154682 (1441) total: 1m 9s remaining: 8.71s 1443: learn: 0.4006630 test: 0.4154658 best: 0.4154658 (1443) total: 1m 9s remaining: 8.66s 1444: learn: 0.4006630 test: 0.4154658 best: 0.4154658 (1444) total: 1m 9s remaining: 8.62s 1445: learn: 0.4006629 test: 0.4154658 best: 0.4154658 (1444) total: 1m 9s remaining: 8.57s 1446: learn: 0.4006628 test: 0.4154658 best: 0.4154658 (1446) total: 1m 9s remaining: 8.52s 1447: learn: 0.4006625 test: 0.4154658 best: 0.4154658 (1447) total: 1m 9s remaining: 8.47s 1448: learn: 0.4006617 test: 0.4154672 best: 0.4154658 (1447) total: 1m 9s remaining: 8.42s 1449: learn: 0.4006608 test: 0.4154672 best: 0.4154658 (1447) total: 1m 9s remaining: 8.37s 1450: learn: 0.4006572 test: 0.4154588 best: 0.4154588 (1450) total: 1m 9s remaining: 8.32s 1451: learn: 0.4006554 test: 0.4154587 best: 0.4154587 (1451) total: 1m 9s remaining: 8.27s 1452: learn: 0.4006549 test: 0.4154556 best: 0.4154556 (1452) total: 1m 9s remaining: 8.22s 1453: learn: 0.4006322 test: 0.4154323 best: 0.4154323 (1453) total: 1m 9s remaining: 8.18s 1454: learn: 0.4006322 test: 0.4154323 best: 0.4154323 (1454) total: 1m 9s remaining: 8.13s 1455: learn: 0.4006014 test: 0.4154184 best: 0.4154184 (1455) total: 1m 9s remaining: 8.08s 1456: learn: 0.4006014 test: 0.4154184 best: 0.4154184 (1456) total: 1m 9s remaining: 8.03s 1457: learn: 0.4005782 test: 0.4154044 best: 0.4154044 (1457) total: 1m 9s remaining: 7.99s 1458: learn: 0.4005782 test: 0.4154049 best: 0.4154044 (1457) total: 1m 9s remaining: 7.94s 1459: learn: 0.4005781 test: 0.4154049 best: 0.4154044 (1457) total: 1m 9s remaining: 7.89s 1460: learn: 0.4005781 test: 0.4154053 best: 0.4154044 (1457) total: 1m 9s remaining: 7.84s 1461: learn: 0.4005779 test: 0.4154053 best: 0.4154044 (1457) total: 1m 9s remaining: 7.8s 1462: learn: 0.4005779 test: 0.4154058 best: 0.4154044 (1457) total: 1m 9s remaining: 7.75s 1463: learn: 0.4005777 test: 0.4154058 best: 0.4154044 (1457) total: 1m 10s remaining: 7.7s 1464: learn: 0.4005775 test: 0.4154058 best: 0.4154044 (1457) total: 1m 10s remaining: 7.65s 1465: learn: 0.4005774 test: 0.4154058 best: 0.4154044 (1457) total: 1m 10s remaining: 7.6s 1466: learn: 0.4005720 test: 0.4154127 best: 0.4154044 (1457) total: 1m 10s remaining: 7.55s 1467: learn: 0.4005720 test: 0.4154127 best: 0.4154044 (1457) total: 1m 10s remaining: 7.5s 1468: learn: 0.4005681 test: 0.4154126 best: 0.4154044 (1457) total: 1m 10s remaining: 7.46s 1469: learn: 0.4005672 test: 0.4154126 best: 0.4154044 (1457) total: 1m 10s remaining: 7.41s 1470: learn: 0.4005615 test: 0.4154072 best: 0.4154044 (1457) total: 1m 10s remaining: 7.36s 1471: learn: 0.4005394 test: 0.4153985 best: 0.4153985 (1471) total: 1m 10s remaining: 7.31s 1472: learn: 0.4005359 test: 0.4154024 best: 0.4153985 (1471) total: 1m 10s remaining: 7.26s 1473: learn: 0.4005348 test: 0.4154040 best: 0.4153985 (1471) total: 1m 10s remaining: 7.21s 1474: learn: 0.4005346 test: 0.4154040 best: 0.4153985 (1471) total: 1m 10s remaining: 7.17s 1475: learn: 0.4005344 test: 0.4154046 best: 0.4153985 (1471) total: 1m 10s remaining: 7.12s 1476: learn: 0.4005344 test: 0.4154053 best: 0.4153985 (1471) total: 1m 10s remaining: 7.07s 1477: learn: 0.4005343 test: 0.4154053 best: 0.4153985 (1471) total: 1m 10s remaining: 7.02s 1478: learn: 0.4004767 test: 0.4153461 best: 0.4153461 (1478) total: 1m 10s remaining: 6.97s 1479: learn: 0.4004767 test: 0.4153461 best: 0.4153461 (1479) total: 1m 10s remaining: 6.92s 1480: learn: 0.4004761 test: 0.4153475 best: 0.4153461 (1479) total: 1m 10s remaining: 6.88s 1481: learn: 0.4004736 test: 0.4153433 best: 0.4153433 (1481) total: 1m 10s remaining: 6.83s 1482: learn: 0.4004607 test: 0.4153367 best: 0.4153367 (1482) total: 1m 10s remaining: 6.78s 1483: learn: 0.4004456 test: 0.4153247 best: 0.4153247 (1483) total: 1m 10s remaining: 6.73s 1484: learn: 0.4004449 test: 0.4153245 best: 0.4153245 (1484) total: 1m 10s remaining: 6.68s 1485: learn: 0.4004424 test: 0.4153266 best: 0.4153245 (1484) total: 1m 10s remaining: 6.64s 1486: learn: 0.4004421 test: 0.4153269 best: 0.4153245 (1484) total: 1m 11s remaining: 6.59s 1487: learn: 0.4004420 test: 0.4153269 best: 0.4153245 (1484) total: 1m 11s remaining: 6.54s 1488: learn: 0.4004420 test: 0.4153269 best: 0.4153245 (1484) total: 1m 11s remaining: 6.49s 1489: learn: 0.4004415 test: 0.4153268 best: 0.4153245 (1484) total: 1m 11s remaining: 6.45s 1490: learn: 0.4004382 test: 0.4153260 best: 0.4153245 (1484) total: 1m 11s remaining: 6.4s 1491: learn: 0.4004268 test: 0.4153223 best: 0.4153223 (1491) total: 1m 11s remaining: 6.35s 1492: learn: 0.4004267 test: 0.4153220 best: 0.4153220 (1492) total: 1m 11s remaining: 6.3s 1493: learn: 0.4004139 test: 0.4153233 best: 0.4153220 (1492) total: 1m 11s remaining: 6.25s 1494: learn: 0.4004134 test: 0.4153239 best: 0.4153220 (1492) total: 1m 11s remaining: 6.21s 1495: learn: 0.4004073 test: 0.4153184 best: 0.4153184 (1495) total: 1m 11s remaining: 6.16s 1496: learn: 0.4004073 test: 0.4153186 best: 0.4153184 (1495) total: 1m 11s remaining: 6.11s 1497: learn: 0.4004055 test: 0.4153186 best: 0.4153184 (1495) total: 1m 11s remaining: 6.06s 1498: learn: 0.4004055 test: 0.4153186 best: 0.4153184 (1495) total: 1m 11s remaining: 6.01s 1499: learn: 0.4003706 test: 0.4152962 best: 0.4152962 (1499) total: 1m 11s remaining: 5.97s 1500: learn: 0.4003409 test: 0.4152929 best: 0.4152929 (1500) total: 1m 11s remaining: 5.92s 1501: learn: 0.4003409 test: 0.4152935 best: 0.4152929 (1500) total: 1m 11s remaining: 5.87s 1502: learn: 0.4003397 test: 0.4152964 best: 0.4152929 (1500) total: 1m 11s remaining: 5.82s 1503: learn: 0.4003396 test: 0.4152964 best: 0.4152929 (1500) total: 1m 11s remaining: 5.77s 1504: learn: 0.4003396 test: 0.4152970 best: 0.4152929 (1500) total: 1m 11s remaining: 5.73s 1505: learn: 0.4003389 test: 0.4152970 best: 0.4152929 (1500) total: 1m 11s remaining: 5.68s 1506: learn: 0.4003389 test: 0.4152975 best: 0.4152929 (1500) total: 1m 11s remaining: 5.63s 1507: learn: 0.4003387 test: 0.4152981 best: 0.4152929 (1500) total: 1m 11s remaining: 5.58s 1508: learn: 0.4003387 test: 0.4152986 best: 0.4152929 (1500) total: 1m 11s remaining: 5.53s 1509: learn: 0.4003387 test: 0.4152991 best: 0.4152929 (1500) total: 1m 12s remaining: 5.48s 1510: learn: 0.4003355 test: 0.4152981 best: 0.4152929 (1500) total: 1m 12s remaining: 5.44s 1511: learn: 0.4003355 test: 0.4152986 best: 0.4152929 (1500) total: 1m 12s remaining: 5.39s 1512: learn: 0.4003036 test: 0.4152994 best: 0.4152929 (1500) total: 1m 12s remaining: 5.34s 1513: learn: 0.4003018 test: 0.4153006 best: 0.4152929 (1500) total: 1m 12s remaining: 5.29s 1514: learn: 0.4003006 test: 0.4152980 best: 0.4152929 (1500) total: 1m 12s remaining: 5.25s 1515: learn: 0.4003004 test: 0.4152980 best: 0.4152929 (1500) total: 1m 12s remaining: 5.2s 1516: learn: 0.4002987 test: 0.4152976 best: 0.4152929 (1500) total: 1m 12s remaining: 5.15s 1517: learn: 0.4002985 test: 0.4152978 best: 0.4152929 (1500) total: 1m 12s remaining: 5.1s 1518: learn: 0.4002929 test: 0.4152974 best: 0.4152929 (1500) total: 1m 12s remaining: 5.05s 1519: learn: 0.4002881 test: 0.4153002 best: 0.4152929 (1500) total: 1m 12s remaining: 5.01s 1520: learn: 0.4002879 test: 0.4153002 best: 0.4152929 (1500) total: 1m 12s remaining: 4.96s 1521: learn: 0.4002878 test: 0.4153007 best: 0.4152929 (1500) total: 1m 12s remaining: 4.91s 1522: learn: 0.4002768 test: 0.4152955 best: 0.4152929 (1500) total: 1m 12s remaining: 4.86s 1523: learn: 0.4002701 test: 0.4152922 best: 0.4152922 (1523) total: 1m 12s remaining: 4.81s 1524: learn: 0.4002698 test: 0.4152933 best: 0.4152922 (1523) total: 1m 12s remaining: 4.77s 1525: learn: 0.4002698 test: 0.4152933 best: 0.4152922 (1523) total: 1m 12s remaining: 4.72s 1526: learn: 0.4002626 test: 0.4152904 best: 0.4152904 (1526) total: 1m 12s remaining: 4.67s 1527: learn: 0.4002571 test: 0.4152943 best: 0.4152904 (1526) total: 1m 12s remaining: 4.62s 1528: learn: 0.4002555 test: 0.4152936 best: 0.4152904 (1526) total: 1m 12s remaining: 4.57s 1529: learn: 0.4002555 test: 0.4152941 best: 0.4152904 (1526) total: 1m 12s remaining: 4.53s 1530: learn: 0.4002555 test: 0.4152945 best: 0.4152904 (1526) total: 1m 12s remaining: 4.48s 1531: learn: 0.4002509 test: 0.4152935 best: 0.4152904 (1526) total: 1m 12s remaining: 4.43s 1532: learn: 0.4002459 test: 0.4152946 best: 0.4152904 (1526) total: 1m 13s remaining: 4.38s 1533: learn: 0.4002451 test: 0.4152953 best: 0.4152904 (1526) total: 1m 13s remaining: 4.33s 1534: learn: 0.4002437 test: 0.4152973 best: 0.4152904 (1526) total: 1m 13s remaining: 4.29s 1535: learn: 0.4002436 test: 0.4152974 best: 0.4152904 (1526) total: 1m 13s remaining: 4.24s 1536: learn: 0.4002433 test: 0.4152972 best: 0.4152904 (1526) total: 1m 13s remaining: 4.19s 1537: learn: 0.4002432 test: 0.4152973 best: 0.4152904 (1526) total: 1m 13s remaining: 4.14s 1538: learn: 0.4002400 test: 0.4152937 best: 0.4152904 (1526) total: 1m 13s remaining: 4.1s 1539: learn: 0.4002140 test: 0.4152867 best: 0.4152867 (1539) total: 1m 13s remaining: 4.05s 1540: learn: 0.4002105 test: 0.4152920 best: 0.4152867 (1539) total: 1m 13s remaining: 4s 1541: learn: 0.4002102 test: 0.4152925 best: 0.4152867 (1539) total: 1m 13s remaining: 3.95s 1542: learn: 0.4002101 test: 0.4152925 best: 0.4152867 (1539) total: 1m 13s remaining: 3.91s 1543: learn: 0.4002101 test: 0.4152925 best: 0.4152867 (1539) total: 1m 13s remaining: 3.86s 1544: learn: 0.4002092 test: 0.4152926 best: 0.4152867 (1539) total: 1m 13s remaining: 3.81s 1545: learn: 0.4002002 test: 0.4152862 best: 0.4152862 (1545) total: 1m 13s remaining: 3.76s 1546: learn: 0.4002002 test: 0.4152862 best: 0.4152862 (1546) total: 1m 13s remaining: 3.71s 1547: learn: 0.4002000 test: 0.4152866 best: 0.4152862 (1546) total: 1m 13s remaining: 3.67s 1548: learn: 0.4001971 test: 0.4152865 best: 0.4152862 (1546) total: 1m 13s remaining: 3.62s 1549: learn: 0.4001926 test: 0.4152858 best: 0.4152858 (1549) total: 1m 13s remaining: 3.57s 1550: learn: 0.4001883 test: 0.4152922 best: 0.4152858 (1549) total: 1m 13s remaining: 3.52s 1551: learn: 0.4001880 test: 0.4152919 best: 0.4152858 (1549) total: 1m 13s remaining: 3.48s 1552: learn: 0.4001869 test: 0.4152925 best: 0.4152858 (1549) total: 1m 13s remaining: 3.43s 1553: learn: 0.4001866 test: 0.4152934 best: 0.4152858 (1549) total: 1m 14s remaining: 3.38s 1554: learn: 0.4001866 test: 0.4152934 best: 0.4152858 (1549) total: 1m 14s remaining: 3.33s 1555: learn: 0.4001866 test: 0.4152941 best: 0.4152858 (1549) total: 1m 14s remaining: 3.29s 1556: learn: 0.4001865 test: 0.4152937 best: 0.4152858 (1549) total: 1m 14s remaining: 3.24s 1557: learn: 0.4001861 test: 0.4152942 best: 0.4152858 (1549) total: 1m 14s remaining: 3.19s 1558: learn: 0.4001854 test: 0.4152939 best: 0.4152858 (1549) total: 1m 14s remaining: 3.14s 1559: learn: 0.4001851 test: 0.4152947 best: 0.4152858 (1549) total: 1m 14s remaining: 3.09s 1560: learn: 0.4001851 test: 0.4152951 best: 0.4152858 (1549) total: 1m 14s remaining: 3.05s 1561: learn: 0.4001850 test: 0.4152951 best: 0.4152858 (1549) total: 1m 14s remaining: 3s 1562: learn: 0.4001818 test: 0.4152945 best: 0.4152858 (1549) total: 1m 14s remaining: 2.95s 1563: learn: 0.4001804 test: 0.4152944 best: 0.4152858 (1549) total: 1m 14s remaining: 2.9s 1564: learn: 0.4001772 test: 0.4152903 best: 0.4152858 (1549) total: 1m 14s remaining: 2.85s 1565: learn: 0.4001772 test: 0.4152903 best: 0.4152858 (1549) total: 1m 14s remaining: 2.81s 1566: learn: 0.4001772 test: 0.4152908 best: 0.4152858 (1549) total: 1m 14s remaining: 2.76s 1567: learn: 0.4001688 test: 0.4152879 best: 0.4152858 (1549) total: 1m 14s remaining: 2.71s 1568: learn: 0.4001686 test: 0.4152883 best: 0.4152858 (1549) total: 1m 14s remaining: 2.66s 1569: learn: 0.4001686 test: 0.4152883 best: 0.4152858 (1549) total: 1m 14s remaining: 2.62s 1570: learn: 0.4001686 test: 0.4152887 best: 0.4152858 (1549) total: 1m 14s remaining: 2.57s 1571: learn: 0.4001685 test: 0.4152891 best: 0.4152858 (1549) total: 1m 14s remaining: 2.52s 1572: learn: 0.4001683 test: 0.4152898 best: 0.4152858 (1549) total: 1m 14s remaining: 2.47s 1573: learn: 0.4001681 test: 0.4152902 best: 0.4152858 (1549) total: 1m 14s remaining: 2.42s 1574: learn: 0.4001679 test: 0.4152902 best: 0.4152858 (1549) total: 1m 14s remaining: 2.38s 1575: learn: 0.4001678 test: 0.4152897 best: 0.4152858 (1549) total: 1m 14s remaining: 2.33s 1576: learn: 0.4001673 test: 0.4152899 best: 0.4152858 (1549) total: 1m 14s remaining: 2.28s 1577: learn: 0.4001666 test: 0.4152900 best: 0.4152858 (1549) total: 1m 14s remaining: 2.23s 1578: learn: 0.4001539 test: 0.4152902 best: 0.4152858 (1549) total: 1m 15s remaining: 2.19s 1579: learn: 0.4001538 test: 0.4152902 best: 0.4152858 (1549) total: 1m 15s remaining: 2.14s 1580: learn: 0.4001535 test: 0.4152902 best: 0.4152858 (1549) total: 1m 15s remaining: 2.09s 1581: learn: 0.4001535 test: 0.4152906 best: 0.4152858 (1549) total: 1m 15s remaining: 2.04s 1582: learn: 0.4001527 test: 0.4152906 best: 0.4152858 (1549) total: 1m 15s remaining: 2s 1583: learn: 0.4001481 test: 0.4152867 best: 0.4152858 (1549) total: 1m 15s remaining: 1.95s 1584: learn: 0.4001481 test: 0.4152871 best: 0.4152858 (1549) total: 1m 15s remaining: 1.9s 1585: learn: 0.4001481 test: 0.4152875 best: 0.4152858 (1549) total: 1m 15s remaining: 1.85s 1586: learn: 0.4001474 test: 0.4152882 best: 0.4152858 (1549) total: 1m 15s remaining: 1.8s 1587: learn: 0.4001261 test: 0.4152813 best: 0.4152813 (1587) total: 1m 15s remaining: 1.76s 1588: learn: 0.4001260 test: 0.4152814 best: 0.4152813 (1587) total: 1m 15s remaining: 1.71s 1589: learn: 0.4001213 test: 0.4152805 best: 0.4152805 (1589) total: 1m 15s remaining: 1.66s 1590: learn: 0.4001209 test: 0.4152805 best: 0.4152805 (1589) total: 1m 15s remaining: 1.61s 1591: learn: 0.4001208 test: 0.4152809 best: 0.4152805 (1589) total: 1m 15s remaining: 1.57s 1592: learn: 0.4001208 test: 0.4152809 best: 0.4152805 (1589) total: 1m 15s remaining: 1.52s 1593: learn: 0.4001207 test: 0.4152809 best: 0.4152805 (1589) total: 1m 15s remaining: 1.47s 1594: learn: 0.4001207 test: 0.4152809 best: 0.4152805 (1589) total: 1m 15s remaining: 1.43s 1595: learn: 0.4001207 test: 0.4152808 best: 0.4152805 (1589) total: 1m 15s remaining: 1.38s 1596: learn: 0.4001200 test: 0.4152808 best: 0.4152805 (1589) total: 1m 15s remaining: 1.33s 1597: learn: 0.4001196 test: 0.4152818 best: 0.4152805 (1589) total: 1m 15s remaining: 1.28s 1598: learn: 0.4001196 test: 0.4152818 best: 0.4152805 (1589) total: 1m 15s remaining: 1.23s 1599: learn: 0.4001169 test: 0.4152851 best: 0.4152805 (1589) total: 1m 15s remaining: 1.19s 1600: learn: 0.4001148 test: 0.4152853 best: 0.4152805 (1589) total: 1m 16s remaining: 1.14s 1601: learn: 0.4001145 test: 0.4152853 best: 0.4152805 (1589) total: 1m 16s remaining: 1.09s 1602: learn: 0.4001145 test: 0.4152853 best: 0.4152805 (1589) total: 1m 16s remaining: 1.04s 1603: learn: 0.4001144 test: 0.4152853 best: 0.4152805 (1589) total: 1m 16s remaining: 997ms 1604: learn: 0.4001140 test: 0.4152851 best: 0.4152805 (1589) total: 1m 16s remaining: 950ms 1605: learn: 0.4000830 test: 0.4152596 best: 0.4152596 (1605) total: 1m 16s remaining: 902ms 1606: learn: 0.4000142 test: 0.4151785 best: 0.4151785 (1606) total: 1m 16s remaining: 855ms 1607: learn: 0.4000141 test: 0.4151784 best: 0.4151784 (1607) total: 1m 16s remaining: 807ms 1608: learn: 0.4000132 test: 0.4151790 best: 0.4151784 (1607) total: 1m 16s remaining: 760ms 1609: learn: 0.4000131 test: 0.4151790 best: 0.4151784 (1607) total: 1m 16s remaining: 712ms 1610: learn: 0.4000131 test: 0.4151792 best: 0.4151784 (1607) total: 1m 16s remaining: 665ms 1611: learn: 0.4000089 test: 0.4151726 best: 0.4151726 (1611) total: 1m 16s remaining: 617ms 1612: learn: 0.4000088 test: 0.4151726 best: 0.4151726 (1612) total: 1m 16s remaining: 570ms 1613: learn: 0.4000057 test: 0.4151723 best: 0.4151723 (1613) total: 1m 16s remaining: 522ms 1614: learn: 0.4000054 test: 0.4151723 best: 0.4151723 (1614) total: 1m 16s remaining: 475ms 1615: learn: 0.4000039 test: 0.4151722 best: 0.4151722 (1615) total: 1m 16s remaining: 428ms 1616: learn: 0.4000037 test: 0.4151722 best: 0.4151722 (1615) total: 1m 16s remaining: 380ms 1617: learn: 0.4000032 test: 0.4151711 best: 0.4151711 (1617) total: 1m 16s remaining: 333ms 1618: learn: 0.4000017 test: 0.4151724 best: 0.4151711 (1617) total: 1m 16s remaining: 285ms 1619: learn: 0.4000016 test: 0.4151724 best: 0.4151711 (1617) total: 1m 16s remaining: 238ms 1620: learn: 0.4000012 test: 0.4151725 best: 0.4151711 (1617) total: 1m 17s remaining: 190ms 1621: learn: 0.4000011 test: 0.4151722 best: 0.4151711 (1617) total: 1m 17s remaining: 143ms 1622: learn: 0.4000009 test: 0.4151726 best: 0.4151711 (1617) total: 1m 17s remaining: 95ms 1623: learn: 0.3999964 test: 0.4151698 best: 0.4151698 (1623) total: 1m 17s remaining: 47.5ms 1624: learn: 0.3999960 test: 0.4151698 best: 0.4151698 (1624) total: 1m 17s remaining: 0us bestTest = 0.4151698054 bestIteration = 1624 [CV] learning_rate=0.1, l2_leaf_reg=4, iterations=1625, depth=4, total= 1.3min [CV] learning_rate=0.1, l2_leaf_reg=4, iterations=1625, depth=4 ...... 0: learn: 4.0410898 test: 4.0366653 best: 4.0366653 (0) total: 47.6ms remaining: 1m 17s 1: learn: 3.6457261 test: 3.6422605 best: 3.6422605 (1) total: 90.4ms remaining: 1m 13s 2: learn: 3.2915041 test: 3.2888168 best: 3.2888168 (2) total: 148ms remaining: 1m 20s 3: learn: 2.9732046 test: 2.9712364 best: 2.9712364 (3) total: 194ms remaining: 1m 18s 4: learn: 2.6881315 test: 2.6866336 best: 2.6866336 (4) total: 247ms remaining: 1m 20s 5: learn: 2.4324532 test: 2.4316135 best: 2.4316135 (5) total: 303ms remaining: 1m 21s 6: learn: 2.2040290 test: 2.2038030 best: 2.2038030 (6) total: 342ms remaining: 1m 19s 7: learn: 1.9997085 test: 1.9999855 best: 1.9999855 (7) total: 382ms remaining: 1m 17s 8: learn: 1.8169358 test: 1.8175504 best: 1.8175504 (8) total: 433ms remaining: 1m 17s 9: learn: 1.6527720 test: 1.6536849 best: 1.6536849 (9) total: 492ms remaining: 1m 19s 10: learn: 1.5067939 test: 1.5085024 best: 1.5085024 (10) total: 548ms remaining: 1m 20s 11: learn: 1.3767542 test: 1.3789234 best: 1.3789234 (11) total: 598ms remaining: 1m 20s 12: learn: 1.2618703 test: 1.2644026 best: 1.2644026 (12) total: 651ms remaining: 1m 20s 13: learn: 1.1594135 test: 1.1622315 best: 1.1622315 (13) total: 694ms remaining: 1m 19s 14: learn: 1.0688872 test: 1.0722674 best: 1.0722674 (14) total: 742ms remaining: 1m 19s 15: learn: 0.9896615 test: 0.9936392 best: 0.9936392 (15) total: 789ms remaining: 1m 19s 16: learn: 0.9203841 test: 0.9247680 best: 0.9247680 (16) total: 833ms remaining: 1m 18s 17: learn: 0.8588189 test: 0.8635636 best: 0.8635636 (17) total: 876ms remaining: 1m 18s 18: learn: 0.8049324 test: 0.8100272 best: 0.8100272 (18) total: 925ms remaining: 1m 18s 19: learn: 0.7582940 test: 0.7636827 best: 0.7636827 (19) total: 977ms remaining: 1m 18s 20: learn: 0.7177965 test: 0.7233005 best: 0.7233005 (20) total: 1.03s remaining: 1m 18s 21: learn: 0.6841579 test: 0.6898836 best: 0.6898836 (21) total: 1.08s remaining: 1m 18s 22: learn: 0.6548017 test: 0.6608578 best: 0.6608578 (22) total: 1.13s remaining: 1m 18s 23: learn: 0.6302229 test: 0.6366480 best: 0.6366480 (23) total: 1.17s remaining: 1m 18s 24: learn: 0.6076365 test: 0.6142831 best: 0.6142831 (24) total: 1.23s remaining: 1m 18s 25: learn: 0.5891645 test: 0.5959628 best: 0.5959628 (25) total: 1.27s remaining: 1m 18s 26: learn: 0.5702086 test: 0.5772205 best: 0.5772205 (26) total: 1.32s remaining: 1m 17s 27: learn: 0.5534462 test: 0.5604005 best: 0.5604005 (27) total: 1.35s remaining: 1m 17s 28: learn: 0.5392483 test: 0.5462074 best: 0.5462074 (28) total: 1.39s remaining: 1m 16s 29: learn: 0.5272882 test: 0.5342135 best: 0.5342135 (29) total: 1.43s remaining: 1m 15s 30: learn: 0.5172590 test: 0.5244756 best: 0.5244756 (30) total: 1.46s remaining: 1m 15s 31: learn: 0.5093765 test: 0.5166353 best: 0.5166353 (31) total: 1.5s remaining: 1m 14s 32: learn: 0.5026450 test: 0.5100198 best: 0.5100198 (32) total: 1.55s remaining: 1m 14s 33: learn: 0.4965760 test: 0.5040559 best: 0.5040559 (33) total: 1.6s remaining: 1m 14s 34: learn: 0.4910863 test: 0.4984720 best: 0.4984720 (34) total: 1.64s remaining: 1m 14s 35: learn: 0.4866355 test: 0.4941178 best: 0.4941178 (35) total: 1.69s remaining: 1m 14s 36: learn: 0.4829615 test: 0.4906037 best: 0.4906037 (36) total: 1.73s remaining: 1m 14s 37: learn: 0.4797456 test: 0.4870030 best: 0.4870030 (37) total: 1.77s remaining: 1m 13s 38: learn: 0.4771842 test: 0.4842701 best: 0.4842701 (38) total: 1.8s remaining: 1m 13s 39: learn: 0.4748309 test: 0.4817828 best: 0.4817828 (39) total: 1.84s remaining: 1m 13s 40: learn: 0.4727114 test: 0.4796878 best: 0.4796878 (40) total: 1.88s remaining: 1m 12s 41: learn: 0.4706205 test: 0.4777528 best: 0.4777528 (41) total: 1.93s remaining: 1m 12s 42: learn: 0.4683581 test: 0.4755923 best: 0.4755923 (42) total: 1.97s remaining: 1m 12s 43: learn: 0.4669972 test: 0.4741462 best: 0.4741462 (43) total: 2.02s remaining: 1m 12s 44: learn: 0.4653850 test: 0.4726135 best: 0.4726135 (44) total: 2.08s remaining: 1m 13s 45: learn: 0.4640834 test: 0.4712133 best: 0.4712133 (45) total: 2.12s remaining: 1m 12s 46: learn: 0.4626473 test: 0.4699192 best: 0.4699192 (46) total: 2.16s remaining: 1m 12s 47: learn: 0.4615233 test: 0.4687306 best: 0.4687306 (47) total: 2.2s remaining: 1m 12s 48: learn: 0.4605452 test: 0.4677832 best: 0.4677832 (48) total: 2.25s remaining: 1m 12s 49: learn: 0.4594677 test: 0.4667973 best: 0.4667973 (49) total: 2.3s remaining: 1m 12s 50: learn: 0.4586682 test: 0.4660962 best: 0.4660962 (50) total: 2.35s remaining: 1m 12s 51: learn: 0.4574780 test: 0.4651021 best: 0.4651021 (51) total: 2.4s remaining: 1m 12s 52: learn: 0.4565435 test: 0.4641537 best: 0.4641537 (52) total: 2.45s remaining: 1m 12s 53: learn: 0.4556670 test: 0.4633297 best: 0.4633297 (53) total: 2.49s remaining: 1m 12s 54: learn: 0.4547244 test: 0.4625427 best: 0.4625427 (54) total: 2.54s remaining: 1m 12s 55: learn: 0.4539743 test: 0.4618761 best: 0.4618761 (55) total: 2.59s remaining: 1m 12s 56: learn: 0.4534743 test: 0.4613615 best: 0.4613615 (56) total: 2.65s remaining: 1m 12s 57: learn: 0.4528415 test: 0.4607545 best: 0.4607545 (57) total: 2.7s remaining: 1m 13s 58: learn: 0.4519205 test: 0.4599266 best: 0.4599266 (58) total: 2.74s remaining: 1m 12s 59: learn: 0.4511071 test: 0.4590584 best: 0.4590584 (59) total: 2.8s remaining: 1m 13s 60: learn: 0.4504853 test: 0.4584695 best: 0.4584695 (60) total: 2.85s remaining: 1m 13s 61: learn: 0.4496523 test: 0.4577955 best: 0.4577955 (61) total: 2.91s remaining: 1m 13s 62: learn: 0.4488876 test: 0.4571622 best: 0.4571622 (62) total: 2.95s remaining: 1m 13s 63: learn: 0.4483285 test: 0.4566887 best: 0.4566887 (63) total: 2.99s remaining: 1m 13s 64: learn: 0.4475747 test: 0.4559659 best: 0.4559659 (64) total: 3.04s remaining: 1m 12s 65: learn: 0.4467944 test: 0.4550761 best: 0.4550761 (65) total: 3.09s remaining: 1m 12s 66: learn: 0.4463976 test: 0.4547408 best: 0.4547408 (66) total: 3.13s remaining: 1m 12s 67: learn: 0.4460250 test: 0.4544195 best: 0.4544195 (67) total: 3.19s remaining: 1m 13s 68: learn: 0.4456364 test: 0.4541766 best: 0.4541766 (68) total: 3.25s remaining: 1m 13s 69: learn: 0.4451813 test: 0.4537478 best: 0.4537478 (69) total: 3.29s remaining: 1m 13s 70: learn: 0.4447304 test: 0.4533144 best: 0.4533144 (70) total: 3.34s remaining: 1m 13s 71: learn: 0.4441184 test: 0.4527276 best: 0.4527276 (71) total: 3.39s remaining: 1m 13s 72: learn: 0.4438013 test: 0.4524877 best: 0.4524877 (72) total: 3.44s remaining: 1m 13s 73: learn: 0.4433762 test: 0.4521759 best: 0.4521759 (73) total: 3.49s remaining: 1m 13s 74: learn: 0.4430089 test: 0.4518644 best: 0.4518644 (74) total: 3.54s remaining: 1m 13s 75: learn: 0.4428271 test: 0.4516913 best: 0.4516913 (75) total: 3.58s remaining: 1m 13s 76: learn: 0.4426929 test: 0.4515586 best: 0.4515586 (76) total: 3.63s remaining: 1m 13s 77: learn: 0.4422355 test: 0.4511660 best: 0.4511660 (77) total: 3.67s remaining: 1m 12s 78: learn: 0.4417906 test: 0.4508543 best: 0.4508543 (78) total: 3.71s remaining: 1m 12s 79: learn: 0.4414031 test: 0.4505687 best: 0.4505687 (79) total: 3.75s remaining: 1m 12s 80: learn: 0.4406429 test: 0.4496038 best: 0.4496038 (80) total: 3.79s remaining: 1m 12s 81: learn: 0.4403063 test: 0.4494031 best: 0.4494031 (81) total: 3.84s remaining: 1m 12s 82: learn: 0.4400084 test: 0.4491315 best: 0.4491315 (82) total: 3.88s remaining: 1m 12s 83: learn: 0.4395078 test: 0.4489415 best: 0.4489415 (83) total: 3.93s remaining: 1m 12s 84: learn: 0.4391418 test: 0.4486483 best: 0.4486483 (84) total: 3.97s remaining: 1m 12s 85: learn: 0.4387193 test: 0.4482667 best: 0.4482667 (85) total: 4.02s remaining: 1m 11s 86: learn: 0.4383087 test: 0.4481701 best: 0.4481701 (86) total: 4.06s remaining: 1m 11s 87: learn: 0.4378772 test: 0.4478262 best: 0.4478262 (87) total: 4.11s remaining: 1m 11s 88: learn: 0.4376284 test: 0.4476450 best: 0.4476450 (88) total: 4.15s remaining: 1m 11s 89: learn: 0.4374036 test: 0.4474625 best: 0.4474625 (89) total: 4.19s remaining: 1m 11s 90: learn: 0.4369585 test: 0.4471921 best: 0.4471921 (90) total: 4.24s remaining: 1m 11s 91: learn: 0.4366525 test: 0.4469745 best: 0.4469745 (91) total: 4.29s remaining: 1m 11s 92: learn: 0.4361903 test: 0.4466329 best: 0.4466329 (92) total: 4.33s remaining: 1m 11s 93: learn: 0.4361755 test: 0.4466261 best: 0.4466261 (93) total: 4.38s remaining: 1m 11s 94: learn: 0.4357972 test: 0.4463715 best: 0.4463715 (94) total: 4.43s remaining: 1m 11s 95: learn: 0.4354265 test: 0.4461363 best: 0.4461363 (95) total: 4.47s remaining: 1m 11s 96: learn: 0.4350045 test: 0.4458116 best: 0.4458116 (96) total: 4.52s remaining: 1m 11s 97: learn: 0.4348742 test: 0.4457123 best: 0.4457123 (97) total: 4.56s remaining: 1m 11s 98: learn: 0.4345565 test: 0.4454737 best: 0.4454737 (98) total: 4.61s remaining: 1m 11s 99: learn: 0.4341906 test: 0.4451390 best: 0.4451390 (99) total: 4.66s remaining: 1m 11s 100: learn: 0.4338698 test: 0.4448830 best: 0.4448830 (100) total: 4.71s remaining: 1m 11s 101: learn: 0.4337028 test: 0.4447165 best: 0.4447165 (101) total: 4.75s remaining: 1m 10s 102: learn: 0.4334066 test: 0.4444377 best: 0.4444377 (102) total: 4.8s remaining: 1m 10s 103: learn: 0.4333529 test: 0.4443873 best: 0.4443873 (103) total: 4.84s remaining: 1m 10s 104: learn: 0.4330359 test: 0.4440545 best: 0.4440545 (104) total: 4.89s remaining: 1m 10s 105: learn: 0.4326401 test: 0.4437458 best: 0.4437458 (105) total: 4.94s remaining: 1m 10s 106: learn: 0.4323682 test: 0.4435546 best: 0.4435546 (106) total: 4.99s remaining: 1m 10s 107: learn: 0.4323266 test: 0.4435548 best: 0.4435546 (106) total: 5.03s remaining: 1m 10s 108: learn: 0.4320023 test: 0.4432524 best: 0.4432524 (108) total: 5.09s remaining: 1m 10s 109: learn: 0.4315359 test: 0.4429805 best: 0.4429805 (109) total: 5.13s remaining: 1m 10s 110: learn: 0.4312158 test: 0.4426658 best: 0.4426658 (110) total: 5.19s remaining: 1m 10s 111: learn: 0.4308617 test: 0.4423350 best: 0.4423350 (111) total: 5.24s remaining: 1m 10s 112: learn: 0.4306075 test: 0.4419911 best: 0.4419911 (112) total: 5.3s remaining: 1m 10s 113: learn: 0.4303739 test: 0.4418405 best: 0.4418405 (113) total: 5.34s remaining: 1m 10s 114: learn: 0.4302058 test: 0.4417270 best: 0.4417270 (114) total: 5.39s remaining: 1m 10s 115: learn: 0.4299223 test: 0.4414807 best: 0.4414807 (115) total: 5.43s remaining: 1m 10s 116: learn: 0.4295509 test: 0.4412295 best: 0.4412295 (116) total: 5.48s remaining: 1m 10s 117: learn: 0.4292804 test: 0.4410114 best: 0.4410114 (117) total: 5.52s remaining: 1m 10s 118: learn: 0.4291602 test: 0.4409719 best: 0.4409719 (118) total: 5.57s remaining: 1m 10s 119: learn: 0.4290406 test: 0.4408608 best: 0.4408608 (119) total: 5.61s remaining: 1m 10s 120: learn: 0.4289149 test: 0.4407370 best: 0.4407370 (120) total: 5.65s remaining: 1m 10s 121: learn: 0.4285648 test: 0.4405092 best: 0.4405092 (121) total: 5.7s remaining: 1m 10s 122: learn: 0.4283135 test: 0.4403112 best: 0.4403112 (122) total: 5.75s remaining: 1m 10s 123: learn: 0.4282043 test: 0.4402237 best: 0.4402237 (123) total: 5.8s remaining: 1m 10s 124: learn: 0.4281914 test: 0.4402175 best: 0.4402175 (124) total: 5.84s remaining: 1m 10s 125: learn: 0.4278475 test: 0.4399228 best: 0.4399228 (125) total: 5.89s remaining: 1m 10s 126: learn: 0.4276038 test: 0.4396818 best: 0.4396818 (126) total: 5.93s remaining: 1m 10s 127: learn: 0.4273488 test: 0.4394859 best: 0.4394859 (127) total: 5.98s remaining: 1m 9s 128: learn: 0.4271104 test: 0.4392907 best: 0.4392907 (128) total: 6.03s remaining: 1m 9s 129: learn: 0.4270711 test: 0.4392801 best: 0.4392801 (129) total: 6.07s remaining: 1m 9s 130: learn: 0.4267229 test: 0.4388421 best: 0.4388421 (130) total: 6.11s remaining: 1m 9s 131: learn: 0.4258823 test: 0.4378455 best: 0.4378455 (131) total: 6.15s remaining: 1m 9s 132: learn: 0.4257214 test: 0.4377861 best: 0.4377861 (132) total: 6.2s remaining: 1m 9s 133: learn: 0.4255035 test: 0.4375854 best: 0.4375854 (133) total: 6.26s remaining: 1m 9s 134: learn: 0.4252808 test: 0.4373913 best: 0.4373913 (134) total: 6.31s remaining: 1m 9s 135: learn: 0.4247347 test: 0.4367540 best: 0.4367540 (135) total: 6.36s remaining: 1m 9s 136: learn: 0.4244688 test: 0.4364890 best: 0.4364890 (136) total: 6.41s remaining: 1m 9s 137: learn: 0.4242640 test: 0.4364593 best: 0.4364593 (137) total: 6.46s remaining: 1m 9s 138: learn: 0.4242068 test: 0.4364277 best: 0.4364277 (138) total: 6.5s remaining: 1m 9s 139: learn: 0.4241600 test: 0.4363915 best: 0.4363915 (139) total: 6.54s remaining: 1m 9s 140: learn: 0.4237985 test: 0.4360879 best: 0.4360879 (140) total: 6.61s remaining: 1m 9s 141: learn: 0.4236892 test: 0.4359912 best: 0.4359912 (141) total: 6.65s remaining: 1m 9s 142: learn: 0.4235521 test: 0.4358699 best: 0.4358699 (142) total: 6.7s remaining: 1m 9s 143: learn: 0.4233935 test: 0.4357443 best: 0.4357443 (143) total: 6.75s remaining: 1m 9s 144: learn: 0.4233779 test: 0.4357419 best: 0.4357419 (144) total: 6.8s remaining: 1m 9s 145: learn: 0.4230729 test: 0.4356489 best: 0.4356489 (145) total: 6.85s remaining: 1m 9s 146: learn: 0.4229666 test: 0.4355785 best: 0.4355785 (146) total: 6.9s remaining: 1m 9s 147: learn: 0.4227434 test: 0.4353980 best: 0.4353980 (147) total: 6.94s remaining: 1m 9s 148: learn: 0.4226641 test: 0.4353241 best: 0.4353241 (148) total: 6.99s remaining: 1m 9s 149: learn: 0.4224721 test: 0.4352438 best: 0.4352438 (149) total: 7.04s remaining: 1m 9s 150: learn: 0.4221624 test: 0.4350801 best: 0.4350801 (150) total: 7.08s remaining: 1m 9s 151: learn: 0.4218976 test: 0.4349518 best: 0.4349518 (151) total: 7.13s remaining: 1m 9s 152: learn: 0.4218186 test: 0.4348839 best: 0.4348839 (152) total: 7.18s remaining: 1m 9s 153: learn: 0.4214746 test: 0.4343230 best: 0.4343230 (153) total: 7.23s remaining: 1m 9s 154: learn: 0.4212410 test: 0.4341288 best: 0.4341288 (154) total: 7.28s remaining: 1m 9s 155: learn: 0.4209808 test: 0.4338394 best: 0.4338394 (155) total: 7.33s remaining: 1m 9s 156: learn: 0.4208692 test: 0.4337765 best: 0.4337765 (156) total: 7.38s remaining: 1m 9s 157: learn: 0.4207655 test: 0.4336828 best: 0.4336828 (157) total: 7.42s remaining: 1m 8s 158: learn: 0.4207352 test: 0.4336883 best: 0.4336828 (157) total: 7.48s remaining: 1m 8s 159: learn: 0.4207027 test: 0.4336502 best: 0.4336502 (159) total: 7.53s remaining: 1m 8s 160: learn: 0.4203773 test: 0.4333524 best: 0.4333524 (160) total: 7.58s remaining: 1m 8s 161: learn: 0.4202921 test: 0.4332831 best: 0.4332831 (161) total: 7.62s remaining: 1m 8s 162: learn: 0.4202758 test: 0.4332760 best: 0.4332760 (162) total: 7.67s remaining: 1m 8s 163: learn: 0.4201518 test: 0.4331762 best: 0.4331762 (163) total: 7.71s remaining: 1m 8s 164: learn: 0.4200341 test: 0.4331448 best: 0.4331448 (164) total: 7.75s remaining: 1m 8s 165: learn: 0.4198561 test: 0.4329645 best: 0.4329645 (165) total: 7.79s remaining: 1m 8s 166: learn: 0.4198106 test: 0.4329644 best: 0.4329644 (166) total: 7.83s remaining: 1m 8s 167: learn: 0.4196683 test: 0.4328862 best: 0.4328862 (167) total: 7.88s remaining: 1m 8s 168: learn: 0.4195161 test: 0.4327880 best: 0.4327880 (168) total: 7.93s remaining: 1m 8s 169: learn: 0.4193830 test: 0.4326695 best: 0.4326695 (169) total: 7.97s remaining: 1m 8s 170: learn: 0.4191700 test: 0.4325239 best: 0.4325239 (170) total: 8.01s remaining: 1m 8s 171: learn: 0.4190051 test: 0.4323949 best: 0.4323949 (171) total: 8.05s remaining: 1m 7s 172: learn: 0.4187713 test: 0.4322155 best: 0.4322155 (172) total: 8.1s remaining: 1m 7s 173: learn: 0.4186546 test: 0.4321224 best: 0.4321224 (173) total: 8.15s remaining: 1m 7s 174: learn: 0.4186259 test: 0.4321200 best: 0.4321200 (174) total: 8.2s remaining: 1m 7s 175: learn: 0.4185972 test: 0.4321276 best: 0.4321200 (174) total: 8.25s remaining: 1m 7s 176: learn: 0.4185407 test: 0.4320942 best: 0.4320942 (176) total: 8.3s remaining: 1m 7s 177: learn: 0.4185113 test: 0.4320819 best: 0.4320819 (177) total: 8.34s remaining: 1m 7s 178: learn: 0.4184189 test: 0.4320312 best: 0.4320312 (178) total: 8.38s remaining: 1m 7s 179: learn: 0.4183185 test: 0.4319231 best: 0.4319231 (179) total: 8.43s remaining: 1m 7s 180: learn: 0.4181490 test: 0.4318077 best: 0.4318077 (180) total: 8.49s remaining: 1m 7s 181: learn: 0.4180274 test: 0.4317032 best: 0.4317032 (181) total: 8.54s remaining: 1m 7s 182: learn: 0.4179010 test: 0.4315953 best: 0.4315953 (182) total: 8.59s remaining: 1m 7s 183: learn: 0.4177831 test: 0.4315124 best: 0.4315124 (183) total: 8.64s remaining: 1m 7s 184: learn: 0.4176194 test: 0.4313955 best: 0.4313955 (184) total: 8.69s remaining: 1m 7s 185: learn: 0.4174776 test: 0.4313302 best: 0.4313302 (185) total: 8.73s remaining: 1m 7s 186: learn: 0.4173899 test: 0.4312450 best: 0.4312450 (186) total: 8.78s remaining: 1m 7s 187: learn: 0.4173686 test: 0.4312357 best: 0.4312357 (187) total: 8.83s remaining: 1m 7s 188: learn: 0.4173009 test: 0.4312371 best: 0.4312357 (187) total: 8.88s remaining: 1m 7s 189: learn: 0.4171958 test: 0.4311617 best: 0.4311617 (189) total: 8.94s remaining: 1m 7s 190: learn: 0.4168011 test: 0.4307890 best: 0.4307890 (190) total: 8.99s remaining: 1m 7s 191: learn: 0.4165797 test: 0.4305896 best: 0.4305896 (191) total: 9.03s remaining: 1m 7s 192: learn: 0.4163767 test: 0.4303296 best: 0.4303296 (192) total: 9.08s remaining: 1m 7s 193: learn: 0.4162617 test: 0.4302222 best: 0.4302222 (193) total: 9.13s remaining: 1m 7s 194: learn: 0.4162318 test: 0.4302203 best: 0.4302203 (194) total: 9.18s remaining: 1m 7s 195: learn: 0.4162012 test: 0.4302064 best: 0.4302064 (195) total: 9.24s remaining: 1m 7s 196: learn: 0.4161126 test: 0.4301370 best: 0.4301370 (196) total: 9.29s remaining: 1m 7s 197: learn: 0.4160780 test: 0.4301043 best: 0.4301043 (197) total: 9.32s remaining: 1m 7s 198: learn: 0.4159838 test: 0.4300158 best: 0.4300158 (198) total: 9.37s remaining: 1m 7s 199: learn: 0.4157120 test: 0.4298951 best: 0.4298951 (199) total: 9.42s remaining: 1m 7s 200: learn: 0.4157030 test: 0.4298970 best: 0.4298951 (199) total: 9.46s remaining: 1m 7s 201: learn: 0.4156326 test: 0.4298843 best: 0.4298843 (201) total: 9.51s remaining: 1m 7s 202: learn: 0.4155637 test: 0.4298243 best: 0.4298243 (202) total: 9.56s remaining: 1m 6s 203: learn: 0.4155524 test: 0.4298239 best: 0.4298239 (203) total: 9.6s remaining: 1m 6s 204: learn: 0.4154586 test: 0.4297399 best: 0.4297399 (204) total: 9.64s remaining: 1m 6s 205: learn: 0.4154150 test: 0.4297341 best: 0.4297341 (205) total: 9.69s remaining: 1m 6s 206: learn: 0.4154091 test: 0.4297376 best: 0.4297341 (205) total: 9.74s remaining: 1m 6s 207: learn: 0.4152947 test: 0.4296337 best: 0.4296337 (207) total: 9.78s remaining: 1m 6s 208: learn: 0.4152924 test: 0.4296340 best: 0.4296337 (207) total: 9.83s remaining: 1m 6s 209: learn: 0.4152372 test: 0.4295587 best: 0.4295587 (209) total: 9.87s remaining: 1m 6s 210: learn: 0.4151049 test: 0.4294338 best: 0.4294338 (210) total: 9.91s remaining: 1m 6s 211: learn: 0.4151043 test: 0.4294337 best: 0.4294337 (211) total: 9.96s remaining: 1m 6s 212: learn: 0.4149827 test: 0.4293310 best: 0.4293310 (212) total: 10s remaining: 1m 6s 213: learn: 0.4149705 test: 0.4293361 best: 0.4293310 (212) total: 10.1s remaining: 1m 6s 214: learn: 0.4149624 test: 0.4293381 best: 0.4293310 (212) total: 10.1s remaining: 1m 6s 215: learn: 0.4148595 test: 0.4292473 best: 0.4292473 (215) total: 10.1s remaining: 1m 6s 216: learn: 0.4146618 test: 0.4290763 best: 0.4290763 (216) total: 10.2s remaining: 1m 6s 217: learn: 0.4146479 test: 0.4290724 best: 0.4290724 (217) total: 10.3s remaining: 1m 6s 218: learn: 0.4146405 test: 0.4290731 best: 0.4290724 (217) total: 10.3s remaining: 1m 6s 219: learn: 0.4145831 test: 0.4290294 best: 0.4290294 (219) total: 10.4s remaining: 1m 6s 220: learn: 0.4144862 test: 0.4289546 best: 0.4289546 (220) total: 10.4s remaining: 1m 6s 221: learn: 0.4143945 test: 0.4289080 best: 0.4289080 (221) total: 10.5s remaining: 1m 6s 222: learn: 0.4141720 test: 0.4285083 best: 0.4285083 (222) total: 10.5s remaining: 1m 6s 223: learn: 0.4141639 test: 0.4285067 best: 0.4285067 (223) total: 10.6s remaining: 1m 6s 224: learn: 0.4140596 test: 0.4284084 best: 0.4284084 (224) total: 10.6s remaining: 1m 5s 225: learn: 0.4140046 test: 0.4283858 best: 0.4283858 (225) total: 10.7s remaining: 1m 5s 226: learn: 0.4139458 test: 0.4283530 best: 0.4283530 (226) total: 10.7s remaining: 1m 5s 227: learn: 0.4136466 test: 0.4279335 best: 0.4279335 (227) total: 10.8s remaining: 1m 5s 228: learn: 0.4136348 test: 0.4279377 best: 0.4279335 (227) total: 10.8s remaining: 1m 5s 229: learn: 0.4135073 test: 0.4278468 best: 0.4278468 (229) total: 10.9s remaining: 1m 5s 230: learn: 0.4134835 test: 0.4278311 best: 0.4278311 (230) total: 10.9s remaining: 1m 5s 231: learn: 0.4134712 test: 0.4278257 best: 0.4278257 (231) total: 11s remaining: 1m 5s 232: learn: 0.4134038 test: 0.4277980 best: 0.4277980 (232) total: 11s remaining: 1m 5s 233: learn: 0.4133996 test: 0.4278019 best: 0.4277980 (232) total: 11s remaining: 1m 5s 234: learn: 0.4133185 test: 0.4277127 best: 0.4277127 (234) total: 11.1s remaining: 1m 5s 235: learn: 0.4132793 test: 0.4276718 best: 0.4276718 (235) total: 11.2s remaining: 1m 5s 236: learn: 0.4132372 test: 0.4276535 best: 0.4276535 (236) total: 11.2s remaining: 1m 5s 237: learn: 0.4132247 test: 0.4276546 best: 0.4276535 (236) total: 11.3s remaining: 1m 5s 238: learn: 0.4132114 test: 0.4276456 best: 0.4276456 (238) total: 11.3s remaining: 1m 5s 239: learn: 0.4131368 test: 0.4275909 best: 0.4275909 (239) total: 11.4s remaining: 1m 5s 240: learn: 0.4130157 test: 0.4274955 best: 0.4274955 (240) total: 11.4s remaining: 1m 5s 241: learn: 0.4130123 test: 0.4274991 best: 0.4274955 (240) total: 11.4s remaining: 1m 5s 242: learn: 0.4129803 test: 0.4274595 best: 0.4274595 (242) total: 11.5s remaining: 1m 5s 243: learn: 0.4129324 test: 0.4274295 best: 0.4274295 (243) total: 11.5s remaining: 1m 5s 244: learn: 0.4129186 test: 0.4274303 best: 0.4274295 (243) total: 11.6s remaining: 1m 5s 245: learn: 0.4129159 test: 0.4274303 best: 0.4274295 (243) total: 11.6s remaining: 1m 5s 246: learn: 0.4128995 test: 0.4274132 best: 0.4274132 (246) total: 11.7s remaining: 1m 5s 247: learn: 0.4128591 test: 0.4273991 best: 0.4273991 (247) total: 11.7s remaining: 1m 5s 248: learn: 0.4128280 test: 0.4273834 best: 0.4273834 (248) total: 11.8s remaining: 1m 5s 249: learn: 0.4127873 test: 0.4273762 best: 0.4273762 (249) total: 11.8s remaining: 1m 4s 250: learn: 0.4127709 test: 0.4273652 best: 0.4273652 (250) total: 11.9s remaining: 1m 4s 251: learn: 0.4125278 test: 0.4271713 best: 0.4271713 (251) total: 11.9s remaining: 1m 4s 252: learn: 0.4125158 test: 0.4271745 best: 0.4271713 (251) total: 12s remaining: 1m 4s 253: learn: 0.4125053 test: 0.4271624 best: 0.4271624 (253) total: 12s remaining: 1m 4s 254: learn: 0.4124268 test: 0.4270930 best: 0.4270930 (254) total: 12.1s remaining: 1m 4s 255: learn: 0.4123735 test: 0.4270698 best: 0.4270698 (255) total: 12.1s remaining: 1m 4s 256: learn: 0.4122835 test: 0.4269640 best: 0.4269640 (256) total: 12.2s remaining: 1m 4s 257: learn: 0.4122809 test: 0.4269716 best: 0.4269640 (256) total: 12.2s remaining: 1m 4s 258: learn: 0.4122762 test: 0.4269751 best: 0.4269640 (256) total: 12.3s remaining: 1m 4s 259: learn: 0.4122615 test: 0.4269750 best: 0.4269640 (256) total: 12.3s remaining: 1m 4s 260: learn: 0.4122368 test: 0.4269696 best: 0.4269640 (256) total: 12.3s remaining: 1m 4s 261: learn: 0.4122161 test: 0.4269701 best: 0.4269640 (256) total: 12.4s remaining: 1m 4s 262: learn: 0.4120755 test: 0.4269600 best: 0.4269600 (262) total: 12.5s remaining: 1m 4s 263: learn: 0.4120654 test: 0.4269736 best: 0.4269600 (262) total: 12.5s remaining: 1m 4s 264: learn: 0.4119680 test: 0.4269134 best: 0.4269134 (264) total: 12.6s remaining: 1m 4s 265: learn: 0.4118516 test: 0.4267962 best: 0.4267962 (265) total: 12.6s remaining: 1m 4s 266: learn: 0.4118351 test: 0.4267897 best: 0.4267897 (266) total: 12.6s remaining: 1m 4s 267: learn: 0.4116832 test: 0.4266236 best: 0.4266236 (267) total: 12.7s remaining: 1m 4s 268: learn: 0.4115880 test: 0.4265393 best: 0.4265393 (268) total: 12.7s remaining: 1m 4s 269: learn: 0.4115502 test: 0.4265210 best: 0.4265210 (269) total: 12.8s remaining: 1m 4s 270: learn: 0.4115413 test: 0.4265132 best: 0.4265132 (270) total: 12.8s remaining: 1m 4s 271: learn: 0.4115069 test: 0.4264811 best: 0.4264811 (271) total: 12.9s remaining: 1m 4s 272: learn: 0.4114790 test: 0.4264731 best: 0.4264731 (272) total: 12.9s remaining: 1m 3s 273: learn: 0.4114777 test: 0.4264737 best: 0.4264731 (272) total: 13s remaining: 1m 3s 274: learn: 0.4113807 test: 0.4264041 best: 0.4264041 (274) total: 13s remaining: 1m 3s 275: learn: 0.4112658 test: 0.4263116 best: 0.4263116 (275) total: 13.1s remaining: 1m 3s 276: learn: 0.4111653 test: 0.4262195 best: 0.4262195 (276) total: 13.1s remaining: 1m 3s 277: learn: 0.4110736 test: 0.4261614 best: 0.4261614 (277) total: 13.2s remaining: 1m 3s 278: learn: 0.4110345 test: 0.4261386 best: 0.4261386 (278) total: 13.2s remaining: 1m 3s 279: learn: 0.4108879 test: 0.4260052 best: 0.4260052 (279) total: 13.3s remaining: 1m 3s 280: learn: 0.4108367 test: 0.4259681 best: 0.4259681 (280) total: 13.3s remaining: 1m 3s 281: learn: 0.4108064 test: 0.4259239 best: 0.4259239 (281) total: 13.4s remaining: 1m 3s 282: learn: 0.4107292 test: 0.4258931 best: 0.4258931 (282) total: 13.4s remaining: 1m 3s 283: learn: 0.4107291 test: 0.4258931 best: 0.4258931 (282) total: 13.5s remaining: 1m 3s 284: learn: 0.4107200 test: 0.4258942 best: 0.4258931 (282) total: 13.5s remaining: 1m 3s 285: learn: 0.4106900 test: 0.4258889 best: 0.4258889 (285) total: 13.6s remaining: 1m 3s 286: learn: 0.4106570 test: 0.4258852 best: 0.4258852 (286) total: 13.6s remaining: 1m 3s 287: learn: 0.4106437 test: 0.4258803 best: 0.4258803 (287) total: 13.7s remaining: 1m 3s 288: learn: 0.4105611 test: 0.4258407 best: 0.4258407 (288) total: 13.7s remaining: 1m 3s 289: learn: 0.4105374 test: 0.4258121 best: 0.4258121 (289) total: 13.8s remaining: 1m 3s 290: learn: 0.4105259 test: 0.4258064 best: 0.4258064 (290) total: 13.8s remaining: 1m 3s 291: learn: 0.4105231 test: 0.4258063 best: 0.4258063 (291) total: 13.9s remaining: 1m 3s 292: learn: 0.4105182 test: 0.4258048 best: 0.4258048 (292) total: 13.9s remaining: 1m 3s 293: learn: 0.4104816 test: 0.4257560 best: 0.4257560 (293) total: 14s remaining: 1m 3s 294: learn: 0.4104535 test: 0.4257401 best: 0.4257401 (294) total: 14.1s remaining: 1m 3s 295: learn: 0.4103783 test: 0.4256953 best: 0.4256953 (295) total: 14.2s remaining: 1m 3s 296: learn: 0.4103757 test: 0.4256954 best: 0.4256953 (295) total: 14.3s remaining: 1m 3s 297: learn: 0.4102350 test: 0.4256334 best: 0.4256334 (297) total: 14.3s remaining: 1m 3s 298: learn: 0.4102230 test: 0.4256316 best: 0.4256316 (298) total: 14.4s remaining: 1m 3s 299: learn: 0.4101038 test: 0.4255663 best: 0.4255663 (299) total: 14.4s remaining: 1m 3s 300: learn: 0.4101023 test: 0.4255683 best: 0.4255663 (299) total: 14.5s remaining: 1m 3s 301: learn: 0.4100876 test: 0.4255624 best: 0.4255624 (301) total: 14.5s remaining: 1m 3s 302: learn: 0.4100696 test: 0.4255593 best: 0.4255593 (302) total: 14.6s remaining: 1m 3s 303: learn: 0.4099906 test: 0.4255144 best: 0.4255144 (303) total: 14.7s remaining: 1m 3s 304: learn: 0.4099890 test: 0.4255138 best: 0.4255138 (304) total: 14.7s remaining: 1m 3s 305: learn: 0.4099779 test: 0.4255138 best: 0.4255138 (305) total: 14.8s remaining: 1m 3s 306: learn: 0.4099408 test: 0.4254954 best: 0.4254954 (306) total: 14.8s remaining: 1m 3s 307: learn: 0.4098742 test: 0.4254453 best: 0.4254453 (307) total: 14.9s remaining: 1m 3s 308: learn: 0.4098740 test: 0.4254448 best: 0.4254448 (308) total: 14.9s remaining: 1m 3s 309: learn: 0.4098051 test: 0.4254043 best: 0.4254043 (309) total: 15s remaining: 1m 3s 310: learn: 0.4097912 test: 0.4253628 best: 0.4253628 (310) total: 15s remaining: 1m 3s 311: learn: 0.4096429 test: 0.4252004 best: 0.4252004 (311) total: 15.1s remaining: 1m 3s 312: learn: 0.4096377 test: 0.4252026 best: 0.4252004 (311) total: 15.1s remaining: 1m 3s 313: learn: 0.4096183 test: 0.4251995 best: 0.4251995 (313) total: 15.2s remaining: 1m 3s 314: learn: 0.4096155 test: 0.4251990 best: 0.4251990 (314) total: 15.2s remaining: 1m 3s 315: learn: 0.4093711 test: 0.4249441 best: 0.4249441 (315) total: 15.3s remaining: 1m 3s 316: learn: 0.4093675 test: 0.4249448 best: 0.4249441 (315) total: 15.3s remaining: 1m 3s 317: learn: 0.4093640 test: 0.4249449 best: 0.4249441 (315) total: 15.4s remaining: 1m 3s 318: learn: 0.4093604 test: 0.4249417 best: 0.4249417 (318) total: 15.4s remaining: 1m 3s 319: learn: 0.4093441 test: 0.4249480 best: 0.4249417 (318) total: 15.5s remaining: 1m 3s 320: learn: 0.4093393 test: 0.4249482 best: 0.4249417 (318) total: 15.5s remaining: 1m 2s 321: learn: 0.4092403 test: 0.4249381 best: 0.4249381 (321) total: 15.6s remaining: 1m 2s 322: learn: 0.4092266 test: 0.4249378 best: 0.4249378 (322) total: 15.6s remaining: 1m 2s 323: learn: 0.4092186 test: 0.4249331 best: 0.4249331 (323) total: 15.6s remaining: 1m 2s 324: learn: 0.4091792 test: 0.4249290 best: 0.4249290 (324) total: 15.7s remaining: 1m 2s 325: learn: 0.4091760 test: 0.4249264 best: 0.4249264 (325) total: 15.7s remaining: 1m 2s 326: learn: 0.4091618 test: 0.4249264 best: 0.4249264 (326) total: 15.8s remaining: 1m 2s 327: learn: 0.4090353 test: 0.4247356 best: 0.4247356 (327) total: 15.8s remaining: 1m 2s 328: learn: 0.4089063 test: 0.4245605 best: 0.4245605 (328) total: 15.9s remaining: 1m 2s 329: learn: 0.4089035 test: 0.4245611 best: 0.4245605 (328) total: 15.9s remaining: 1m 2s 330: learn: 0.4088974 test: 0.4245605 best: 0.4245605 (328) total: 15.9s remaining: 1m 2s 331: learn: 0.4088957 test: 0.4245604 best: 0.4245604 (331) total: 16s remaining: 1m 2s 332: learn: 0.4088773 test: 0.4245541 best: 0.4245541 (332) total: 16s remaining: 1m 2s 333: learn: 0.4088765 test: 0.4245540 best: 0.4245540 (333) total: 16.1s remaining: 1m 2s 334: learn: 0.4088631 test: 0.4245539 best: 0.4245539 (334) total: 16.1s remaining: 1m 1s 335: learn: 0.4086314 test: 0.4244770 best: 0.4244770 (335) total: 16.1s remaining: 1m 1s 336: learn: 0.4086307 test: 0.4244764 best: 0.4244764 (336) total: 16.2s remaining: 1m 1s 337: learn: 0.4086205 test: 0.4244757 best: 0.4244757 (337) total: 16.2s remaining: 1m 1s 338: learn: 0.4084028 test: 0.4243506 best: 0.4243506 (338) total: 16.3s remaining: 1m 1s 339: learn: 0.4083933 test: 0.4243489 best: 0.4243489 (339) total: 16.3s remaining: 1m 1s 340: learn: 0.4083910 test: 0.4243516 best: 0.4243489 (339) total: 16.4s remaining: 1m 1s 341: learn: 0.4083792 test: 0.4243515 best: 0.4243489 (339) total: 16.4s remaining: 1m 1s 342: learn: 0.4082765 test: 0.4242436 best: 0.4242436 (342) total: 16.5s remaining: 1m 1s 343: learn: 0.4082503 test: 0.4242077 best: 0.4242077 (343) total: 16.5s remaining: 1m 1s 344: learn: 0.4082453 test: 0.4242074 best: 0.4242074 (344) total: 16.5s remaining: 1m 1s 345: learn: 0.4081588 test: 0.4241310 best: 0.4241310 (345) total: 16.6s remaining: 1m 1s 346: learn: 0.4081562 test: 0.4241321 best: 0.4241310 (345) total: 16.6s remaining: 1m 1s 347: learn: 0.4081541 test: 0.4241318 best: 0.4241310 (345) total: 16.7s remaining: 1m 1s 348: learn: 0.4081366 test: 0.4241194 best: 0.4241194 (348) total: 16.7s remaining: 1m 1s 349: learn: 0.4081233 test: 0.4241184 best: 0.4241184 (349) total: 16.8s remaining: 1m 1s 350: learn: 0.4080911 test: 0.4241419 best: 0.4241184 (349) total: 16.8s remaining: 1m 351: learn: 0.4080674 test: 0.4241348 best: 0.4241184 (349) total: 16.8s remaining: 1m 352: learn: 0.4080176 test: 0.4241005 best: 0.4241005 (352) total: 16.9s remaining: 1m 353: learn: 0.4080087 test: 0.4241000 best: 0.4241000 (353) total: 16.9s remaining: 1m 354: learn: 0.4080062 test: 0.4241001 best: 0.4241000 (353) total: 17s remaining: 1m 355: learn: 0.4080058 test: 0.4241002 best: 0.4241000 (353) total: 17s remaining: 1m 356: learn: 0.4079833 test: 0.4240961 best: 0.4240961 (356) total: 17.1s remaining: 1m 357: learn: 0.4079823 test: 0.4240961 best: 0.4240961 (356) total: 17.1s remaining: 1m 358: learn: 0.4078108 test: 0.4240031 best: 0.4240031 (358) total: 17.2s remaining: 1m 359: learn: 0.4078016 test: 0.4239933 best: 0.4239933 (359) total: 17.2s remaining: 1m 360: learn: 0.4077956 test: 0.4239918 best: 0.4239918 (360) total: 17.3s remaining: 1m 361: learn: 0.4077889 test: 0.4239933 best: 0.4239918 (360) total: 17.3s remaining: 1m 362: learn: 0.4077869 test: 0.4239934 best: 0.4239918 (360) total: 17.4s remaining: 1m 363: learn: 0.4077810 test: 0.4239927 best: 0.4239918 (360) total: 17.4s remaining: 1m 364: learn: 0.4077013 test: 0.4239195 best: 0.4239195 (364) total: 17.5s remaining: 1m 365: learn: 0.4076901 test: 0.4239195 best: 0.4239195 (365) total: 17.5s remaining: 1m 366: learn: 0.4076256 test: 0.4238692 best: 0.4238692 (366) total: 17.6s remaining: 1m 367: learn: 0.4073866 test: 0.4237123 best: 0.4237123 (367) total: 17.6s remaining: 1m 368: learn: 0.4073824 test: 0.4237134 best: 0.4237123 (367) total: 17.6s remaining: 1m 369: learn: 0.4073751 test: 0.4237236 best: 0.4237123 (367) total: 17.7s remaining: 60s 370: learn: 0.4073021 test: 0.4236688 best: 0.4236688 (370) total: 17.7s remaining: 59.9s 371: learn: 0.4072281 test: 0.4235930 best: 0.4235930 (371) total: 17.8s remaining: 59.9s 372: learn: 0.4072033 test: 0.4235159 best: 0.4235159 (372) total: 17.8s remaining: 59.8s 373: learn: 0.4072017 test: 0.4235153 best: 0.4235153 (373) total: 17.9s remaining: 59.8s 374: learn: 0.4070892 test: 0.4234105 best: 0.4234105 (374) total: 17.9s remaining: 59.7s 375: learn: 0.4070876 test: 0.4234109 best: 0.4234105 (374) total: 18s remaining: 59.6s 376: learn: 0.4070697 test: 0.4234031 best: 0.4234031 (376) total: 18s remaining: 59.6s 377: learn: 0.4070679 test: 0.4234032 best: 0.4234031 (376) total: 18s remaining: 59.5s 378: learn: 0.4070664 test: 0.4234028 best: 0.4234028 (378) total: 18.1s remaining: 59.4s 379: learn: 0.4069615 test: 0.4233631 best: 0.4233631 (379) total: 18.1s remaining: 59.4s 380: learn: 0.4069518 test: 0.4233533 best: 0.4233533 (380) total: 18.2s remaining: 59.3s 381: learn: 0.4069233 test: 0.4233470 best: 0.4233470 (381) total: 18.2s remaining: 59.3s 382: learn: 0.4068374 test: 0.4232128 best: 0.4232128 (382) total: 18.3s remaining: 59.2s 383: learn: 0.4068333 test: 0.4232071 best: 0.4232071 (383) total: 18.3s remaining: 59.2s 384: learn: 0.4068312 test: 0.4232075 best: 0.4232071 (383) total: 18.3s remaining: 59.1s 385: learn: 0.4068246 test: 0.4232026 best: 0.4232026 (385) total: 18.4s remaining: 59s 386: learn: 0.4068101 test: 0.4231888 best: 0.4231888 (386) total: 18.4s remaining: 59s 387: learn: 0.4068032 test: 0.4231921 best: 0.4231888 (386) total: 18.5s remaining: 58.9s 388: learn: 0.4066423 test: 0.4230545 best: 0.4230545 (388) total: 18.5s remaining: 58.9s 389: learn: 0.4064890 test: 0.4229489 best: 0.4229489 (389) total: 18.6s remaining: 58.8s 390: learn: 0.4064714 test: 0.4229477 best: 0.4229477 (390) total: 18.6s remaining: 58.8s 391: learn: 0.4064714 test: 0.4229478 best: 0.4229477 (390) total: 18.6s remaining: 58.6s 392: learn: 0.4064594 test: 0.4229188 best: 0.4229188 (392) total: 18.7s remaining: 58.6s 393: learn: 0.4064578 test: 0.4229164 best: 0.4229164 (393) total: 18.7s remaining: 58.5s 394: learn: 0.4064220 test: 0.4229044 best: 0.4229044 (394) total: 18.8s remaining: 58.4s 395: learn: 0.4064071 test: 0.4229044 best: 0.4229044 (394) total: 18.8s remaining: 58.4s 396: learn: 0.4063970 test: 0.4229044 best: 0.4229044 (394) total: 18.9s remaining: 58.3s 397: learn: 0.4063678 test: 0.4228743 best: 0.4228743 (397) total: 18.9s remaining: 58.3s 398: learn: 0.4063579 test: 0.4228743 best: 0.4228743 (398) total: 19s remaining: 58.2s 399: learn: 0.4063554 test: 0.4228740 best: 0.4228740 (399) total: 19s remaining: 58.2s 400: learn: 0.4063484 test: 0.4228740 best: 0.4228740 (400) total: 19s remaining: 58.1s 401: learn: 0.4063478 test: 0.4228741 best: 0.4228740 (400) total: 19.1s remaining: 58.1s 402: learn: 0.4063424 test: 0.4228863 best: 0.4228740 (400) total: 19.2s remaining: 58.1s 403: learn: 0.4062997 test: 0.4228636 best: 0.4228636 (403) total: 19.2s remaining: 58s 404: learn: 0.4062914 test: 0.4228474 best: 0.4228474 (404) total: 19.3s remaining: 58s 405: learn: 0.4061909 test: 0.4227641 best: 0.4227641 (405) total: 19.3s remaining: 58s 406: learn: 0.4061827 test: 0.4227605 best: 0.4227605 (406) total: 19.3s remaining: 57.9s 407: learn: 0.4061684 test: 0.4227622 best: 0.4227605 (406) total: 19.4s remaining: 57.9s 408: learn: 0.4060911 test: 0.4226900 best: 0.4226900 (408) total: 19.4s remaining: 57.8s 409: learn: 0.4060855 test: 0.4226949 best: 0.4226900 (408) total: 19.5s remaining: 57.8s 410: learn: 0.4060822 test: 0.4226981 best: 0.4226900 (408) total: 19.5s remaining: 57.7s 411: learn: 0.4060818 test: 0.4226982 best: 0.4226900 (408) total: 19.6s remaining: 57.6s 412: learn: 0.4060362 test: 0.4226770 best: 0.4226770 (412) total: 19.6s remaining: 57.5s 413: learn: 0.4060362 test: 0.4226771 best: 0.4226770 (412) total: 19.6s remaining: 57.4s 414: learn: 0.4059591 test: 0.4226395 best: 0.4226395 (414) total: 19.7s remaining: 57.3s 415: learn: 0.4059478 test: 0.4226282 best: 0.4226282 (415) total: 19.7s remaining: 57.3s 416: learn: 0.4059396 test: 0.4226282 best: 0.4226282 (416) total: 19.8s remaining: 57.2s 417: learn: 0.4059335 test: 0.4226324 best: 0.4226282 (416) total: 19.8s remaining: 57.2s 418: learn: 0.4059077 test: 0.4226194 best: 0.4226194 (418) total: 19.8s remaining: 57.1s 419: learn: 0.4059073 test: 0.4226191 best: 0.4226191 (419) total: 19.9s remaining: 57s 420: learn: 0.4059030 test: 0.4226178 best: 0.4226178 (420) total: 19.9s remaining: 56.9s 421: learn: 0.4058976 test: 0.4226121 best: 0.4226121 (421) total: 20s remaining: 56.9s 422: learn: 0.4058292 test: 0.4225776 best: 0.4225776 (422) total: 20s remaining: 56.8s 423: learn: 0.4057212 test: 0.4224796 best: 0.4224796 (423) total: 20s remaining: 56.8s 424: learn: 0.4057185 test: 0.4224767 best: 0.4224767 (424) total: 20.1s remaining: 56.7s 425: learn: 0.4056483 test: 0.4224329 best: 0.4224329 (425) total: 20.1s remaining: 56.7s 426: learn: 0.4055953 test: 0.4224145 best: 0.4224145 (426) total: 20.2s remaining: 56.7s 427: learn: 0.4055180 test: 0.4223787 best: 0.4223787 (427) total: 20.2s remaining: 56.6s 428: learn: 0.4054741 test: 0.4223757 best: 0.4223757 (428) total: 20.3s remaining: 56.5s 429: learn: 0.4054702 test: 0.4223768 best: 0.4223757 (428) total: 20.3s remaining: 56.5s 430: learn: 0.4053053 test: 0.4221499 best: 0.4221499 (430) total: 20.4s remaining: 56.4s 431: learn: 0.4052158 test: 0.4221582 best: 0.4221499 (430) total: 20.4s remaining: 56.4s 432: learn: 0.4051994 test: 0.4221474 best: 0.4221474 (432) total: 20.5s remaining: 56.3s 433: learn: 0.4051969 test: 0.4221478 best: 0.4221474 (432) total: 20.5s remaining: 56.3s 434: learn: 0.4051223 test: 0.4220932 best: 0.4220932 (434) total: 20.6s remaining: 56.3s 435: learn: 0.4051199 test: 0.4220963 best: 0.4220932 (434) total: 20.6s remaining: 56.2s 436: learn: 0.4051062 test: 0.4221019 best: 0.4220932 (434) total: 20.7s remaining: 56.2s 437: learn: 0.4050904 test: 0.4220777 best: 0.4220777 (437) total: 20.7s remaining: 56.2s 438: learn: 0.4050172 test: 0.4220186 best: 0.4220186 (438) total: 20.8s remaining: 56.1s 439: learn: 0.4050012 test: 0.4220157 best: 0.4220157 (439) total: 20.8s remaining: 56.1s 440: learn: 0.4048866 test: 0.4219019 best: 0.4219019 (440) total: 20.9s remaining: 56s 441: learn: 0.4048669 test: 0.4218828 best: 0.4218828 (441) total: 20.9s remaining: 55.9s 442: learn: 0.4048624 test: 0.4218851 best: 0.4218828 (441) total: 20.9s remaining: 55.9s 443: learn: 0.4047948 test: 0.4218811 best: 0.4218811 (443) total: 21s remaining: 55.8s 444: learn: 0.4047889 test: 0.4218837 best: 0.4218811 (443) total: 21s remaining: 55.8s 445: learn: 0.4047707 test: 0.4218775 best: 0.4218775 (445) total: 21.1s remaining: 55.7s 446: learn: 0.4047682 test: 0.4218767 best: 0.4218767 (446) total: 21.1s remaining: 55.7s 447: learn: 0.4047596 test: 0.4218383 best: 0.4218383 (447) total: 21.2s remaining: 55.7s 448: learn: 0.4047287 test: 0.4217904 best: 0.4217904 (448) total: 21.2s remaining: 55.6s 449: learn: 0.4047249 test: 0.4217859 best: 0.4217859 (449) total: 21.3s remaining: 55.6s 450: learn: 0.4047212 test: 0.4217829 best: 0.4217829 (450) total: 21.4s remaining: 55.6s 451: learn: 0.4047100 test: 0.4217693 best: 0.4217693 (451) total: 21.4s remaining: 55.6s 452: learn: 0.4046834 test: 0.4217683 best: 0.4217683 (452) total: 21.5s remaining: 55.5s 453: learn: 0.4046801 test: 0.4217160 best: 0.4217160 (453) total: 21.5s remaining: 55.5s 454: learn: 0.4046671 test: 0.4217168 best: 0.4217160 (453) total: 21.5s remaining: 55.4s 455: learn: 0.4046410 test: 0.4217019 best: 0.4217019 (455) total: 21.6s remaining: 55.4s 456: learn: 0.4046045 test: 0.4216762 best: 0.4216762 (456) total: 21.6s remaining: 55.3s 457: learn: 0.4046029 test: 0.4216745 best: 0.4216745 (457) total: 21.7s remaining: 55.3s 458: learn: 0.4045922 test: 0.4216639 best: 0.4216639 (458) total: 21.7s remaining: 55.2s 459: learn: 0.4045688 test: 0.4216471 best: 0.4216471 (459) total: 21.8s remaining: 55.2s 460: learn: 0.4045682 test: 0.4216469 best: 0.4216469 (460) total: 21.8s remaining: 55.1s 461: learn: 0.4044824 test: 0.4215652 best: 0.4215652 (461) total: 21.9s remaining: 55.1s 462: learn: 0.4044211 test: 0.4215394 best: 0.4215394 (462) total: 21.9s remaining: 55s 463: learn: 0.4044108 test: 0.4215299 best: 0.4215299 (463) total: 22s remaining: 55s 464: learn: 0.4043495 test: 0.4214869 best: 0.4214869 (464) total: 22s remaining: 54.9s 465: learn: 0.4043429 test: 0.4214851 best: 0.4214851 (465) total: 22.1s remaining: 54.9s 466: learn: 0.4043192 test: 0.4214854 best: 0.4214851 (465) total: 22.1s remaining: 54.8s 467: learn: 0.4042821 test: 0.4214570 best: 0.4214570 (467) total: 22.2s remaining: 54.8s 468: learn: 0.4042784 test: 0.4214579 best: 0.4214570 (467) total: 22.2s remaining: 54.7s 469: learn: 0.4042763 test: 0.4214543 best: 0.4214543 (469) total: 22.3s remaining: 54.7s 470: learn: 0.4042105 test: 0.4213924 best: 0.4213924 (470) total: 22.3s remaining: 54.7s 471: learn: 0.4042060 test: 0.4213915 best: 0.4213915 (471) total: 22.4s remaining: 54.6s 472: learn: 0.4041266 test: 0.4213742 best: 0.4213742 (472) total: 22.4s remaining: 54.6s 473: learn: 0.4041234 test: 0.4213725 best: 0.4213725 (473) total: 22.5s remaining: 54.6s 474: learn: 0.4041215 test: 0.4213694 best: 0.4213694 (474) total: 22.5s remaining: 54.5s 475: learn: 0.4041205 test: 0.4213681 best: 0.4213681 (475) total: 22.6s remaining: 54.5s 476: learn: 0.4041199 test: 0.4213680 best: 0.4213680 (476) total: 22.6s remaining: 54.4s 477: learn: 0.4041074 test: 0.4213792 best: 0.4213680 (476) total: 22.7s remaining: 54.4s 478: learn: 0.4041031 test: 0.4213783 best: 0.4213680 (476) total: 22.7s remaining: 54.3s 479: learn: 0.4040924 test: 0.4213758 best: 0.4213680 (476) total: 22.7s remaining: 54.3s 480: learn: 0.4040806 test: 0.4213729 best: 0.4213680 (476) total: 22.8s remaining: 54.2s 481: learn: 0.4040766 test: 0.4213655 best: 0.4213655 (481) total: 22.8s remaining: 54.2s 482: learn: 0.4040752 test: 0.4213673 best: 0.4213655 (481) total: 22.9s remaining: 54.1s 483: learn: 0.4039815 test: 0.4213538 best: 0.4213538 (483) total: 22.9s remaining: 54.1s 484: learn: 0.4039525 test: 0.4213495 best: 0.4213495 (484) total: 23s remaining: 54s 485: learn: 0.4039509 test: 0.4213493 best: 0.4213493 (485) total: 23s remaining: 54s 486: learn: 0.4039491 test: 0.4213518 best: 0.4213493 (485) total: 23.1s remaining: 54s 487: learn: 0.4039490 test: 0.4213517 best: 0.4213493 (485) total: 23.1s remaining: 53.9s 488: learn: 0.4039470 test: 0.4213521 best: 0.4213493 (485) total: 23.2s remaining: 53.9s 489: learn: 0.4039299 test: 0.4213626 best: 0.4213493 (485) total: 23.2s remaining: 53.8s 490: learn: 0.4039270 test: 0.4213624 best: 0.4213493 (485) total: 23.3s remaining: 53.8s 491: learn: 0.4039251 test: 0.4213612 best: 0.4213493 (485) total: 23.3s remaining: 53.7s 492: learn: 0.4039232 test: 0.4213611 best: 0.4213493 (485) total: 23.4s remaining: 53.7s 493: learn: 0.4039221 test: 0.4213609 best: 0.4213493 (485) total: 23.4s remaining: 53.6s 494: learn: 0.4039118 test: 0.4213539 best: 0.4213493 (485) total: 23.5s remaining: 53.6s 495: learn: 0.4039002 test: 0.4213642 best: 0.4213493 (485) total: 23.5s remaining: 53.6s 496: learn: 0.4037742 test: 0.4213321 best: 0.4213321 (496) total: 23.6s remaining: 53.5s 497: learn: 0.4037739 test: 0.4213319 best: 0.4213319 (497) total: 23.6s remaining: 53.5s 498: learn: 0.4037655 test: 0.4213300 best: 0.4213300 (498) total: 23.7s remaining: 53.4s 499: learn: 0.4037630 test: 0.4213274 best: 0.4213274 (499) total: 23.7s remaining: 53.4s 500: learn: 0.4037545 test: 0.4213193 best: 0.4213193 (500) total: 23.8s remaining: 53.4s 501: learn: 0.4037382 test: 0.4213330 best: 0.4213193 (500) total: 23.8s remaining: 53.3s 502: learn: 0.4037347 test: 0.4213311 best: 0.4213193 (500) total: 23.9s remaining: 53.2s 503: learn: 0.4037264 test: 0.4213300 best: 0.4213193 (500) total: 23.9s remaining: 53.2s 504: learn: 0.4035439 test: 0.4211070 best: 0.4211070 (504) total: 24s remaining: 53.1s 505: learn: 0.4035277 test: 0.4211047 best: 0.4211047 (505) total: 24s remaining: 53.1s 506: learn: 0.4035086 test: 0.4210949 best: 0.4210949 (506) total: 24.1s remaining: 53s 507: learn: 0.4035077 test: 0.4210939 best: 0.4210939 (507) total: 24.1s remaining: 53s 508: learn: 0.4034505 test: 0.4210695 best: 0.4210695 (508) total: 24.2s remaining: 53s 509: learn: 0.4034209 test: 0.4210424 best: 0.4210424 (509) total: 24.2s remaining: 52.9s 510: learn: 0.4033739 test: 0.4210183 best: 0.4210183 (510) total: 24.3s remaining: 52.9s 511: learn: 0.4033649 test: 0.4210116 best: 0.4210116 (511) total: 24.3s remaining: 52.8s 512: learn: 0.4033454 test: 0.4209951 best: 0.4209951 (512) total: 24.4s remaining: 52.8s 513: learn: 0.4033144 test: 0.4209953 best: 0.4209951 (512) total: 24.4s remaining: 52.7s 514: learn: 0.4032045 test: 0.4208964 best: 0.4208964 (514) total: 24.5s remaining: 52.7s 515: learn: 0.4032040 test: 0.4208960 best: 0.4208960 (515) total: 24.5s remaining: 52.7s 516: learn: 0.4031548 test: 0.4208584 best: 0.4208584 (516) total: 24.6s remaining: 52.6s 517: learn: 0.4031545 test: 0.4208584 best: 0.4208584 (517) total: 24.6s remaining: 52.6s 518: learn: 0.4031534 test: 0.4208563 best: 0.4208563 (518) total: 24.7s remaining: 52.5s 519: learn: 0.4031493 test: 0.4208557 best: 0.4208557 (519) total: 24.7s remaining: 52.5s 520: learn: 0.4031461 test: 0.4208554 best: 0.4208554 (520) total: 24.8s remaining: 52.5s 521: learn: 0.4031170 test: 0.4208263 best: 0.4208263 (521) total: 24.8s remaining: 52.4s 522: learn: 0.4030777 test: 0.4208154 best: 0.4208154 (522) total: 24.9s remaining: 52.4s 523: learn: 0.4030760 test: 0.4208150 best: 0.4208150 (523) total: 24.9s remaining: 52.3s 524: learn: 0.4030750 test: 0.4208151 best: 0.4208150 (523) total: 25s remaining: 52.3s 525: learn: 0.4030748 test: 0.4208150 best: 0.4208150 (525) total: 25s remaining: 52.3s 526: learn: 0.4030741 test: 0.4208146 best: 0.4208146 (526) total: 25.1s remaining: 52.2s 527: learn: 0.4030183 test: 0.4207730 best: 0.4207730 (527) total: 25.1s remaining: 52.2s 528: learn: 0.4029746 test: 0.4207616 best: 0.4207616 (528) total: 25.2s remaining: 52.1s 529: learn: 0.4029693 test: 0.4207606 best: 0.4207606 (529) total: 25.2s remaining: 52.1s 530: learn: 0.4029660 test: 0.4207709 best: 0.4207606 (529) total: 25.3s remaining: 52s 531: learn: 0.4029527 test: 0.4207636 best: 0.4207606 (529) total: 25.3s remaining: 52s 532: learn: 0.4029426 test: 0.4207649 best: 0.4207606 (529) total: 25.4s remaining: 52s 533: learn: 0.4029271 test: 0.4207535 best: 0.4207535 (533) total: 25.4s remaining: 51.9s 534: learn: 0.4029254 test: 0.4207530 best: 0.4207530 (534) total: 25.5s remaining: 51.9s 535: learn: 0.4029250 test: 0.4207543 best: 0.4207530 (534) total: 25.5s remaining: 51.8s 536: learn: 0.4029230 test: 0.4207529 best: 0.4207529 (536) total: 25.5s remaining: 51.8s 537: learn: 0.4028928 test: 0.4207367 best: 0.4207367 (537) total: 25.6s remaining: 51.7s 538: learn: 0.4028919 test: 0.4207369 best: 0.4207367 (537) total: 25.6s remaining: 51.7s 539: learn: 0.4028183 test: 0.4206674 best: 0.4206674 (539) total: 25.7s remaining: 51.6s 540: learn: 0.4028179 test: 0.4206677 best: 0.4206674 (539) total: 25.7s remaining: 51.6s 541: learn: 0.4028178 test: 0.4206681 best: 0.4206674 (539) total: 25.8s remaining: 51.5s 542: learn: 0.4028145 test: 0.4206663 best: 0.4206663 (542) total: 25.8s remaining: 51.5s 543: learn: 0.4028131 test: 0.4206677 best: 0.4206663 (542) total: 25.9s remaining: 51.4s 544: learn: 0.4028121 test: 0.4206678 best: 0.4206663 (542) total: 25.9s remaining: 51.4s 545: learn: 0.4028120 test: 0.4206678 best: 0.4206663 (542) total: 26s remaining: 51.3s 546: learn: 0.4028065 test: 0.4206651 best: 0.4206651 (546) total: 26s remaining: 51.3s 547: learn: 0.4028065 test: 0.4206651 best: 0.4206651 (546) total: 26.1s remaining: 51.2s 548: learn: 0.4028062 test: 0.4206652 best: 0.4206651 (546) total: 26.1s remaining: 51.2s 549: learn: 0.4028042 test: 0.4206654 best: 0.4206651 (546) total: 26.2s remaining: 51.1s 550: learn: 0.4028029 test: 0.4206656 best: 0.4206651 (546) total: 26.2s remaining: 51s 551: learn: 0.4028018 test: 0.4206656 best: 0.4206651 (546) total: 26.2s remaining: 51s 552: learn: 0.4027993 test: 0.4206656 best: 0.4206651 (546) total: 26.3s remaining: 50.9s 553: learn: 0.4027955 test: 0.4206191 best: 0.4206191 (553) total: 26.3s remaining: 50.9s 554: learn: 0.4027945 test: 0.4206190 best: 0.4206190 (554) total: 26.3s remaining: 50.8s 555: learn: 0.4027635 test: 0.4206079 best: 0.4206079 (555) total: 26.4s remaining: 50.7s 556: learn: 0.4027628 test: 0.4206082 best: 0.4206079 (555) total: 26.4s remaining: 50.7s 557: learn: 0.4027482 test: 0.4206049 best: 0.4206049 (557) total: 26.5s remaining: 50.6s 558: learn: 0.4027396 test: 0.4205977 best: 0.4205977 (558) total: 26.5s remaining: 50.6s 559: learn: 0.4027291 test: 0.4205983 best: 0.4205977 (558) total: 26.6s remaining: 50.5s 560: learn: 0.4026840 test: 0.4205660 best: 0.4205660 (560) total: 26.6s remaining: 50.4s 561: learn: 0.4026839 test: 0.4205660 best: 0.4205660 (560) total: 26.6s remaining: 50.4s 562: learn: 0.4026488 test: 0.4205715 best: 0.4205660 (560) total: 26.7s remaining: 50.3s 563: learn: 0.4025990 test: 0.4205597 best: 0.4205597 (563) total: 26.7s remaining: 50.2s 564: learn: 0.4025938 test: 0.4205625 best: 0.4205597 (563) total: 26.7s remaining: 50.2s 565: learn: 0.4025821 test: 0.4205562 best: 0.4205562 (565) total: 26.8s remaining: 50.1s 566: learn: 0.4025813 test: 0.4205561 best: 0.4205561 (566) total: 26.8s remaining: 50s 567: learn: 0.4025775 test: 0.4205557 best: 0.4205557 (567) total: 26.9s remaining: 50s 568: learn: 0.4025255 test: 0.4204890 best: 0.4204890 (568) total: 26.9s remaining: 49.9s 569: learn: 0.4025224 test: 0.4204886 best: 0.4204886 (569) total: 26.9s remaining: 49.9s 570: learn: 0.4025220 test: 0.4204885 best: 0.4204885 (570) total: 27s remaining: 49.8s 571: learn: 0.4024622 test: 0.4204669 best: 0.4204669 (571) total: 27.1s remaining: 49.8s 572: learn: 0.4024373 test: 0.4204671 best: 0.4204669 (571) total: 27.1s remaining: 49.8s 573: learn: 0.4024260 test: 0.4204637 best: 0.4204637 (573) total: 27.2s remaining: 49.7s 574: learn: 0.4023637 test: 0.4203786 best: 0.4203786 (574) total: 27.2s remaining: 49.7s 575: learn: 0.4023556 test: 0.4203473 best: 0.4203473 (575) total: 27.3s remaining: 49.7s 576: learn: 0.4023298 test: 0.4203519 best: 0.4203473 (575) total: 27.3s remaining: 49.6s 577: learn: 0.4023077 test: 0.4203505 best: 0.4203473 (575) total: 27.4s remaining: 49.6s 578: learn: 0.4022594 test: 0.4203049 best: 0.4203049 (578) total: 27.4s remaining: 49.5s 579: learn: 0.4022592 test: 0.4203049 best: 0.4203049 (578) total: 27.5s remaining: 49.5s 580: learn: 0.4022590 test: 0.4203049 best: 0.4203049 (580) total: 27.5s remaining: 49.4s 581: learn: 0.4022354 test: 0.4202866 best: 0.4202866 (581) total: 27.6s remaining: 49.4s 582: learn: 0.4022340 test: 0.4202855 best: 0.4202855 (582) total: 27.6s remaining: 49.3s 583: learn: 0.4021677 test: 0.4202702 best: 0.4202702 (583) total: 27.6s remaining: 49.3s 584: learn: 0.4021375 test: 0.4202622 best: 0.4202622 (584) total: 27.7s remaining: 49.2s 585: learn: 0.4021325 test: 0.4202565 best: 0.4202565 (585) total: 27.7s remaining: 49.2s 586: learn: 0.4021321 test: 0.4202565 best: 0.4202565 (585) total: 27.8s remaining: 49.1s 587: learn: 0.4021016 test: 0.4202304 best: 0.4202304 (587) total: 27.8s remaining: 49.1s 588: learn: 0.4021000 test: 0.4202324 best: 0.4202304 (587) total: 27.9s remaining: 49s 589: learn: 0.4021000 test: 0.4202325 best: 0.4202304 (587) total: 27.9s remaining: 49s 590: learn: 0.4020015 test: 0.4201460 best: 0.4201460 (590) total: 28s remaining: 48.9s 591: learn: 0.4019798 test: 0.4201384 best: 0.4201384 (591) total: 28s remaining: 48.8s 592: learn: 0.4018939 test: 0.4200927 best: 0.4200927 (592) total: 28s remaining: 48.8s 593: learn: 0.4018561 test: 0.4200377 best: 0.4200377 (593) total: 28.1s remaining: 48.7s 594: learn: 0.4018554 test: 0.4200368 best: 0.4200368 (594) total: 28.1s remaining: 48.7s 595: learn: 0.4018459 test: 0.4200390 best: 0.4200368 (594) total: 28.2s remaining: 48.7s 596: learn: 0.4018436 test: 0.4200078 best: 0.4200078 (596) total: 28.2s remaining: 48.6s 597: learn: 0.4018433 test: 0.4200064 best: 0.4200064 (597) total: 28.3s remaining: 48.6s 598: learn: 0.4018251 test: 0.4200054 best: 0.4200054 (598) total: 28.3s remaining: 48.5s 599: learn: 0.4018245 test: 0.4200054 best: 0.4200054 (599) total: 28.4s remaining: 48.5s 600: learn: 0.4018208 test: 0.4200031 best: 0.4200031 (600) total: 28.4s remaining: 48.4s 601: learn: 0.4017957 test: 0.4199908 best: 0.4199908 (601) total: 28.4s remaining: 48.3s 602: learn: 0.4017244 test: 0.4199675 best: 0.4199675 (602) total: 28.5s remaining: 48.3s 603: learn: 0.4017238 test: 0.4199671 best: 0.4199671 (603) total: 28.5s remaining: 48.2s 604: learn: 0.4017238 test: 0.4199670 best: 0.4199670 (604) total: 28.6s remaining: 48.2s 605: learn: 0.4017235 test: 0.4199657 best: 0.4199657 (605) total: 28.6s remaining: 48.1s 606: learn: 0.4017227 test: 0.4199667 best: 0.4199657 (605) total: 28.6s remaining: 48s 607: learn: 0.4017052 test: 0.4199603 best: 0.4199603 (607) total: 28.7s remaining: 48s 608: learn: 0.4016013 test: 0.4198535 best: 0.4198535 (608) total: 28.7s remaining: 47.9s 609: learn: 0.4016005 test: 0.4198523 best: 0.4198523 (609) total: 28.8s remaining: 47.9s 610: learn: 0.4015339 test: 0.4197818 best: 0.4197818 (610) total: 28.8s remaining: 47.8s 611: learn: 0.4015335 test: 0.4197818 best: 0.4197818 (611) total: 28.9s remaining: 47.8s 612: learn: 0.4015297 test: 0.4197839 best: 0.4197818 (611) total: 28.9s remaining: 47.7s 613: learn: 0.4015093 test: 0.4197848 best: 0.4197818 (611) total: 28.9s remaining: 47.7s 614: learn: 0.4014239 test: 0.4197331 best: 0.4197331 (614) total: 29s remaining: 47.6s 615: learn: 0.4014227 test: 0.4197314 best: 0.4197314 (615) total: 29s remaining: 47.6s 616: learn: 0.4014219 test: 0.4197299 best: 0.4197299 (616) total: 29.1s remaining: 47.5s 617: learn: 0.4014184 test: 0.4197249 best: 0.4197249 (617) total: 29.1s remaining: 47.5s 618: learn: 0.4013766 test: 0.4197020 best: 0.4197020 (618) total: 29.2s remaining: 47.4s 619: learn: 0.4013663 test: 0.4197135 best: 0.4197020 (618) total: 29.2s remaining: 47.4s 620: learn: 0.4013659 test: 0.4197134 best: 0.4197020 (618) total: 29.3s remaining: 47.3s 621: learn: 0.4013653 test: 0.4197125 best: 0.4197020 (618) total: 29.3s remaining: 47.3s 622: learn: 0.4013190 test: 0.4197058 best: 0.4197020 (618) total: 29.4s remaining: 47.3s 623: learn: 0.4013187 test: 0.4197058 best: 0.4197020 (618) total: 29.4s remaining: 47.2s 624: learn: 0.4012583 test: 0.4197143 best: 0.4197020 (618) total: 29.5s remaining: 47.2s 625: learn: 0.4012415 test: 0.4197069 best: 0.4197020 (618) total: 29.5s remaining: 47.1s 626: learn: 0.4012411 test: 0.4197070 best: 0.4197020 (618) total: 29.6s remaining: 47.1s 627: learn: 0.4012360 test: 0.4196762 best: 0.4196762 (627) total: 29.6s remaining: 47s 628: learn: 0.4012332 test: 0.4196792 best: 0.4196762 (627) total: 29.6s remaining: 46.9s 629: learn: 0.4012293 test: 0.4196608 best: 0.4196608 (629) total: 29.7s remaining: 46.9s 630: learn: 0.4012290 test: 0.4196608 best: 0.4196608 (630) total: 29.7s remaining: 46.8s 631: learn: 0.4012131 test: 0.4196656 best: 0.4196608 (630) total: 29.8s remaining: 46.8s 632: learn: 0.4012128 test: 0.4196642 best: 0.4196608 (630) total: 29.8s remaining: 46.8s 633: learn: 0.4011460 test: 0.4196117 best: 0.4196117 (633) total: 29.9s remaining: 46.7s 634: learn: 0.4011455 test: 0.4196116 best: 0.4196116 (634) total: 30s remaining: 46.7s 635: learn: 0.4011233 test: 0.4195987 best: 0.4195987 (635) total: 30s remaining: 46.7s 636: learn: 0.4011226 test: 0.4195989 best: 0.4195987 (635) total: 30.1s remaining: 46.6s 637: learn: 0.4011225 test: 0.4195991 best: 0.4195987 (635) total: 30.1s remaining: 46.6s 638: learn: 0.4010970 test: 0.4195841 best: 0.4195841 (638) total: 30.2s remaining: 46.6s 639: learn: 0.4010963 test: 0.4195820 best: 0.4195820 (639) total: 30.2s remaining: 46.5s 640: learn: 0.4010960 test: 0.4195813 best: 0.4195813 (640) total: 30.3s remaining: 46.5s 641: learn: 0.4010932 test: 0.4195790 best: 0.4195790 (641) total: 30.3s remaining: 46.4s 642: learn: 0.4010924 test: 0.4195795 best: 0.4195790 (641) total: 30.3s remaining: 46.3s 643: learn: 0.4010922 test: 0.4195797 best: 0.4195790 (641) total: 30.4s remaining: 46.3s 644: learn: 0.4010575 test: 0.4195527 best: 0.4195527 (644) total: 30.4s remaining: 46.2s 645: learn: 0.4010572 test: 0.4195527 best: 0.4195527 (645) total: 30.5s remaining: 46.2s 646: learn: 0.4010569 test: 0.4195526 best: 0.4195526 (646) total: 30.5s remaining: 46.1s 647: learn: 0.4010531 test: 0.4195481 best: 0.4195481 (647) total: 30.6s remaining: 46.1s 648: learn: 0.4010502 test: 0.4195488 best: 0.4195481 (647) total: 30.6s remaining: 46s 649: learn: 0.4010476 test: 0.4195483 best: 0.4195481 (647) total: 30.6s remaining: 46s 650: learn: 0.4010441 test: 0.4195470 best: 0.4195470 (650) total: 30.7s remaining: 45.9s 651: learn: 0.4010431 test: 0.4195462 best: 0.4195462 (651) total: 30.7s remaining: 45.8s 652: learn: 0.4010430 test: 0.4195462 best: 0.4195462 (651) total: 30.8s remaining: 45.8s 653: learn: 0.4010100 test: 0.4194853 best: 0.4194853 (653) total: 30.8s remaining: 45.7s 654: learn: 0.4009992 test: 0.4194835 best: 0.4194835 (654) total: 30.8s remaining: 45.7s 655: learn: 0.4009489 test: 0.4194351 best: 0.4194351 (655) total: 30.9s remaining: 45.6s 656: learn: 0.4009313 test: 0.4194359 best: 0.4194351 (655) total: 30.9s remaining: 45.6s 657: learn: 0.4009226 test: 0.4194397 best: 0.4194351 (655) total: 31s remaining: 45.5s 658: learn: 0.4009185 test: 0.4194424 best: 0.4194351 (655) total: 31s remaining: 45.5s 659: learn: 0.4009143 test: 0.4194421 best: 0.4194351 (655) total: 31.1s remaining: 45.4s 660: learn: 0.4009058 test: 0.4194193 best: 0.4194193 (660) total: 31.1s remaining: 45.4s 661: learn: 0.4009018 test: 0.4194147 best: 0.4194147 (661) total: 31.2s remaining: 45.3s 662: learn: 0.4008461 test: 0.4194021 best: 0.4194021 (662) total: 31.2s remaining: 45.3s 663: learn: 0.4008236 test: 0.4194009 best: 0.4194009 (663) total: 31.3s remaining: 45.3s 664: learn: 0.4008058 test: 0.4193899 best: 0.4193899 (664) total: 31.3s remaining: 45.2s 665: learn: 0.4008012 test: 0.4193902 best: 0.4193899 (664) total: 31.4s remaining: 45.2s 666: learn: 0.4008010 test: 0.4193901 best: 0.4193899 (664) total: 31.4s remaining: 45.1s 667: learn: 0.4008009 test: 0.4193903 best: 0.4193899 (664) total: 31.4s remaining: 45s 668: learn: 0.4008007 test: 0.4193902 best: 0.4193899 (664) total: 31.5s remaining: 45s 669: learn: 0.4007480 test: 0.4193702 best: 0.4193702 (669) total: 31.5s remaining: 44.9s 670: learn: 0.4007476 test: 0.4193703 best: 0.4193702 (669) total: 31.6s remaining: 44.9s 671: learn: 0.4007398 test: 0.4193724 best: 0.4193702 (669) total: 31.6s remaining: 44.8s 672: learn: 0.4007397 test: 0.4193724 best: 0.4193702 (669) total: 31.7s remaining: 44.8s 673: learn: 0.4007392 test: 0.4193723 best: 0.4193702 (669) total: 31.7s remaining: 44.7s 674: learn: 0.4007378 test: 0.4193716 best: 0.4193702 (669) total: 31.7s remaining: 44.7s 675: learn: 0.4007256 test: 0.4193657 best: 0.4193657 (675) total: 31.8s remaining: 44.6s 676: learn: 0.4007237 test: 0.4193692 best: 0.4193657 (675) total: 31.8s remaining: 44.6s 677: learn: 0.4007213 test: 0.4193708 best: 0.4193657 (675) total: 31.9s remaining: 44.5s 678: learn: 0.4007027 test: 0.4193497 best: 0.4193497 (678) total: 31.9s remaining: 44.4s 679: learn: 0.4007016 test: 0.4193496 best: 0.4193496 (679) total: 31.9s remaining: 44.4s 680: learn: 0.4006257 test: 0.4192774 best: 0.4192774 (680) total: 32s remaining: 44.4s 681: learn: 0.4006241 test: 0.4192763 best: 0.4192763 (681) total: 32s remaining: 44.3s 682: learn: 0.4006240 test: 0.4192763 best: 0.4192763 (681) total: 32.1s remaining: 44.2s 683: learn: 0.4005635 test: 0.4192307 best: 0.4192307 (683) total: 32.1s remaining: 44.2s 684: learn: 0.4005337 test: 0.4192257 best: 0.4192257 (684) total: 32.2s remaining: 44.2s 685: learn: 0.4005235 test: 0.4192265 best: 0.4192257 (684) total: 32.2s remaining: 44.1s 686: learn: 0.4005223 test: 0.4192297 best: 0.4192257 (684) total: 32.3s remaining: 44.1s 687: learn: 0.4005186 test: 0.4192270 best: 0.4192257 (684) total: 32.3s remaining: 44s 688: learn: 0.4005177 test: 0.4192270 best: 0.4192257 (684) total: 32.4s remaining: 44s 689: learn: 0.4005175 test: 0.4192271 best: 0.4192257 (684) total: 32.4s remaining: 43.9s 690: learn: 0.4004780 test: 0.4191713 best: 0.4191713 (690) total: 32.5s remaining: 43.9s 691: learn: 0.4004778 test: 0.4191713 best: 0.4191713 (691) total: 32.5s remaining: 43.8s 692: learn: 0.4004570 test: 0.4191716 best: 0.4191713 (691) total: 32.5s remaining: 43.8s 693: learn: 0.4004488 test: 0.4191675 best: 0.4191675 (693) total: 32.6s remaining: 43.7s 694: learn: 0.4004486 test: 0.4191673 best: 0.4191673 (694) total: 32.6s remaining: 43.7s 695: learn: 0.4004384 test: 0.4191629 best: 0.4191629 (695) total: 32.7s remaining: 43.6s 696: learn: 0.4004319 test: 0.4191581 best: 0.4191581 (696) total: 32.7s remaining: 43.6s 697: learn: 0.4003677 test: 0.4191134 best: 0.4191134 (697) total: 32.8s remaining: 43.5s 698: learn: 0.4003644 test: 0.4191126 best: 0.4191126 (698) total: 32.8s remaining: 43.5s 699: learn: 0.4003512 test: 0.4191104 best: 0.4191104 (699) total: 32.9s remaining: 43.4s 700: learn: 0.4003405 test: 0.4190949 best: 0.4190949 (700) total: 32.9s remaining: 43.4s 701: learn: 0.4003404 test: 0.4190949 best: 0.4190949 (700) total: 32.9s remaining: 43.3s 702: learn: 0.4002642 test: 0.4190966 best: 0.4190949 (700) total: 33s remaining: 43.3s 703: learn: 0.4002007 test: 0.4190578 best: 0.4190578 (703) total: 33s remaining: 43.2s 704: learn: 0.4002004 test: 0.4190576 best: 0.4190576 (704) total: 33.1s remaining: 43.2s 705: learn: 0.4001538 test: 0.4190477 best: 0.4190477 (705) total: 33.1s remaining: 43.1s 706: learn: 0.4001416 test: 0.4190350 best: 0.4190350 (706) total: 33.2s remaining: 43.1s 707: learn: 0.4001406 test: 0.4190350 best: 0.4190350 (707) total: 33.2s remaining: 43s 708: learn: 0.4001373 test: 0.4190339 best: 0.4190339 (708) total: 33.3s remaining: 43s 709: learn: 0.4001362 test: 0.4190342 best: 0.4190339 (708) total: 33.3s remaining: 42.9s 710: learn: 0.4001308 test: 0.4190342 best: 0.4190339 (708) total: 33.4s remaining: 42.9s 711: learn: 0.4001306 test: 0.4190342 best: 0.4190339 (708) total: 33.4s remaining: 42.8s 712: learn: 0.4001156 test: 0.4190420 best: 0.4190339 (708) total: 33.4s remaining: 42.8s 713: learn: 0.4001156 test: 0.4190420 best: 0.4190339 (708) total: 33.5s remaining: 42.7s 714: learn: 0.4001143 test: 0.4190412 best: 0.4190339 (708) total: 33.5s remaining: 42.7s 715: learn: 0.4001021 test: 0.4190434 best: 0.4190339 (708) total: 33.6s remaining: 42.6s 716: learn: 0.4000834 test: 0.4190374 best: 0.4190339 (708) total: 33.6s remaining: 42.6s 717: learn: 0.4000673 test: 0.4190243 best: 0.4190243 (717) total: 33.7s remaining: 42.5s 718: learn: 0.4000661 test: 0.4190236 best: 0.4190236 (718) total: 33.7s remaining: 42.5s 719: learn: 0.4000655 test: 0.4190241 best: 0.4190236 (718) total: 33.7s remaining: 42.4s 720: learn: 0.4000655 test: 0.4190241 best: 0.4190236 (718) total: 33.8s remaining: 42.4s 721: learn: 0.4000653 test: 0.4190241 best: 0.4190236 (718) total: 33.8s remaining: 42.3s 722: learn: 0.3999525 test: 0.4189567 best: 0.4189567 (722) total: 33.9s remaining: 42.3s 723: learn: 0.3998643 test: 0.4189261 best: 0.4189261 (723) total: 33.9s remaining: 42.2s 724: learn: 0.3998623 test: 0.4189270 best: 0.4189261 (723) total: 34s remaining: 42.2s 725: learn: 0.3998604 test: 0.4189264 best: 0.4189261 (723) total: 34s remaining: 42.1s 726: learn: 0.3997915 test: 0.4188985 best: 0.4188985 (726) total: 34.1s remaining: 42.1s 727: learn: 0.3997834 test: 0.4188772 best: 0.4188772 (727) total: 34.1s remaining: 42s 728: learn: 0.3997829 test: 0.4188772 best: 0.4188772 (727) total: 34.1s remaining: 42s 729: learn: 0.3997829 test: 0.4188773 best: 0.4188772 (727) total: 34.2s remaining: 41.9s 730: learn: 0.3997818 test: 0.4188772 best: 0.4188772 (727) total: 34.2s remaining: 41.9s 731: learn: 0.3997276 test: 0.4188511 best: 0.4188511 (731) total: 34.3s remaining: 41.8s 732: learn: 0.3996357 test: 0.4188358 best: 0.4188358 (732) total: 34.3s remaining: 41.8s 733: learn: 0.3995707 test: 0.4187685 best: 0.4187685 (733) total: 34.4s remaining: 41.7s 734: learn: 0.3995530 test: 0.4187765 best: 0.4187685 (733) total: 34.4s remaining: 41.7s 735: learn: 0.3995471 test: 0.4187761 best: 0.4187685 (733) total: 34.5s remaining: 41.6s 736: learn: 0.3995470 test: 0.4187761 best: 0.4187685 (733) total: 34.5s remaining: 41.6s 737: learn: 0.3995457 test: 0.4187762 best: 0.4187685 (733) total: 34.6s remaining: 41.5s 738: learn: 0.3995447 test: 0.4187762 best: 0.4187685 (733) total: 34.6s remaining: 41.5s 739: learn: 0.3995371 test: 0.4187813 best: 0.4187685 (733) total: 34.6s remaining: 41.4s 740: learn: 0.3994925 test: 0.4187547 best: 0.4187547 (740) total: 34.7s remaining: 41.4s 741: learn: 0.3994924 test: 0.4187548 best: 0.4187547 (740) total: 34.7s remaining: 41.3s 742: learn: 0.3994912 test: 0.4187551 best: 0.4187547 (740) total: 34.8s remaining: 41.3s 743: learn: 0.3994844 test: 0.4187579 best: 0.4187547 (740) total: 34.8s remaining: 41.2s 744: learn: 0.3994829 test: 0.4187579 best: 0.4187547 (740) total: 34.9s remaining: 41.2s 745: learn: 0.3994800 test: 0.4187579 best: 0.4187547 (740) total: 34.9s remaining: 41.1s 746: learn: 0.3994584 test: 0.4187560 best: 0.4187547 (740) total: 35s remaining: 41.1s 747: learn: 0.3994564 test: 0.4187576 best: 0.4187547 (740) total: 35s remaining: 41.1s 748: learn: 0.3994393 test: 0.4187551 best: 0.4187547 (740) total: 35.1s remaining: 41s 749: learn: 0.3994331 test: 0.4187549 best: 0.4187547 (740) total: 35.1s remaining: 41s 750: learn: 0.3994142 test: 0.4187425 best: 0.4187425 (750) total: 35.2s remaining: 40.9s 751: learn: 0.3994117 test: 0.4187185 best: 0.4187185 (751) total: 35.2s remaining: 40.9s 752: learn: 0.3993975 test: 0.4187153 best: 0.4187153 (752) total: 35.3s remaining: 40.9s 753: learn: 0.3993960 test: 0.4187151 best: 0.4187151 (753) total: 35.3s remaining: 40.8s 754: learn: 0.3993955 test: 0.4187151 best: 0.4187151 (754) total: 35.4s remaining: 40.8s 755: learn: 0.3993953 test: 0.4187150 best: 0.4187150 (755) total: 35.4s remaining: 40.7s 756: learn: 0.3993951 test: 0.4187149 best: 0.4187149 (756) total: 35.4s remaining: 40.6s 757: learn: 0.3993914 test: 0.4187150 best: 0.4187149 (756) total: 35.5s remaining: 40.6s 758: learn: 0.3993409 test: 0.4187069 best: 0.4187069 (758) total: 35.5s remaining: 40.5s 759: learn: 0.3993406 test: 0.4187069 best: 0.4187069 (758) total: 35.6s remaining: 40.5s 760: learn: 0.3993393 test: 0.4187073 best: 0.4187069 (758) total: 35.6s remaining: 40.4s 761: learn: 0.3993110 test: 0.4187087 best: 0.4187069 (758) total: 35.7s remaining: 40.4s 762: learn: 0.3993069 test: 0.4187057 best: 0.4187057 (762) total: 35.7s remaining: 40.3s 763: learn: 0.3992826 test: 0.4186964 best: 0.4186964 (763) total: 35.7s remaining: 40.3s 764: learn: 0.3992576 test: 0.4186684 best: 0.4186684 (764) total: 35.8s remaining: 40.2s 765: learn: 0.3992376 test: 0.4186702 best: 0.4186684 (764) total: 35.8s remaining: 40.2s 766: learn: 0.3992349 test: 0.4186681 best: 0.4186681 (766) total: 35.9s remaining: 40.1s 767: learn: 0.3992331 test: 0.4186662 best: 0.4186662 (767) total: 35.9s remaining: 40.1s 768: learn: 0.3992276 test: 0.4186707 best: 0.4186662 (767) total: 36s remaining: 40s 769: learn: 0.3992245 test: 0.4186712 best: 0.4186662 (767) total: 36s remaining: 40s 770: learn: 0.3990704 test: 0.4185500 best: 0.4185500 (770) total: 36.1s remaining: 40s 771: learn: 0.3990676 test: 0.4185516 best: 0.4185500 (770) total: 36.1s remaining: 39.9s 772: learn: 0.3989788 test: 0.4185226 best: 0.4185226 (772) total: 36.2s remaining: 39.9s 773: learn: 0.3989240 test: 0.4185111 best: 0.4185111 (773) total: 36.2s remaining: 39.8s 774: learn: 0.3989038 test: 0.4185058 best: 0.4185058 (774) total: 36.3s remaining: 39.8s 775: learn: 0.3989037 test: 0.4185059 best: 0.4185058 (774) total: 36.3s remaining: 39.7s 776: learn: 0.3988959 test: 0.4185062 best: 0.4185058 (774) total: 36.4s remaining: 39.7s 777: learn: 0.3988789 test: 0.4184783 best: 0.4184783 (777) total: 36.4s remaining: 39.6s 778: learn: 0.3988780 test: 0.4184786 best: 0.4184783 (777) total: 36.4s remaining: 39.6s 779: learn: 0.3988770 test: 0.4184787 best: 0.4184783 (777) total: 36.5s remaining: 39.5s 780: learn: 0.3988687 test: 0.4184761 best: 0.4184761 (780) total: 36.5s remaining: 39.5s 781: learn: 0.3988320 test: 0.4184467 best: 0.4184467 (781) total: 36.6s remaining: 39.5s 782: learn: 0.3988317 test: 0.4184460 best: 0.4184460 (782) total: 36.6s remaining: 39.4s 783: learn: 0.3987865 test: 0.4184419 best: 0.4184419 (783) total: 36.7s remaining: 39.4s 784: learn: 0.3987841 test: 0.4184406 best: 0.4184406 (784) total: 36.7s remaining: 39.3s 785: learn: 0.3987485 test: 0.4184274 best: 0.4184274 (785) total: 36.8s remaining: 39.3s 786: learn: 0.3987480 test: 0.4184268 best: 0.4184268 (786) total: 36.8s remaining: 39.2s 787: learn: 0.3987476 test: 0.4184272 best: 0.4184268 (786) total: 36.9s remaining: 39.2s 788: learn: 0.3987281 test: 0.4184307 best: 0.4184268 (786) total: 36.9s remaining: 39.1s 789: learn: 0.3987242 test: 0.4184323 best: 0.4184268 (786) total: 37s remaining: 39.1s 790: learn: 0.3987242 test: 0.4184321 best: 0.4184268 (786) total: 37s remaining: 39s 791: learn: 0.3987234 test: 0.4184322 best: 0.4184268 (786) total: 37.1s remaining: 39s 792: learn: 0.3987144 test: 0.4184300 best: 0.4184268 (786) total: 37.1s remaining: 38.9s 793: learn: 0.3987110 test: 0.4184192 best: 0.4184192 (793) total: 37.2s remaining: 38.9s 794: learn: 0.3987107 test: 0.4184193 best: 0.4184192 (793) total: 37.2s remaining: 38.9s 795: learn: 0.3987047 test: 0.4184191 best: 0.4184191 (795) total: 37.3s remaining: 38.8s 796: learn: 0.3986827 test: 0.4184164 best: 0.4184164 (796) total: 37.3s remaining: 38.8s 797: learn: 0.3985584 test: 0.4182880 best: 0.4182880 (797) total: 37.4s remaining: 38.8s 798: learn: 0.3985561 test: 0.4182870 best: 0.4182870 (798) total: 37.4s remaining: 38.7s 799: learn: 0.3985462 test: 0.4182868 best: 0.4182868 (799) total: 37.5s remaining: 38.6s 800: learn: 0.3985062 test: 0.4182585 best: 0.4182585 (800) total: 37.5s remaining: 38.6s 801: learn: 0.3985023 test: 0.4182583 best: 0.4182583 (801) total: 37.6s remaining: 38.6s 802: learn: 0.3985006 test: 0.4182617 best: 0.4182583 (801) total: 37.6s remaining: 38.5s 803: learn: 0.3983707 test: 0.4181294 best: 0.4181294 (803) total: 37.7s remaining: 38.5s 804: learn: 0.3983680 test: 0.4181304 best: 0.4181294 (803) total: 37.7s remaining: 38.4s 805: learn: 0.3983669 test: 0.4181306 best: 0.4181294 (803) total: 37.7s remaining: 38.4s 806: learn: 0.3983658 test: 0.4181306 best: 0.4181294 (803) total: 37.8s remaining: 38.3s 807: learn: 0.3983404 test: 0.4181184 best: 0.4181184 (807) total: 37.8s remaining: 38.3s 808: learn: 0.3983131 test: 0.4181191 best: 0.4181184 (807) total: 37.9s remaining: 38.2s 809: learn: 0.3982421 test: 0.4180640 best: 0.4180640 (809) total: 37.9s remaining: 38.2s 810: learn: 0.3982417 test: 0.4180640 best: 0.4180640 (809) total: 38s remaining: 38.1s 811: learn: 0.3982238 test: 0.4180446 best: 0.4180446 (811) total: 38s remaining: 38.1s 812: learn: 0.3982228 test: 0.4180459 best: 0.4180446 (811) total: 38.1s remaining: 38s 813: learn: 0.3981878 test: 0.4179883 best: 0.4179883 (813) total: 38.1s remaining: 38s 814: learn: 0.3981756 test: 0.4179697 best: 0.4179697 (814) total: 38.2s remaining: 37.9s 815: learn: 0.3981344 test: 0.4179582 best: 0.4179582 (815) total: 38.2s remaining: 37.9s 816: learn: 0.3981327 test: 0.4179586 best: 0.4179582 (815) total: 38.3s remaining: 37.8s 817: learn: 0.3981263 test: 0.4179584 best: 0.4179582 (815) total: 38.3s remaining: 37.8s 818: learn: 0.3981161 test: 0.4179580 best: 0.4179580 (818) total: 38.3s remaining: 37.7s 819: learn: 0.3981148 test: 0.4179574 best: 0.4179574 (819) total: 38.4s remaining: 37.7s 820: learn: 0.3981133 test: 0.4179581 best: 0.4179574 (819) total: 38.4s remaining: 37.6s 821: learn: 0.3981075 test: 0.4179585 best: 0.4179574 (819) total: 38.5s remaining: 37.6s 822: learn: 0.3981074 test: 0.4179585 best: 0.4179574 (819) total: 38.5s remaining: 37.5s 823: learn: 0.3980924 test: 0.4179638 best: 0.4179574 (819) total: 38.6s remaining: 37.5s 824: learn: 0.3980920 test: 0.4179636 best: 0.4179574 (819) total: 38.6s remaining: 37.4s 825: learn: 0.3980861 test: 0.4179635 best: 0.4179574 (819) total: 38.6s remaining: 37.4s 826: learn: 0.3980858 test: 0.4179634 best: 0.4179574 (819) total: 38.7s remaining: 37.3s 827: learn: 0.3980855 test: 0.4179632 best: 0.4179574 (819) total: 38.7s remaining: 37.3s 828: learn: 0.3980814 test: 0.4179630 best: 0.4179574 (819) total: 38.8s remaining: 37.2s 829: learn: 0.3980813 test: 0.4179631 best: 0.4179574 (819) total: 38.8s remaining: 37.2s 830: learn: 0.3980812 test: 0.4179631 best: 0.4179574 (819) total: 38.9s remaining: 37.1s 831: learn: 0.3980809 test: 0.4179637 best: 0.4179574 (819) total: 38.9s remaining: 37.1s 832: learn: 0.3980806 test: 0.4179637 best: 0.4179574 (819) total: 39s remaining: 37s 833: learn: 0.3980013 test: 0.4179617 best: 0.4179574 (819) total: 39s remaining: 37s 834: learn: 0.3980013 test: 0.4179618 best: 0.4179574 (819) total: 39s remaining: 36.9s 835: learn: 0.3979975 test: 0.4179616 best: 0.4179574 (819) total: 39.1s remaining: 36.9s 836: learn: 0.3979908 test: 0.4179679 best: 0.4179574 (819) total: 39.1s remaining: 36.8s 837: learn: 0.3979897 test: 0.4179680 best: 0.4179574 (819) total: 39.2s remaining: 36.8s 838: learn: 0.3979855 test: 0.4179679 best: 0.4179574 (819) total: 39.2s remaining: 36.8s 839: learn: 0.3979787 test: 0.4179771 best: 0.4179574 (819) total: 39.3s remaining: 36.7s 840: learn: 0.3979784 test: 0.4179769 best: 0.4179574 (819) total: 39.3s remaining: 36.7s 841: learn: 0.3979759 test: 0.4179766 best: 0.4179574 (819) total: 39.4s remaining: 36.6s 842: learn: 0.3978893 test: 0.4178814 best: 0.4178814 (842) total: 39.4s remaining: 36.6s 843: learn: 0.3978891 test: 0.4178822 best: 0.4178814 (842) total: 39.5s remaining: 36.5s 844: learn: 0.3978875 test: 0.4178821 best: 0.4178814 (842) total: 39.5s remaining: 36.5s 845: learn: 0.3978535 test: 0.4178426 best: 0.4178426 (845) total: 39.6s remaining: 36.4s 846: learn: 0.3978168 test: 0.4178021 best: 0.4178021 (846) total: 39.6s remaining: 36.4s 847: learn: 0.3978145 test: 0.4178013 best: 0.4178013 (847) total: 39.6s remaining: 36.3s 848: learn: 0.3977544 test: 0.4177590 best: 0.4177590 (848) total: 39.7s remaining: 36.3s 849: learn: 0.3977482 test: 0.4177622 best: 0.4177590 (848) total: 39.7s remaining: 36.2s 850: learn: 0.3977477 test: 0.4177617 best: 0.4177590 (848) total: 39.8s remaining: 36.2s 851: learn: 0.3977475 test: 0.4177618 best: 0.4177590 (848) total: 39.8s remaining: 36.1s 852: learn: 0.3977146 test: 0.4177087 best: 0.4177087 (852) total: 39.9s remaining: 36.1s 853: learn: 0.3977145 test: 0.4177087 best: 0.4177087 (852) total: 39.9s remaining: 36s 854: learn: 0.3977120 test: 0.4177087 best: 0.4177087 (854) total: 39.9s remaining: 36s 855: learn: 0.3976973 test: 0.4176967 best: 0.4176967 (855) total: 40s remaining: 35.9s 856: learn: 0.3976959 test: 0.4176984 best: 0.4176967 (855) total: 40s remaining: 35.9s 857: learn: 0.3976932 test: 0.4176992 best: 0.4176967 (855) total: 40.1s remaining: 35.8s 858: learn: 0.3976907 test: 0.4176992 best: 0.4176967 (855) total: 40.1s remaining: 35.8s 859: learn: 0.3976907 test: 0.4176992 best: 0.4176967 (855) total: 40.2s remaining: 35.7s 860: learn: 0.3976666 test: 0.4176706 best: 0.4176706 (860) total: 40.2s remaining: 35.7s 861: learn: 0.3976659 test: 0.4176705 best: 0.4176705 (861) total: 40.2s remaining: 35.6s 862: learn: 0.3975896 test: 0.4176059 best: 0.4176059 (862) total: 40.3s remaining: 35.6s 863: learn: 0.3975351 test: 0.4175928 best: 0.4175928 (863) total: 40.3s remaining: 35.5s 864: learn: 0.3975344 test: 0.4175923 best: 0.4175923 (864) total: 40.4s remaining: 35.5s 865: learn: 0.3974353 test: 0.4174768 best: 0.4174768 (865) total: 40.4s remaining: 35.4s 866: learn: 0.3974351 test: 0.4174764 best: 0.4174764 (866) total: 40.4s remaining: 35.4s 867: learn: 0.3974344 test: 0.4174770 best: 0.4174764 (866) total: 40.5s remaining: 35.3s 868: learn: 0.3973700 test: 0.4174688 best: 0.4174688 (868) total: 40.5s remaining: 35.3s 869: learn: 0.3973698 test: 0.4174688 best: 0.4174688 (869) total: 40.6s remaining: 35.2s 870: learn: 0.3973616 test: 0.4174691 best: 0.4174688 (869) total: 40.6s remaining: 35.2s 871: learn: 0.3973581 test: 0.4174708 best: 0.4174688 (869) total: 40.6s remaining: 35.1s 872: learn: 0.3973580 test: 0.4174710 best: 0.4174688 (869) total: 40.7s remaining: 35s 873: learn: 0.3973578 test: 0.4174711 best: 0.4174688 (869) total: 40.7s remaining: 35s 874: learn: 0.3973266 test: 0.4174707 best: 0.4174688 (869) total: 40.8s remaining: 35s 875: learn: 0.3973237 test: 0.4174697 best: 0.4174688 (869) total: 40.8s remaining: 34.9s 876: learn: 0.3973217 test: 0.4174682 best: 0.4174682 (876) total: 40.9s remaining: 34.9s 877: learn: 0.3973146 test: 0.4174667 best: 0.4174667 (877) total: 40.9s remaining: 34.8s 878: learn: 0.3973142 test: 0.4174663 best: 0.4174663 (878) total: 41s remaining: 34.8s 879: learn: 0.3973131 test: 0.4174659 best: 0.4174659 (879) total: 41s remaining: 34.7s 880: learn: 0.3973129 test: 0.4174661 best: 0.4174659 (879) total: 41.1s remaining: 34.7s 881: learn: 0.3973126 test: 0.4174662 best: 0.4174659 (879) total: 41.1s remaining: 34.7s 882: learn: 0.3972817 test: 0.4174445 best: 0.4174445 (882) total: 41.2s remaining: 34.6s 883: learn: 0.3972779 test: 0.4174384 best: 0.4174384 (883) total: 41.2s remaining: 34.6s 884: learn: 0.3972769 test: 0.4174385 best: 0.4174384 (883) total: 41.3s remaining: 34.5s 885: learn: 0.3972756 test: 0.4174375 best: 0.4174375 (885) total: 41.3s remaining: 34.5s 886: learn: 0.3972742 test: 0.4174375 best: 0.4174375 (885) total: 41.4s remaining: 34.4s 887: learn: 0.3972630 test: 0.4174381 best: 0.4174375 (885) total: 41.4s remaining: 34.4s 888: learn: 0.3972617 test: 0.4174385 best: 0.4174375 (885) total: 41.5s remaining: 34.4s 889: learn: 0.3972380 test: 0.4174418 best: 0.4174375 (885) total: 41.5s remaining: 34.3s 890: learn: 0.3972312 test: 0.4174464 best: 0.4174375 (885) total: 41.6s remaining: 34.3s 891: learn: 0.3971330 test: 0.4174147 best: 0.4174147 (891) total: 41.6s remaining: 34.2s 892: learn: 0.3971309 test: 0.4174145 best: 0.4174145 (892) total: 41.7s remaining: 34.2s 893: learn: 0.3971309 test: 0.4174147 best: 0.4174145 (892) total: 41.7s remaining: 34.1s 894: learn: 0.3971215 test: 0.4174147 best: 0.4174145 (892) total: 41.8s remaining: 34.1s 895: learn: 0.3971185 test: 0.4174161 best: 0.4174145 (892) total: 41.8s remaining: 34s 896: learn: 0.3970974 test: 0.4174142 best: 0.4174142 (896) total: 41.8s remaining: 34s 897: learn: 0.3970950 test: 0.4174140 best: 0.4174140 (897) total: 41.9s remaining: 33.9s 898: learn: 0.3970947 test: 0.4174142 best: 0.4174140 (897) total: 41.9s remaining: 33.9s 899: learn: 0.3970944 test: 0.4174143 best: 0.4174140 (897) total: 42s remaining: 33.8s 900: learn: 0.3970932 test: 0.4174147 best: 0.4174140 (897) total: 42s remaining: 33.8s 901: learn: 0.3970918 test: 0.4174142 best: 0.4174140 (897) total: 42.1s remaining: 33.7s 902: learn: 0.3970794 test: 0.4174087 best: 0.4174087 (902) total: 42.1s remaining: 33.7s 903: learn: 0.3970791 test: 0.4174083 best: 0.4174083 (903) total: 42.2s remaining: 33.6s 904: learn: 0.3970768 test: 0.4174083 best: 0.4174083 (904) total: 42.2s remaining: 33.6s 905: learn: 0.3970755 test: 0.4174083 best: 0.4174083 (904) total: 42.3s remaining: 33.6s 906: learn: 0.3970580 test: 0.4174367 best: 0.4174083 (904) total: 42.3s remaining: 33.5s 907: learn: 0.3970351 test: 0.4174330 best: 0.4174083 (904) total: 42.4s remaining: 33.5s 908: learn: 0.3970349 test: 0.4174331 best: 0.4174083 (904) total: 42.4s remaining: 33.4s 909: learn: 0.3969553 test: 0.4173677 best: 0.4173677 (909) total: 42.5s remaining: 33.4s 910: learn: 0.3969437 test: 0.4173818 best: 0.4173677 (909) total: 42.5s remaining: 33.3s 911: learn: 0.3969002 test: 0.4173502 best: 0.4173502 (911) total: 42.6s remaining: 33.3s 912: learn: 0.3968990 test: 0.4173500 best: 0.4173500 (912) total: 42.6s remaining: 33.2s 913: learn: 0.3968971 test: 0.4173520 best: 0.4173500 (912) total: 42.6s remaining: 33.2s 914: learn: 0.3968957 test: 0.4173524 best: 0.4173500 (912) total: 42.7s remaining: 33.1s 915: learn: 0.3968338 test: 0.4172997 best: 0.4172997 (915) total: 42.7s remaining: 33.1s 916: learn: 0.3968303 test: 0.4173024 best: 0.4172997 (915) total: 42.8s remaining: 33s 917: learn: 0.3968301 test: 0.4173028 best: 0.4172997 (915) total: 42.8s remaining: 33s 918: learn: 0.3968158 test: 0.4172834 best: 0.4172834 (918) total: 42.9s remaining: 32.9s 919: learn: 0.3968158 test: 0.4172834 best: 0.4172834 (918) total: 42.9s remaining: 32.9s 920: learn: 0.3968066 test: 0.4172885 best: 0.4172834 (918) total: 43s remaining: 32.8s 921: learn: 0.3968060 test: 0.4172887 best: 0.4172834 (918) total: 43s remaining: 32.8s 922: learn: 0.3968060 test: 0.4172888 best: 0.4172834 (918) total: 43.1s remaining: 32.7s 923: learn: 0.3968038 test: 0.4172888 best: 0.4172834 (918) total: 43.1s remaining: 32.7s 924: learn: 0.3968032 test: 0.4172891 best: 0.4172834 (918) total: 43.2s remaining: 32.7s 925: learn: 0.3968023 test: 0.4172898 best: 0.4172834 (918) total: 43.2s remaining: 32.6s 926: learn: 0.3968017 test: 0.4172914 best: 0.4172834 (918) total: 43.2s remaining: 32.6s 927: learn: 0.3967945 test: 0.4172889 best: 0.4172834 (918) total: 43.3s remaining: 32.5s 928: learn: 0.3967880 test: 0.4172847 best: 0.4172834 (918) total: 43.3s remaining: 32.5s 929: learn: 0.3967878 test: 0.4172846 best: 0.4172834 (918) total: 43.4s remaining: 32.4s 930: learn: 0.3967240 test: 0.4172236 best: 0.4172236 (930) total: 43.4s remaining: 32.4s 931: learn: 0.3966921 test: 0.4172223 best: 0.4172223 (931) total: 43.5s remaining: 32.3s 932: learn: 0.3966531 test: 0.4172132 best: 0.4172132 (932) total: 43.5s remaining: 32.3s 933: learn: 0.3966514 test: 0.4172113 best: 0.4172113 (933) total: 43.6s remaining: 32.2s 934: learn: 0.3966498 test: 0.4171979 best: 0.4171979 (934) total: 43.6s remaining: 32.2s 935: learn: 0.3966457 test: 0.4171832 best: 0.4171832 (935) total: 43.7s remaining: 32.1s 936: learn: 0.3966455 test: 0.4171828 best: 0.4171828 (936) total: 43.7s remaining: 32.1s 937: learn: 0.3966433 test: 0.4171827 best: 0.4171827 (937) total: 43.7s remaining: 32s 938: learn: 0.3966341 test: 0.4171912 best: 0.4171827 (937) total: 43.8s remaining: 32s 939: learn: 0.3966166 test: 0.4171847 best: 0.4171827 (937) total: 43.8s remaining: 31.9s 940: learn: 0.3966116 test: 0.4171933 best: 0.4171827 (937) total: 43.9s remaining: 31.9s 941: learn: 0.3966086 test: 0.4171926 best: 0.4171827 (937) total: 43.9s remaining: 31.8s 942: learn: 0.3965976 test: 0.4171891 best: 0.4171827 (937) total: 44s remaining: 31.8s 943: learn: 0.3965917 test: 0.4171951 best: 0.4171827 (937) total: 44s remaining: 31.7s 944: learn: 0.3965802 test: 0.4171882 best: 0.4171827 (937) total: 44.1s remaining: 31.7s 945: learn: 0.3965321 test: 0.4171727 best: 0.4171727 (945) total: 44.1s remaining: 31.7s 946: learn: 0.3965321 test: 0.4171727 best: 0.4171727 (945) total: 44.2s remaining: 31.6s 947: learn: 0.3965029 test: 0.4171727 best: 0.4171727 (947) total: 44.2s remaining: 31.6s 948: learn: 0.3965021 test: 0.4171735 best: 0.4171727 (947) total: 44.3s remaining: 31.5s 949: learn: 0.3965018 test: 0.4171735 best: 0.4171727 (947) total: 44.3s remaining: 31.5s 950: learn: 0.3964844 test: 0.4171385 best: 0.4171385 (950) total: 44.3s remaining: 31.4s 951: learn: 0.3964842 test: 0.4171383 best: 0.4171383 (951) total: 44.4s remaining: 31.4s 952: learn: 0.3964191 test: 0.4171112 best: 0.4171112 (952) total: 44.4s remaining: 31.3s 953: learn: 0.3964188 test: 0.4171132 best: 0.4171112 (952) total: 44.5s remaining: 31.3s 954: learn: 0.3964187 test: 0.4171130 best: 0.4171112 (952) total: 44.5s remaining: 31.2s 955: learn: 0.3964163 test: 0.4171076 best: 0.4171076 (955) total: 44.5s remaining: 31.2s 956: learn: 0.3964163 test: 0.4171076 best: 0.4171076 (956) total: 44.6s remaining: 31.1s 957: learn: 0.3964148 test: 0.4171096 best: 0.4171076 (956) total: 44.6s remaining: 31.1s 958: learn: 0.3964126 test: 0.4171028 best: 0.4171028 (958) total: 44.6s remaining: 31s 959: learn: 0.3963774 test: 0.4170999 best: 0.4170999 (959) total: 44.7s remaining: 31s 960: learn: 0.3963753 test: 0.4171000 best: 0.4170999 (959) total: 44.8s remaining: 30.9s 961: learn: 0.3963746 test: 0.4171004 best: 0.4170999 (959) total: 44.8s remaining: 30.9s 962: learn: 0.3963739 test: 0.4171007 best: 0.4170999 (959) total: 44.8s remaining: 30.8s 963: learn: 0.3963730 test: 0.4171007 best: 0.4170999 (959) total: 44.9s remaining: 30.8s 964: learn: 0.3963729 test: 0.4171007 best: 0.4170999 (959) total: 44.9s remaining: 30.7s 965: learn: 0.3963729 test: 0.4171007 best: 0.4170999 (959) total: 45s remaining: 30.7s 966: learn: 0.3963726 test: 0.4171007 best: 0.4170999 (959) total: 45s remaining: 30.6s 967: learn: 0.3963556 test: 0.4170976 best: 0.4170976 (967) total: 45.1s remaining: 30.6s 968: learn: 0.3963555 test: 0.4170977 best: 0.4170976 (967) total: 45.1s remaining: 30.6s 969: learn: 0.3963503 test: 0.4171038 best: 0.4170976 (967) total: 45.2s remaining: 30.5s 970: learn: 0.3963495 test: 0.4171063 best: 0.4170976 (967) total: 45.2s remaining: 30.5s 971: learn: 0.3963490 test: 0.4171058 best: 0.4170976 (967) total: 45.3s remaining: 30.4s 972: learn: 0.3963471 test: 0.4170992 best: 0.4170976 (967) total: 45.3s remaining: 30.4s 973: learn: 0.3963471 test: 0.4170993 best: 0.4170976 (967) total: 45.4s remaining: 30.3s 974: learn: 0.3963312 test: 0.4171003 best: 0.4170976 (967) total: 45.4s remaining: 30.3s 975: learn: 0.3963309 test: 0.4171003 best: 0.4170976 (967) total: 45.5s remaining: 30.2s 976: learn: 0.3963129 test: 0.4170929 best: 0.4170929 (976) total: 45.5s remaining: 30.2s 977: learn: 0.3963108 test: 0.4170929 best: 0.4170929 (977) total: 45.6s remaining: 30.1s 978: learn: 0.3963099 test: 0.4170938 best: 0.4170929 (977) total: 45.7s remaining: 30.1s 979: learn: 0.3963043 test: 0.4170807 best: 0.4170807 (979) total: 45.7s remaining: 30.1s 980: learn: 0.3962994 test: 0.4170795 best: 0.4170795 (980) total: 45.8s remaining: 30s 981: learn: 0.3962994 test: 0.4170795 best: 0.4170795 (981) total: 45.8s remaining: 30s 982: learn: 0.3962994 test: 0.4170795 best: 0.4170795 (981) total: 45.9s remaining: 30s 983: learn: 0.3962704 test: 0.4170776 best: 0.4170776 (983) total: 45.9s remaining: 29.9s 984: learn: 0.3962695 test: 0.4170731 best: 0.4170731 (984) total: 46s remaining: 29.9s 985: learn: 0.3962600 test: 0.4170764 best: 0.4170731 (984) total: 46s remaining: 29.8s 986: learn: 0.3962600 test: 0.4170765 best: 0.4170731 (984) total: 46.1s remaining: 29.8s 987: learn: 0.3962431 test: 0.4170673 best: 0.4170673 (987) total: 46.1s remaining: 29.7s 988: learn: 0.3962431 test: 0.4170672 best: 0.4170672 (988) total: 46.2s remaining: 29.7s 989: learn: 0.3962430 test: 0.4170672 best: 0.4170672 (989) total: 46.2s remaining: 29.6s 990: learn: 0.3962393 test: 0.4170712 best: 0.4170672 (989) total: 46.2s remaining: 29.6s 991: learn: 0.3962391 test: 0.4170719 best: 0.4170672 (989) total: 46.3s remaining: 29.5s 992: learn: 0.3962306 test: 0.4170663 best: 0.4170663 (992) total: 46.3s remaining: 29.5s 993: learn: 0.3962305 test: 0.4170663 best: 0.4170663 (993) total: 46.4s remaining: 29.4s 994: learn: 0.3962178 test: 0.4170562 best: 0.4170562 (994) total: 46.4s remaining: 29.4s 995: learn: 0.3962165 test: 0.4170529 best: 0.4170529 (995) total: 46.5s remaining: 29.3s 996: learn: 0.3962155 test: 0.4170529 best: 0.4170529 (996) total: 46.5s remaining: 29.3s 997: learn: 0.3961967 test: 0.4170329 best: 0.4170329 (997) total: 46.5s remaining: 29.2s 998: learn: 0.3961778 test: 0.4170263 best: 0.4170263 (998) total: 46.6s remaining: 29.2s 999: learn: 0.3961777 test: 0.4170265 best: 0.4170263 (998) total: 46.6s remaining: 29.1s 1000: learn: 0.3961761 test: 0.4170263 best: 0.4170263 (998) total: 46.7s remaining: 29.1s 1001: learn: 0.3961758 test: 0.4170264 best: 0.4170263 (998) total: 46.7s remaining: 29s 1002: learn: 0.3961215 test: 0.4169548 best: 0.4169548 (1002) total: 46.7s remaining: 29s 1003: learn: 0.3961173 test: 0.4169533 best: 0.4169533 (1003) total: 46.8s remaining: 28.9s 1004: learn: 0.3961145 test: 0.4169459 best: 0.4169459 (1004) total: 46.8s remaining: 28.9s 1005: learn: 0.3960821 test: 0.4169054 best: 0.4169054 (1005) total: 46.9s remaining: 28.8s 1006: learn: 0.3960795 test: 0.4169116 best: 0.4169054 (1005) total: 46.9s remaining: 28.8s 1007: learn: 0.3960340 test: 0.4168826 best: 0.4168826 (1007) total: 47s remaining: 28.8s 1008: learn: 0.3960334 test: 0.4168851 best: 0.4168826 (1007) total: 47s remaining: 28.7s 1009: learn: 0.3960293 test: 0.4168822 best: 0.4168822 (1009) total: 47.1s remaining: 28.7s 1010: learn: 0.3960288 test: 0.4168796 best: 0.4168796 (1010) total: 47.1s remaining: 28.6s 1011: learn: 0.3959259 test: 0.4168963 best: 0.4168796 (1010) total: 47.2s remaining: 28.6s 1012: learn: 0.3959257 test: 0.4168963 best: 0.4168796 (1010) total: 47.2s remaining: 28.5s 1013: learn: 0.3958825 test: 0.4168853 best: 0.4168796 (1010) total: 47.3s remaining: 28.5s 1014: learn: 0.3958622 test: 0.4168863 best: 0.4168796 (1010) total: 47.3s remaining: 28.4s 1015: learn: 0.3958621 test: 0.4168866 best: 0.4168796 (1010) total: 47.4s remaining: 28.4s 1016: learn: 0.3958612 test: 0.4168867 best: 0.4168796 (1010) total: 47.4s remaining: 28.3s 1017: learn: 0.3957621 test: 0.4167756 best: 0.4167756 (1017) total: 47.5s remaining: 28.3s 1018: learn: 0.3957619 test: 0.4167759 best: 0.4167756 (1017) total: 47.5s remaining: 28.2s 1019: learn: 0.3957367 test: 0.4167661 best: 0.4167661 (1019) total: 47.5s remaining: 28.2s 1020: learn: 0.3957313 test: 0.4167562 best: 0.4167562 (1020) total: 47.6s remaining: 28.2s 1021: learn: 0.3957266 test: 0.4167642 best: 0.4167562 (1020) total: 47.6s remaining: 28.1s 1022: learn: 0.3957253 test: 0.4167638 best: 0.4167562 (1020) total: 47.7s remaining: 28.1s 1023: learn: 0.3957222 test: 0.4167635 best: 0.4167562 (1020) total: 47.7s remaining: 28s 1024: learn: 0.3957201 test: 0.4167639 best: 0.4167562 (1020) total: 47.8s remaining: 28s 1025: learn: 0.3956962 test: 0.4167755 best: 0.4167562 (1020) total: 47.8s remaining: 27.9s 1026: learn: 0.3956939 test: 0.4167748 best: 0.4167562 (1020) total: 47.8s remaining: 27.9s 1027: learn: 0.3956892 test: 0.4167701 best: 0.4167562 (1020) total: 47.9s remaining: 27.8s 1028: learn: 0.3956465 test: 0.4167378 best: 0.4167378 (1028) total: 47.9s remaining: 27.8s 1029: learn: 0.3956227 test: 0.4167082 best: 0.4167082 (1029) total: 48s remaining: 27.7s 1030: learn: 0.3955943 test: 0.4166814 best: 0.4166814 (1030) total: 48s remaining: 27.7s 1031: learn: 0.3955938 test: 0.4166825 best: 0.4166814 (1030) total: 48.1s remaining: 27.6s 1032: learn: 0.3955886 test: 0.4166796 best: 0.4166796 (1032) total: 48.1s remaining: 27.6s 1033: learn: 0.3955483 test: 0.4166667 best: 0.4166667 (1033) total: 48.2s remaining: 27.5s 1034: learn: 0.3954801 test: 0.4166141 best: 0.4166141 (1034) total: 48.2s remaining: 27.5s 1035: learn: 0.3954801 test: 0.4166141 best: 0.4166141 (1034) total: 48.3s remaining: 27.4s 1036: learn: 0.3954800 test: 0.4166142 best: 0.4166141 (1034) total: 48.3s remaining: 27.4s 1037: learn: 0.3954800 test: 0.4166141 best: 0.4166141 (1037) total: 48.3s remaining: 27.3s 1038: learn: 0.3954478 test: 0.4166068 best: 0.4166068 (1038) total: 48.4s remaining: 27.3s 1039: learn: 0.3953995 test: 0.4165943 best: 0.4165943 (1039) total: 48.4s remaining: 27.2s 1040: learn: 0.3953995 test: 0.4165944 best: 0.4165943 (1039) total: 48.5s remaining: 27.2s 1041: learn: 0.3953932 test: 0.4165925 best: 0.4165925 (1041) total: 48.5s remaining: 27.1s 1042: learn: 0.3953898 test: 0.4165924 best: 0.4165924 (1042) total: 48.6s remaining: 27.1s 1043: learn: 0.3953890 test: 0.4165870 best: 0.4165870 (1043) total: 48.6s remaining: 27.1s 1044: learn: 0.3953883 test: 0.4165870 best: 0.4165870 (1044) total: 48.6s remaining: 27s 1045: learn: 0.3953830 test: 0.4165835 best: 0.4165835 (1045) total: 48.7s remaining: 27s 1046: learn: 0.3953793 test: 0.4165810 best: 0.4165810 (1046) total: 48.7s remaining: 26.9s 1047: learn: 0.3953676 test: 0.4165788 best: 0.4165788 (1047) total: 48.8s remaining: 26.9s 1048: learn: 0.3953480 test: 0.4165702 best: 0.4165702 (1048) total: 48.9s remaining: 26.8s 1049: learn: 0.3953120 test: 0.4165509 best: 0.4165509 (1049) total: 48.9s remaining: 26.8s 1050: learn: 0.3953118 test: 0.4165508 best: 0.4165508 (1050) total: 49s remaining: 26.7s 1051: learn: 0.3953044 test: 0.4165504 best: 0.4165504 (1051) total: 49s remaining: 26.7s 1052: learn: 0.3953041 test: 0.4165501 best: 0.4165501 (1052) total: 49.1s remaining: 26.6s 1053: learn: 0.3952997 test: 0.4165521 best: 0.4165501 (1052) total: 49.1s remaining: 26.6s 1054: learn: 0.3952996 test: 0.4165522 best: 0.4165501 (1052) total: 49.2s remaining: 26.6s 1055: learn: 0.3952993 test: 0.4165523 best: 0.4165501 (1052) total: 49.2s remaining: 26.5s 1056: learn: 0.3952983 test: 0.4165523 best: 0.4165501 (1052) total: 49.3s remaining: 26.5s 1057: learn: 0.3952938 test: 0.4165520 best: 0.4165501 (1052) total: 49.3s remaining: 26.4s 1058: learn: 0.3952914 test: 0.4165421 best: 0.4165421 (1058) total: 49.3s remaining: 26.4s 1059: learn: 0.3952861 test: 0.4165456 best: 0.4165421 (1058) total: 49.4s remaining: 26.3s 1060: learn: 0.3952855 test: 0.4165472 best: 0.4165421 (1058) total: 49.4s remaining: 26.3s 1061: learn: 0.3952376 test: 0.4165038 best: 0.4165038 (1061) total: 49.5s remaining: 26.2s 1062: learn: 0.3952359 test: 0.4165042 best: 0.4165038 (1061) total: 49.5s remaining: 26.2s 1063: learn: 0.3952339 test: 0.4164993 best: 0.4164993 (1063) total: 49.6s remaining: 26.1s 1064: learn: 0.3952333 test: 0.4165008 best: 0.4164993 (1063) total: 49.6s remaining: 26.1s 1065: learn: 0.3952319 test: 0.4165012 best: 0.4164993 (1063) total: 49.7s remaining: 26s 1066: learn: 0.3951897 test: 0.4164933 best: 0.4164933 (1066) total: 49.7s remaining: 26s 1067: learn: 0.3951885 test: 0.4164932 best: 0.4164932 (1067) total: 49.8s remaining: 25.9s 1068: learn: 0.3951759 test: 0.4164852 best: 0.4164852 (1068) total: 49.8s remaining: 25.9s 1069: learn: 0.3951730 test: 0.4164849 best: 0.4164849 (1069) total: 49.8s remaining: 25.9s 1070: learn: 0.3951727 test: 0.4164844 best: 0.4164844 (1070) total: 49.9s remaining: 25.8s 1071: learn: 0.3951503 test: 0.4164688 best: 0.4164688 (1071) total: 50s remaining: 25.8s 1072: learn: 0.3951503 test: 0.4164688 best: 0.4164688 (1071) total: 50s remaining: 25.7s 1073: learn: 0.3951499 test: 0.4164697 best: 0.4164688 (1071) total: 50.1s remaining: 25.7s 1074: learn: 0.3951493 test: 0.4164651 best: 0.4164651 (1074) total: 50.1s remaining: 25.6s 1075: learn: 0.3951487 test: 0.4164613 best: 0.4164613 (1075) total: 50.1s remaining: 25.6s 1076: learn: 0.3951191 test: 0.4164442 best: 0.4164442 (1076) total: 50.2s remaining: 25.5s 1077: learn: 0.3951134 test: 0.4164534 best: 0.4164442 (1076) total: 50.2s remaining: 25.5s 1078: learn: 0.3951001 test: 0.4164711 best: 0.4164442 (1076) total: 50.3s remaining: 25.4s 1079: learn: 0.3950831 test: 0.4164640 best: 0.4164442 (1076) total: 50.3s remaining: 25.4s 1080: learn: 0.3950829 test: 0.4164642 best: 0.4164442 (1076) total: 50.4s remaining: 25.3s 1081: learn: 0.3950829 test: 0.4164642 best: 0.4164442 (1076) total: 50.4s remaining: 25.3s 1082: learn: 0.3950724 test: 0.4164646 best: 0.4164442 (1076) total: 50.4s remaining: 25.2s 1083: learn: 0.3950301 test: 0.4164364 best: 0.4164364 (1083) total: 50.5s remaining: 25.2s 1084: learn: 0.3950250 test: 0.4164405 best: 0.4164364 (1083) total: 50.5s remaining: 25.1s 1085: learn: 0.3950248 test: 0.4164406 best: 0.4164364 (1083) total: 50.6s remaining: 25.1s 1086: learn: 0.3950247 test: 0.4164404 best: 0.4164364 (1083) total: 50.6s remaining: 25.1s 1087: learn: 0.3950245 test: 0.4164401 best: 0.4164364 (1083) total: 50.7s remaining: 25s 1088: learn: 0.3950146 test: 0.4164384 best: 0.4164364 (1083) total: 50.7s remaining: 25s 1089: learn: 0.3950146 test: 0.4164386 best: 0.4164364 (1083) total: 50.7s remaining: 24.9s 1090: learn: 0.3950128 test: 0.4164392 best: 0.4164364 (1083) total: 50.8s remaining: 24.9s 1091: learn: 0.3950126 test: 0.4164392 best: 0.4164364 (1083) total: 50.8s remaining: 24.8s 1092: learn: 0.3949377 test: 0.4163484 best: 0.4163484 (1092) total: 50.9s remaining: 24.8s 1093: learn: 0.3949371 test: 0.4163498 best: 0.4163484 (1092) total: 50.9s remaining: 24.7s 1094: learn: 0.3947603 test: 0.4161050 best: 0.4161050 (1094) total: 51s remaining: 24.7s 1095: learn: 0.3947600 test: 0.4161047 best: 0.4161047 (1095) total: 51s remaining: 24.6s 1096: learn: 0.3947543 test: 0.4161058 best: 0.4161047 (1095) total: 51.1s remaining: 24.6s 1097: learn: 0.3947541 test: 0.4161072 best: 0.4161047 (1095) total: 51.1s remaining: 24.5s 1098: learn: 0.3947540 test: 0.4161072 best: 0.4161047 (1095) total: 51.2s remaining: 24.5s 1099: learn: 0.3947474 test: 0.4161089 best: 0.4161047 (1095) total: 51.2s remaining: 24.4s 1100: learn: 0.3947322 test: 0.4161018 best: 0.4161018 (1100) total: 51.3s remaining: 24.4s 1101: learn: 0.3946993 test: 0.4160835 best: 0.4160835 (1101) total: 51.3s remaining: 24.4s 1102: learn: 0.3946688 test: 0.4160909 best: 0.4160835 (1101) total: 51.4s remaining: 24.3s 1103: learn: 0.3946678 test: 0.4160907 best: 0.4160835 (1101) total: 51.4s remaining: 24.3s 1104: learn: 0.3946529 test: 0.4160991 best: 0.4160835 (1101) total: 51.4s remaining: 24.2s 1105: learn: 0.3946502 test: 0.4161013 best: 0.4160835 (1101) total: 51.5s remaining: 24.2s 1106: learn: 0.3946486 test: 0.4161012 best: 0.4160835 (1101) total: 51.5s remaining: 24.1s 1107: learn: 0.3946459 test: 0.4161012 best: 0.4160835 (1101) total: 51.6s remaining: 24.1s 1108: learn: 0.3946251 test: 0.4160903 best: 0.4160835 (1101) total: 51.6s remaining: 24s 1109: learn: 0.3945423 test: 0.4160900 best: 0.4160835 (1101) total: 51.7s remaining: 24s 1110: learn: 0.3945386 test: 0.4160927 best: 0.4160835 (1101) total: 51.7s remaining: 23.9s 1111: learn: 0.3945352 test: 0.4160920 best: 0.4160835 (1101) total: 51.8s remaining: 23.9s 1112: learn: 0.3945318 test: 0.4160922 best: 0.4160835 (1101) total: 51.8s remaining: 23.8s 1113: learn: 0.3945309 test: 0.4160922 best: 0.4160835 (1101) total: 51.8s remaining: 23.8s 1114: learn: 0.3945305 test: 0.4160877 best: 0.4160835 (1101) total: 51.9s remaining: 23.7s 1115: learn: 0.3945275 test: 0.4160880 best: 0.4160835 (1101) total: 51.9s remaining: 23.7s 1116: learn: 0.3945266 test: 0.4160787 best: 0.4160787 (1116) total: 52s remaining: 23.6s 1117: learn: 0.3945265 test: 0.4160788 best: 0.4160787 (1116) total: 52s remaining: 23.6s 1118: learn: 0.3945254 test: 0.4160799 best: 0.4160787 (1116) total: 52.1s remaining: 23.5s 1119: learn: 0.3945190 test: 0.4160808 best: 0.4160787 (1116) total: 52.1s remaining: 23.5s 1120: learn: 0.3945109 test: 0.4160891 best: 0.4160787 (1116) total: 52.1s remaining: 23.4s 1121: learn: 0.3945108 test: 0.4160891 best: 0.4160787 (1116) total: 52.2s remaining: 23.4s 1122: learn: 0.3945100 test: 0.4160891 best: 0.4160787 (1116) total: 52.2s remaining: 23.3s 1123: learn: 0.3945079 test: 0.4160853 best: 0.4160787 (1116) total: 52.3s remaining: 23.3s 1124: learn: 0.3945035 test: 0.4160815 best: 0.4160787 (1116) total: 52.3s remaining: 23.3s 1125: learn: 0.3944994 test: 0.4160764 best: 0.4160764 (1125) total: 52.4s remaining: 23.2s 1126: learn: 0.3944820 test: 0.4160824 best: 0.4160764 (1125) total: 52.4s remaining: 23.2s 1127: learn: 0.3944808 test: 0.4160824 best: 0.4160764 (1125) total: 52.5s remaining: 23.1s 1128: learn: 0.3944807 test: 0.4160825 best: 0.4160764 (1125) total: 52.5s remaining: 23.1s 1129: learn: 0.3944804 test: 0.4160825 best: 0.4160764 (1125) total: 52.5s remaining: 23s 1130: learn: 0.3944804 test: 0.4160825 best: 0.4160764 (1125) total: 52.6s remaining: 23s 1131: learn: 0.3944745 test: 0.4160855 best: 0.4160764 (1125) total: 52.6s remaining: 22.9s 1132: learn: 0.3944726 test: 0.4160855 best: 0.4160764 (1125) total: 52.7s remaining: 22.9s 1133: learn: 0.3944708 test: 0.4160855 best: 0.4160764 (1125) total: 52.7s remaining: 22.8s 1134: learn: 0.3944699 test: 0.4160856 best: 0.4160764 (1125) total: 52.7s remaining: 22.8s 1135: learn: 0.3944696 test: 0.4160825 best: 0.4160764 (1125) total: 52.8s remaining: 22.7s 1136: learn: 0.3944679 test: 0.4160790 best: 0.4160764 (1125) total: 52.8s remaining: 22.7s 1137: learn: 0.3944669 test: 0.4160793 best: 0.4160764 (1125) total: 52.9s remaining: 22.6s 1138: learn: 0.3944667 test: 0.4160793 best: 0.4160764 (1125) total: 52.9s remaining: 22.6s 1139: learn: 0.3944509 test: 0.4160795 best: 0.4160764 (1125) total: 53s remaining: 22.5s 1140: learn: 0.3944461 test: 0.4160731 best: 0.4160731 (1140) total: 53s remaining: 22.5s 1141: learn: 0.3944447 test: 0.4160727 best: 0.4160727 (1141) total: 53s remaining: 22.4s 1142: learn: 0.3944436 test: 0.4160739 best: 0.4160727 (1141) total: 53.1s remaining: 22.4s 1143: learn: 0.3944221 test: 0.4160686 best: 0.4160686 (1143) total: 53.1s remaining: 22.3s 1144: learn: 0.3944212 test: 0.4160677 best: 0.4160677 (1144) total: 53.2s remaining: 22.3s 1145: learn: 0.3944210 test: 0.4160677 best: 0.4160677 (1144) total: 53.2s remaining: 22.3s 1146: learn: 0.3943918 test: 0.4160592 best: 0.4160592 (1146) total: 53.3s remaining: 22.2s 1147: learn: 0.3943841 test: 0.4160477 best: 0.4160477 (1147) total: 53.3s remaining: 22.2s 1148: learn: 0.3943841 test: 0.4160476 best: 0.4160476 (1148) total: 53.4s remaining: 22.1s 1149: learn: 0.3943823 test: 0.4160476 best: 0.4160476 (1149) total: 53.4s remaining: 22.1s 1150: learn: 0.3943501 test: 0.4160448 best: 0.4160448 (1150) total: 53.5s remaining: 22s 1151: learn: 0.3943491 test: 0.4160441 best: 0.4160441 (1151) total: 53.5s remaining: 22s 1152: learn: 0.3943490 test: 0.4160442 best: 0.4160441 (1151) total: 53.6s remaining: 21.9s 1153: learn: 0.3942747 test: 0.4159916 best: 0.4159916 (1153) total: 53.6s remaining: 21.9s 1154: learn: 0.3942746 test: 0.4159885 best: 0.4159885 (1154) total: 53.6s remaining: 21.8s 1155: learn: 0.3942730 test: 0.4159886 best: 0.4159885 (1154) total: 53.7s remaining: 21.8s 1156: learn: 0.3942730 test: 0.4159886 best: 0.4159885 (1154) total: 53.7s remaining: 21.7s 1157: learn: 0.3942577 test: 0.4159879 best: 0.4159879 (1157) total: 53.7s remaining: 21.7s 1158: learn: 0.3941772 test: 0.4159060 best: 0.4159060 (1158) total: 53.8s remaining: 21.6s 1159: learn: 0.3941772 test: 0.4159060 best: 0.4159060 (1158) total: 53.8s remaining: 21.6s 1160: learn: 0.3941772 test: 0.4159058 best: 0.4159058 (1160) total: 53.9s remaining: 21.5s 1161: learn: 0.3941770 test: 0.4159036 best: 0.4159036 (1161) total: 53.9s remaining: 21.5s 1162: learn: 0.3941721 test: 0.4158895 best: 0.4158895 (1162) total: 54s remaining: 21.4s 1163: learn: 0.3941469 test: 0.4158730 best: 0.4158730 (1163) total: 54s remaining: 21.4s 1164: learn: 0.3941335 test: 0.4158683 best: 0.4158683 (1164) total: 54.1s remaining: 21.3s 1165: learn: 0.3941328 test: 0.4158669 best: 0.4158669 (1165) total: 54.1s remaining: 21.3s 1166: learn: 0.3941283 test: 0.4158724 best: 0.4158669 (1165) total: 54.1s remaining: 21.2s 1167: learn: 0.3940755 test: 0.4158441 best: 0.4158441 (1167) total: 54.2s remaining: 21.2s 1168: learn: 0.3940753 test: 0.4158441 best: 0.4158441 (1167) total: 54.2s remaining: 21.2s 1169: learn: 0.3940752 test: 0.4158441 best: 0.4158441 (1167) total: 54.3s remaining: 21.1s 1170: learn: 0.3940695 test: 0.4158387 best: 0.4158387 (1170) total: 54.3s remaining: 21.1s 1171: learn: 0.3940659 test: 0.4158377 best: 0.4158377 (1171) total: 54.4s remaining: 21s 1172: learn: 0.3940610 test: 0.4158381 best: 0.4158377 (1171) total: 54.4s remaining: 21s 1173: learn: 0.3940592 test: 0.4158366 best: 0.4158366 (1173) total: 54.4s remaining: 20.9s 1174: learn: 0.3940590 test: 0.4158366 best: 0.4158366 (1173) total: 54.5s remaining: 20.9s 1175: learn: 0.3940052 test: 0.4158088 best: 0.4158088 (1175) total: 54.5s remaining: 20.8s 1176: learn: 0.3940040 test: 0.4158087 best: 0.4158087 (1176) total: 54.6s remaining: 20.8s 1177: learn: 0.3939884 test: 0.4158083 best: 0.4158083 (1177) total: 54.6s remaining: 20.7s 1178: learn: 0.3939865 test: 0.4158075 best: 0.4158075 (1178) total: 54.7s remaining: 20.7s 1179: learn: 0.3939755 test: 0.4158102 best: 0.4158075 (1178) total: 54.7s remaining: 20.6s 1180: learn: 0.3939754 test: 0.4158102 best: 0.4158075 (1178) total: 54.8s remaining: 20.6s 1181: learn: 0.3939746 test: 0.4157966 best: 0.4157966 (1181) total: 54.8s remaining: 20.5s 1182: learn: 0.3939720 test: 0.4157953 best: 0.4157953 (1182) total: 54.9s remaining: 20.5s 1183: learn: 0.3939706 test: 0.4157922 best: 0.4157922 (1183) total: 54.9s remaining: 20.4s 1184: learn: 0.3939484 test: 0.4157950 best: 0.4157922 (1183) total: 54.9s remaining: 20.4s 1185: learn: 0.3939140 test: 0.4157854 best: 0.4157854 (1185) total: 55s remaining: 20.4s 1186: learn: 0.3938993 test: 0.4157824 best: 0.4157824 (1186) total: 55s remaining: 20.3s 1187: learn: 0.3938976 test: 0.4157822 best: 0.4157822 (1187) total: 55.1s remaining: 20.3s 1188: learn: 0.3938975 test: 0.4157824 best: 0.4157822 (1187) total: 55.1s remaining: 20.2s 1189: learn: 0.3938974 test: 0.4157807 best: 0.4157807 (1189) total: 55.2s remaining: 20.2s 1190: learn: 0.3938974 test: 0.4157805 best: 0.4157805 (1190) total: 55.2s remaining: 20.1s 1191: learn: 0.3938973 test: 0.4157804 best: 0.4157804 (1191) total: 55.2s remaining: 20.1s 1192: learn: 0.3938638 test: 0.4157667 best: 0.4157667 (1192) total: 55.3s remaining: 20s 1193: learn: 0.3938633 test: 0.4157667 best: 0.4157667 (1193) total: 55.3s remaining: 20s 1194: learn: 0.3938631 test: 0.4157666 best: 0.4157666 (1194) total: 55.4s remaining: 19.9s 1195: learn: 0.3938486 test: 0.4157623 best: 0.4157623 (1195) total: 55.4s remaining: 19.9s 1196: learn: 0.3938486 test: 0.4157623 best: 0.4157623 (1195) total: 55.5s remaining: 19.8s 1197: learn: 0.3938333 test: 0.4157578 best: 0.4157578 (1197) total: 55.5s remaining: 19.8s 1198: learn: 0.3938333 test: 0.4157578 best: 0.4157578 (1198) total: 55.5s remaining: 19.7s 1199: learn: 0.3938332 test: 0.4157578 best: 0.4157578 (1199) total: 55.6s remaining: 19.7s 1200: learn: 0.3938283 test: 0.4157610 best: 0.4157578 (1199) total: 55.6s remaining: 19.6s 1201: learn: 0.3938245 test: 0.4157580 best: 0.4157578 (1199) total: 55.7s remaining: 19.6s 1202: learn: 0.3938243 test: 0.4157568 best: 0.4157568 (1202) total: 55.7s remaining: 19.5s 1203: learn: 0.3938224 test: 0.4157558 best: 0.4157558 (1203) total: 55.7s remaining: 19.5s 1204: learn: 0.3937283 test: 0.4156639 best: 0.4156639 (1204) total: 55.8s remaining: 19.4s 1205: learn: 0.3937123 test: 0.4156620 best: 0.4156620 (1205) total: 55.8s remaining: 19.4s 1206: learn: 0.3936982 test: 0.4156580 best: 0.4156580 (1206) total: 55.9s remaining: 19.4s 1207: learn: 0.3936980 test: 0.4156580 best: 0.4156580 (1207) total: 55.9s remaining: 19.3s 1208: learn: 0.3936901 test: 0.4156604 best: 0.4156580 (1207) total: 56s remaining: 19.3s 1209: learn: 0.3936815 test: 0.4156594 best: 0.4156580 (1207) total: 56s remaining: 19.2s 1210: learn: 0.3936656 test: 0.4156556 best: 0.4156556 (1210) total: 56.1s remaining: 19.2s 1211: learn: 0.3936652 test: 0.4156555 best: 0.4156555 (1211) total: 56.1s remaining: 19.1s 1212: learn: 0.3936651 test: 0.4156556 best: 0.4156555 (1211) total: 56.2s remaining: 19.1s 1213: learn: 0.3936651 test: 0.4156556 best: 0.4156555 (1211) total: 56.2s remaining: 19s 1214: learn: 0.3936649 test: 0.4156558 best: 0.4156555 (1211) total: 56.2s remaining: 19s 1215: learn: 0.3936636 test: 0.4156557 best: 0.4156555 (1211) total: 56.3s remaining: 18.9s 1216: learn: 0.3936559 test: 0.4156547 best: 0.4156547 (1216) total: 56.3s remaining: 18.9s 1217: learn: 0.3936558 test: 0.4156547 best: 0.4156547 (1217) total: 56.4s remaining: 18.8s 1218: learn: 0.3936556 test: 0.4156547 best: 0.4156547 (1218) total: 56.4s remaining: 18.8s 1219: learn: 0.3936555 test: 0.4156547 best: 0.4156547 (1219) total: 56.4s remaining: 18.7s 1220: learn: 0.3935998 test: 0.4156478 best: 0.4156478 (1220) total: 56.5s remaining: 18.7s 1221: learn: 0.3935995 test: 0.4156485 best: 0.4156478 (1220) total: 56.5s remaining: 18.6s 1222: learn: 0.3935947 test: 0.4156477 best: 0.4156477 (1222) total: 56.5s remaining: 18.6s 1223: learn: 0.3935947 test: 0.4156476 best: 0.4156476 (1223) total: 56.6s remaining: 18.5s 1224: learn: 0.3935945 test: 0.4156473 best: 0.4156473 (1224) total: 56.6s remaining: 18.5s 1225: learn: 0.3935939 test: 0.4156477 best: 0.4156473 (1224) total: 56.7s remaining: 18.4s 1226: learn: 0.3935936 test: 0.4156477 best: 0.4156473 (1224) total: 56.7s remaining: 18.4s 1227: learn: 0.3935634 test: 0.4156416 best: 0.4156416 (1227) total: 56.7s remaining: 18.3s 1228: learn: 0.3935618 test: 0.4156416 best: 0.4156416 (1227) total: 56.8s remaining: 18.3s 1229: learn: 0.3935488 test: 0.4156345 best: 0.4156345 (1229) total: 56.8s remaining: 18.3s 1230: learn: 0.3935226 test: 0.4156312 best: 0.4156312 (1230) total: 56.9s remaining: 18.2s 1231: learn: 0.3935225 test: 0.4156312 best: 0.4156312 (1231) total: 56.9s remaining: 18.2s 1232: learn: 0.3935224 test: 0.4156302 best: 0.4156302 (1232) total: 57s remaining: 18.1s 1233: learn: 0.3935224 test: 0.4156302 best: 0.4156302 (1232) total: 57s remaining: 18.1s 1234: learn: 0.3935217 test: 0.4156305 best: 0.4156302 (1232) total: 57.1s remaining: 18s 1235: learn: 0.3935133 test: 0.4156293 best: 0.4156293 (1235) total: 57.1s remaining: 18s 1236: learn: 0.3934990 test: 0.4156370 best: 0.4156293 (1235) total: 57.2s remaining: 17.9s 1237: learn: 0.3934917 test: 0.4156307 best: 0.4156293 (1235) total: 57.2s remaining: 17.9s 1238: learn: 0.3934827 test: 0.4156224 best: 0.4156224 (1238) total: 57.3s remaining: 17.8s 1239: learn: 0.3934817 test: 0.4156235 best: 0.4156224 (1238) total: 57.3s remaining: 17.8s 1240: learn: 0.3934817 test: 0.4156235 best: 0.4156224 (1238) total: 57.4s remaining: 17.7s 1241: learn: 0.3934816 test: 0.4156233 best: 0.4156224 (1238) total: 57.4s remaining: 17.7s 1242: learn: 0.3934806 test: 0.4156241 best: 0.4156224 (1238) total: 57.4s remaining: 17.7s 1243: learn: 0.3934466 test: 0.4155948 best: 0.4155948 (1243) total: 57.5s remaining: 17.6s 1244: learn: 0.3934424 test: 0.4155996 best: 0.4155948 (1243) total: 57.5s remaining: 17.6s 1245: learn: 0.3934420 test: 0.4156008 best: 0.4155948 (1243) total: 57.6s remaining: 17.5s 1246: learn: 0.3934356 test: 0.4155994 best: 0.4155948 (1243) total: 57.6s remaining: 17.5s 1247: learn: 0.3934316 test: 0.4156077 best: 0.4155948 (1243) total: 57.7s remaining: 17.4s 1248: learn: 0.3934286 test: 0.4156036 best: 0.4155948 (1243) total: 57.7s remaining: 17.4s 1249: learn: 0.3934279 test: 0.4156033 best: 0.4155948 (1243) total: 57.8s remaining: 17.3s 1250: learn: 0.3934265 test: 0.4156052 best: 0.4155948 (1243) total: 57.8s remaining: 17.3s 1251: learn: 0.3933802 test: 0.4155425 best: 0.4155425 (1251) total: 57.9s remaining: 17.2s 1252: learn: 0.3933802 test: 0.4155425 best: 0.4155425 (1251) total: 57.9s remaining: 17.2s 1253: learn: 0.3933220 test: 0.4155210 best: 0.4155210 (1253) total: 58s remaining: 17.1s 1254: learn: 0.3933205 test: 0.4155211 best: 0.4155210 (1253) total: 58s remaining: 17.1s 1255: learn: 0.3932917 test: 0.4155034 best: 0.4155034 (1255) total: 58.1s remaining: 17.1s 1256: learn: 0.3932917 test: 0.4155028 best: 0.4155028 (1256) total: 58.1s remaining: 17s 1257: learn: 0.3932916 test: 0.4155026 best: 0.4155026 (1257) total: 58.2s remaining: 17s 1258: learn: 0.3932880 test: 0.4155014 best: 0.4155014 (1258) total: 58.2s remaining: 16.9s 1259: learn: 0.3932876 test: 0.4155015 best: 0.4155014 (1258) total: 58.3s remaining: 16.9s 1260: learn: 0.3932876 test: 0.4155015 best: 0.4155014 (1258) total: 58.3s remaining: 16.8s 1261: learn: 0.3932876 test: 0.4155015 best: 0.4155014 (1258) total: 58.3s remaining: 16.8s 1262: learn: 0.3932875 test: 0.4155016 best: 0.4155014 (1258) total: 58.4s remaining: 16.7s 1263: learn: 0.3932875 test: 0.4155016 best: 0.4155014 (1258) total: 58.4s remaining: 16.7s 1264: learn: 0.3932785 test: 0.4154979 best: 0.4154979 (1264) total: 58.4s remaining: 16.6s 1265: learn: 0.3932776 test: 0.4154985 best: 0.4154979 (1264) total: 58.5s remaining: 16.6s 1266: learn: 0.3932641 test: 0.4155049 best: 0.4154979 (1264) total: 58.5s remaining: 16.5s 1267: learn: 0.3932616 test: 0.4155046 best: 0.4154979 (1264) total: 58.6s remaining: 16.5s 1268: learn: 0.3932586 test: 0.4155052 best: 0.4154979 (1264) total: 58.6s remaining: 16.4s 1269: learn: 0.3932580 test: 0.4155052 best: 0.4154979 (1264) total: 58.7s remaining: 16.4s 1270: learn: 0.3932529 test: 0.4155045 best: 0.4154979 (1264) total: 58.7s remaining: 16.3s 1271: learn: 0.3932492 test: 0.4155051 best: 0.4154979 (1264) total: 58.7s remaining: 16.3s 1272: learn: 0.3932492 test: 0.4155049 best: 0.4154979 (1264) total: 58.8s remaining: 16.3s 1273: learn: 0.3932486 test: 0.4155047 best: 0.4154979 (1264) total: 58.8s remaining: 16.2s 1274: learn: 0.3932485 test: 0.4155047 best: 0.4154979 (1264) total: 58.9s remaining: 16.2s 1275: learn: 0.3932484 test: 0.4155040 best: 0.4154979 (1264) total: 58.9s remaining: 16.1s 1276: learn: 0.3932469 test: 0.4155040 best: 0.4154979 (1264) total: 59s remaining: 16.1s 1277: learn: 0.3932469 test: 0.4155040 best: 0.4154979 (1264) total: 59s remaining: 16s 1278: learn: 0.3932464 test: 0.4155043 best: 0.4154979 (1264) total: 59.1s remaining: 16s 1279: learn: 0.3932417 test: 0.4155153 best: 0.4154979 (1264) total: 59.1s remaining: 15.9s 1280: learn: 0.3932364 test: 0.4155166 best: 0.4154979 (1264) total: 59.2s remaining: 15.9s 1281: learn: 0.3932364 test: 0.4155164 best: 0.4154979 (1264) total: 59.2s remaining: 15.8s 1282: learn: 0.3932364 test: 0.4155157 best: 0.4154979 (1264) total: 59.3s remaining: 15.8s 1283: learn: 0.3932356 test: 0.4155149 best: 0.4154979 (1264) total: 59.3s remaining: 15.7s 1284: learn: 0.3932355 test: 0.4155149 best: 0.4154979 (1264) total: 59.3s remaining: 15.7s 1285: learn: 0.3932309 test: 0.4155132 best: 0.4154979 (1264) total: 59.4s remaining: 15.7s 1286: learn: 0.3931822 test: 0.4155169 best: 0.4154979 (1264) total: 59.4s remaining: 15.6s 1287: learn: 0.3931822 test: 0.4155169 best: 0.4154979 (1264) total: 59.5s remaining: 15.6s 1288: learn: 0.3931809 test: 0.4155168 best: 0.4154979 (1264) total: 59.5s remaining: 15.5s 1289: learn: 0.3931713 test: 0.4155162 best: 0.4154979 (1264) total: 59.5s remaining: 15.5s 1290: learn: 0.3931711 test: 0.4155160 best: 0.4154979 (1264) total: 59.6s remaining: 15.4s 1291: learn: 0.3931682 test: 0.4155227 best: 0.4154979 (1264) total: 59.6s remaining: 15.4s 1292: learn: 0.3931671 test: 0.4155228 best: 0.4154979 (1264) total: 59.7s remaining: 15.3s 1293: learn: 0.3931663 test: 0.4155230 best: 0.4154979 (1264) total: 59.7s remaining: 15.3s 1294: learn: 0.3931543 test: 0.4155441 best: 0.4154979 (1264) total: 59.8s remaining: 15.2s 1295: learn: 0.3931537 test: 0.4155441 best: 0.4154979 (1264) total: 59.8s remaining: 15.2s 1296: learn: 0.3931534 test: 0.4155442 best: 0.4154979 (1264) total: 59.9s remaining: 15.1s 1297: learn: 0.3930993 test: 0.4155021 best: 0.4154979 (1264) total: 59.9s remaining: 15.1s 1298: learn: 0.3930993 test: 0.4155021 best: 0.4154979 (1264) total: 60s remaining: 15s 1299: learn: 0.3930990 test: 0.4155023 best: 0.4154979 (1264) total: 60s remaining: 15s 1300: learn: 0.3930989 test: 0.4155023 best: 0.4154979 (1264) total: 1m remaining: 15s 1301: learn: 0.3930957 test: 0.4155015 best: 0.4154979 (1264) total: 1m remaining: 14.9s 1302: learn: 0.3930659 test: 0.4154700 best: 0.4154700 (1302) total: 1m remaining: 14.9s 1303: learn: 0.3930658 test: 0.4154700 best: 0.4154700 (1303) total: 1m remaining: 14.8s 1304: learn: 0.3930618 test: 0.4154680 best: 0.4154680 (1304) total: 1m remaining: 14.8s 1305: learn: 0.3930613 test: 0.4154673 best: 0.4154673 (1305) total: 1m remaining: 14.7s 1306: learn: 0.3930575 test: 0.4154699 best: 0.4154673 (1305) total: 1m remaining: 14.7s 1307: learn: 0.3930575 test: 0.4154699 best: 0.4154673 (1305) total: 1m remaining: 14.6s 1308: learn: 0.3930573 test: 0.4154704 best: 0.4154673 (1305) total: 1m remaining: 14.6s 1309: learn: 0.3930568 test: 0.4154704 best: 0.4154673 (1305) total: 1m remaining: 14.5s 1310: learn: 0.3930476 test: 0.4154722 best: 0.4154673 (1305) total: 1m remaining: 14.5s 1311: learn: 0.3930460 test: 0.4154674 best: 0.4154673 (1305) total: 1m remaining: 14.4s 1312: learn: 0.3930382 test: 0.4154711 best: 0.4154673 (1305) total: 1m remaining: 14.4s 1313: learn: 0.3930353 test: 0.4154715 best: 0.4154673 (1305) total: 1m remaining: 14.3s 1314: learn: 0.3930135 test: 0.4154755 best: 0.4154673 (1305) total: 1m remaining: 14.3s 1315: learn: 0.3930102 test: 0.4154748 best: 0.4154673 (1305) total: 1m remaining: 14.3s 1316: learn: 0.3930088 test: 0.4154764 best: 0.4154673 (1305) total: 1m remaining: 14.2s 1317: learn: 0.3929592 test: 0.4154339 best: 0.4154339 (1317) total: 1m remaining: 14.2s 1318: learn: 0.3929541 test: 0.4154336 best: 0.4154336 (1318) total: 1m remaining: 14.1s 1319: learn: 0.3929541 test: 0.4154336 best: 0.4154336 (1318) total: 1m remaining: 14.1s 1320: learn: 0.3929540 test: 0.4154335 best: 0.4154335 (1320) total: 1m remaining: 14s 1321: learn: 0.3929538 test: 0.4154328 best: 0.4154328 (1321) total: 1m remaining: 14s 1322: learn: 0.3929241 test: 0.4154325 best: 0.4154325 (1322) total: 1m 1s remaining: 13.9s 1323: learn: 0.3929238 test: 0.4154324 best: 0.4154324 (1323) total: 1m 1s remaining: 13.9s 1324: learn: 0.3929237 test: 0.4154324 best: 0.4154324 (1324) total: 1m 1s remaining: 13.8s 1325: learn: 0.3929154 test: 0.4154326 best: 0.4154324 (1324) total: 1m 1s remaining: 13.8s 1326: learn: 0.3929104 test: 0.4154318 best: 0.4154318 (1326) total: 1m 1s remaining: 13.8s 1327: learn: 0.3928925 test: 0.4154212 best: 0.4154212 (1327) total: 1m 1s remaining: 13.7s 1328: learn: 0.3928481 test: 0.4154193 best: 0.4154193 (1328) total: 1m 1s remaining: 13.7s 1329: learn: 0.3927996 test: 0.4153756 best: 0.4153756 (1329) total: 1m 1s remaining: 13.6s 1330: learn: 0.3927996 test: 0.4153756 best: 0.4153756 (1330) total: 1m 1s remaining: 13.6s 1331: learn: 0.3927861 test: 0.4153711 best: 0.4153711 (1331) total: 1m 1s remaining: 13.5s 1332: learn: 0.3927858 test: 0.4153711 best: 0.4153711 (1332) total: 1m 1s remaining: 13.5s 1333: learn: 0.3927375 test: 0.4153012 best: 0.4153012 (1333) total: 1m 1s remaining: 13.5s 1334: learn: 0.3927375 test: 0.4153012 best: 0.4153012 (1334) total: 1m 1s remaining: 13.4s 1335: learn: 0.3927359 test: 0.4153007 best: 0.4153007 (1335) total: 1m 1s remaining: 13.4s 1336: learn: 0.3927359 test: 0.4153009 best: 0.4153007 (1335) total: 1m 1s remaining: 13.3s 1337: learn: 0.3927358 test: 0.4153009 best: 0.4153007 (1335) total: 1m 1s remaining: 13.3s 1338: learn: 0.3927227 test: 0.4152827 best: 0.4152827 (1338) total: 1m 1s remaining: 13.2s 1339: learn: 0.3927175 test: 0.4152820 best: 0.4152820 (1339) total: 1m 1s remaining: 13.2s 1340: learn: 0.3926928 test: 0.4152858 best: 0.4152820 (1339) total: 1m 2s remaining: 13.1s 1341: learn: 0.3926556 test: 0.4152837 best: 0.4152820 (1339) total: 1m 2s remaining: 13.1s 1342: learn: 0.3926250 test: 0.4152848 best: 0.4152820 (1339) total: 1m 2s remaining: 13s 1343: learn: 0.3926247 test: 0.4152848 best: 0.4152820 (1339) total: 1m 2s remaining: 13s 1344: learn: 0.3926247 test: 0.4152846 best: 0.4152820 (1339) total: 1m 2s remaining: 13s 1345: learn: 0.3926185 test: 0.4152815 best: 0.4152815 (1345) total: 1m 2s remaining: 12.9s 1346: learn: 0.3926184 test: 0.4152815 best: 0.4152815 (1346) total: 1m 2s remaining: 12.9s 1347: learn: 0.3926177 test: 0.4152820 best: 0.4152815 (1346) total: 1m 2s remaining: 12.8s 1348: learn: 0.3926177 test: 0.4152822 best: 0.4152815 (1346) total: 1m 2s remaining: 12.8s 1349: learn: 0.3926151 test: 0.4152890 best: 0.4152815 (1346) total: 1m 2s remaining: 12.7s 1350: learn: 0.3926025 test: 0.4152873 best: 0.4152815 (1346) total: 1m 2s remaining: 12.7s 1351: learn: 0.3925670 test: 0.4152648 best: 0.4152648 (1351) total: 1m 2s remaining: 12.6s 1352: learn: 0.3925584 test: 0.4152661 best: 0.4152648 (1351) total: 1m 2s remaining: 12.6s 1353: learn: 0.3925154 test: 0.4152332 best: 0.4152332 (1353) total: 1m 2s remaining: 12.5s 1354: learn: 0.3924893 test: 0.4152253 best: 0.4152253 (1354) total: 1m 2s remaining: 12.5s 1355: learn: 0.3924773 test: 0.4152199 best: 0.4152199 (1355) total: 1m 2s remaining: 12.5s 1356: learn: 0.3924772 test: 0.4152184 best: 0.4152184 (1356) total: 1m 2s remaining: 12.4s 1357: learn: 0.3924756 test: 0.4152136 best: 0.4152136 (1357) total: 1m 2s remaining: 12.4s 1358: learn: 0.3924678 test: 0.4152088 best: 0.4152088 (1358) total: 1m 2s remaining: 12.3s 1359: learn: 0.3924644 test: 0.4151908 best: 0.4151908 (1359) total: 1m 2s remaining: 12.3s 1360: learn: 0.3924310 test: 0.4151954 best: 0.4151908 (1359) total: 1m 3s remaining: 12.2s 1361: learn: 0.3924310 test: 0.4151953 best: 0.4151908 (1359) total: 1m 3s remaining: 12.2s 1362: learn: 0.3924310 test: 0.4151953 best: 0.4151908 (1359) total: 1m 3s remaining: 12.1s 1363: learn: 0.3923456 test: 0.4151153 best: 0.4151153 (1363) total: 1m 3s remaining: 12.1s 1364: learn: 0.3923425 test: 0.4151147 best: 0.4151147 (1364) total: 1m 3s remaining: 12s 1365: learn: 0.3923384 test: 0.4151146 best: 0.4151146 (1365) total: 1m 3s remaining: 12s 1366: learn: 0.3923368 test: 0.4151136 best: 0.4151136 (1366) total: 1m 3s remaining: 11.9s 1367: learn: 0.3922876 test: 0.4151077 best: 0.4151077 (1367) total: 1m 3s remaining: 11.9s 1368: learn: 0.3922699 test: 0.4150915 best: 0.4150915 (1368) total: 1m 3s remaining: 11.9s 1369: learn: 0.3922657 test: 0.4151129 best: 0.4150915 (1368) total: 1m 3s remaining: 11.8s 1370: learn: 0.3922547 test: 0.4151082 best: 0.4150915 (1368) total: 1m 3s remaining: 11.8s 1371: learn: 0.3922500 test: 0.4151031 best: 0.4150915 (1368) total: 1m 3s remaining: 11.7s 1372: learn: 0.3922407 test: 0.4150977 best: 0.4150915 (1368) total: 1m 3s remaining: 11.7s 1373: learn: 0.3922376 test: 0.4150956 best: 0.4150915 (1368) total: 1m 3s remaining: 11.6s 1374: learn: 0.3921643 test: 0.4150533 best: 0.4150533 (1374) total: 1m 3s remaining: 11.6s 1375: learn: 0.3921375 test: 0.4150548 best: 0.4150533 (1374) total: 1m 3s remaining: 11.5s 1376: learn: 0.3921219 test: 0.4150487 best: 0.4150487 (1376) total: 1m 3s remaining: 11.5s 1377: learn: 0.3921214 test: 0.4150486 best: 0.4150486 (1377) total: 1m 3s remaining: 11.4s 1378: learn: 0.3921195 test: 0.4150486 best: 0.4150486 (1377) total: 1m 3s remaining: 11.4s 1379: learn: 0.3921183 test: 0.4150488 best: 0.4150486 (1377) total: 1m 3s remaining: 11.3s 1380: learn: 0.3921152 test: 0.4150482 best: 0.4150482 (1380) total: 1m 3s remaining: 11.3s 1381: learn: 0.3921054 test: 0.4150444 best: 0.4150444 (1381) total: 1m 3s remaining: 11.3s 1382: learn: 0.3920958 test: 0.4150444 best: 0.4150444 (1382) total: 1m 4s remaining: 11.2s 1383: learn: 0.3920955 test: 0.4150441 best: 0.4150441 (1383) total: 1m 4s remaining: 11.2s 1384: learn: 0.3920825 test: 0.4150460 best: 0.4150441 (1383) total: 1m 4s remaining: 11.1s 1385: learn: 0.3920821 test: 0.4150460 best: 0.4150441 (1383) total: 1m 4s remaining: 11.1s 1386: learn: 0.3919997 test: 0.4149743 best: 0.4149743 (1386) total: 1m 4s remaining: 11s 1387: learn: 0.3919880 test: 0.4149750 best: 0.4149743 (1386) total: 1m 4s remaining: 11s 1388: learn: 0.3919840 test: 0.4149732 best: 0.4149732 (1388) total: 1m 4s remaining: 10.9s 1389: learn: 0.3919566 test: 0.4149711 best: 0.4149711 (1389) total: 1m 4s remaining: 10.9s 1390: learn: 0.3919566 test: 0.4149699 best: 0.4149699 (1390) total: 1m 4s remaining: 10.8s 1391: learn: 0.3919466 test: 0.4149779 best: 0.4149699 (1390) total: 1m 4s remaining: 10.8s 1392: learn: 0.3919461 test: 0.4149778 best: 0.4149699 (1390) total: 1m 4s remaining: 10.7s 1393: learn: 0.3919455 test: 0.4149781 best: 0.4149699 (1390) total: 1m 4s remaining: 10.7s 1394: learn: 0.3919312 test: 0.4150045 best: 0.4149699 (1390) total: 1m 4s remaining: 10.6s 1395: learn: 0.3919250 test: 0.4150040 best: 0.4149699 (1390) total: 1m 4s remaining: 10.6s 1396: learn: 0.3919107 test: 0.4150092 best: 0.4149699 (1390) total: 1m 4s remaining: 10.5s 1397: learn: 0.3919099 test: 0.4150093 best: 0.4149699 (1390) total: 1m 4s remaining: 10.5s 1398: learn: 0.3919035 test: 0.4150108 best: 0.4149699 (1390) total: 1m 4s remaining: 10.5s 1399: learn: 0.3919028 test: 0.4150096 best: 0.4149699 (1390) total: 1m 4s remaining: 10.4s 1400: learn: 0.3919026 test: 0.4150095 best: 0.4149699 (1390) total: 1m 4s remaining: 10.4s 1401: learn: 0.3919026 test: 0.4150095 best: 0.4149699 (1390) total: 1m 4s remaining: 10.3s 1402: learn: 0.3919025 test: 0.4150101 best: 0.4149699 (1390) total: 1m 4s remaining: 10.3s 1403: learn: 0.3919018 test: 0.4150103 best: 0.4149699 (1390) total: 1m 4s remaining: 10.2s 1404: learn: 0.3918880 test: 0.4150099 best: 0.4149699 (1390) total: 1m 5s remaining: 10.2s 1405: learn: 0.3918846 test: 0.4150115 best: 0.4149699 (1390) total: 1m 5s remaining: 10.1s 1406: learn: 0.3918846 test: 0.4150116 best: 0.4149699 (1390) total: 1m 5s remaining: 10.1s 1407: learn: 0.3918811 test: 0.4150132 best: 0.4149699 (1390) total: 1m 5s remaining: 10s 1408: learn: 0.3918743 test: 0.4150175 best: 0.4149699 (1390) total: 1m 5s remaining: 9.99s 1409: learn: 0.3918409 test: 0.4150009 best: 0.4149699 (1390) total: 1m 5s remaining: 9.95s 1410: learn: 0.3918406 test: 0.4150006 best: 0.4149699 (1390) total: 1m 5s remaining: 9.9s 1411: learn: 0.3918400 test: 0.4149991 best: 0.4149699 (1390) total: 1m 5s remaining: 9.86s 1412: learn: 0.3918394 test: 0.4150011 best: 0.4149699 (1390) total: 1m 5s remaining: 9.81s 1413: learn: 0.3918393 test: 0.4149991 best: 0.4149699 (1390) total: 1m 5s remaining: 9.76s 1414: learn: 0.3918393 test: 0.4149992 best: 0.4149699 (1390) total: 1m 5s remaining: 9.71s 1415: learn: 0.3918381 test: 0.4150030 best: 0.4149699 (1390) total: 1m 5s remaining: 9.67s 1416: learn: 0.3918306 test: 0.4150006 best: 0.4149699 (1390) total: 1m 5s remaining: 9.62s 1417: learn: 0.3918298 test: 0.4150002 best: 0.4149699 (1390) total: 1m 5s remaining: 9.57s 1418: learn: 0.3918296 test: 0.4150001 best: 0.4149699 (1390) total: 1m 5s remaining: 9.53s 1419: learn: 0.3918260 test: 0.4149995 best: 0.4149699 (1390) total: 1m 5s remaining: 9.48s 1420: learn: 0.3918179 test: 0.4149980 best: 0.4149699 (1390) total: 1m 5s remaining: 9.44s 1421: learn: 0.3918150 test: 0.4149972 best: 0.4149699 (1390) total: 1m 5s remaining: 9.39s 1422: learn: 0.3918149 test: 0.4149951 best: 0.4149699 (1390) total: 1m 5s remaining: 9.34s 1423: learn: 0.3918131 test: 0.4149954 best: 0.4149699 (1390) total: 1m 5s remaining: 9.29s 1424: learn: 0.3918120 test: 0.4149964 best: 0.4149699 (1390) total: 1m 5s remaining: 9.25s 1425: learn: 0.3918052 test: 0.4149952 best: 0.4149699 (1390) total: 1m 5s remaining: 9.2s 1426: learn: 0.3918049 test: 0.4149935 best: 0.4149699 (1390) total: 1m 5s remaining: 9.16s 1427: learn: 0.3917948 test: 0.4149757 best: 0.4149699 (1390) total: 1m 6s remaining: 9.11s 1428: learn: 0.3917942 test: 0.4149749 best: 0.4149699 (1390) total: 1m 6s remaining: 9.06s 1429: learn: 0.3917529 test: 0.4149685 best: 0.4149685 (1429) total: 1m 6s remaining: 9.02s 1430: learn: 0.3917515 test: 0.4149685 best: 0.4149685 (1430) total: 1m 6s remaining: 8.97s 1431: learn: 0.3917515 test: 0.4149685 best: 0.4149685 (1430) total: 1m 6s remaining: 8.93s 1432: learn: 0.3917514 test: 0.4149685 best: 0.4149685 (1430) total: 1m 6s remaining: 8.88s 1433: learn: 0.3917514 test: 0.4149685 best: 0.4149685 (1430) total: 1m 6s remaining: 8.83s 1434: learn: 0.3917514 test: 0.4149686 best: 0.4149685 (1430) total: 1m 6s remaining: 8.78s 1435: learn: 0.3917513 test: 0.4149686 best: 0.4149685 (1430) total: 1m 6s remaining: 8.73s 1436: learn: 0.3917513 test: 0.4149685 best: 0.4149685 (1436) total: 1m 6s remaining: 8.69s 1437: learn: 0.3917508 test: 0.4149673 best: 0.4149673 (1437) total: 1m 6s remaining: 8.64s 1438: learn: 0.3917437 test: 0.4149796 best: 0.4149673 (1437) total: 1m 6s remaining: 8.59s 1439: learn: 0.3916781 test: 0.4149180 best: 0.4149180 (1439) total: 1m 6s remaining: 8.55s 1440: learn: 0.3916770 test: 0.4149189 best: 0.4149180 (1439) total: 1m 6s remaining: 8.5s 1441: learn: 0.3916763 test: 0.4149183 best: 0.4149180 (1439) total: 1m 6s remaining: 8.45s 1442: learn: 0.3916656 test: 0.4149171 best: 0.4149171 (1442) total: 1m 6s remaining: 8.41s 1443: learn: 0.3916635 test: 0.4149239 best: 0.4149171 (1442) total: 1m 6s remaining: 8.36s 1444: learn: 0.3916578 test: 0.4149272 best: 0.4149171 (1442) total: 1m 6s remaining: 8.32s 1445: learn: 0.3916319 test: 0.4148885 best: 0.4148885 (1445) total: 1m 6s remaining: 8.27s 1446: learn: 0.3916319 test: 0.4148885 best: 0.4148885 (1445) total: 1m 6s remaining: 8.22s 1447: learn: 0.3916279 test: 0.4148857 best: 0.4148857 (1447) total: 1m 6s remaining: 8.18s 1448: learn: 0.3916279 test: 0.4148855 best: 0.4148855 (1448) total: 1m 6s remaining: 8.13s 1449: learn: 0.3916266 test: 0.4148854 best: 0.4148854 (1449) total: 1m 7s remaining: 8.09s 1450: learn: 0.3916266 test: 0.4148854 best: 0.4148854 (1449) total: 1m 7s remaining: 8.04s 1451: learn: 0.3916249 test: 0.4148913 best: 0.4148854 (1449) total: 1m 7s remaining: 7.99s 1452: learn: 0.3916249 test: 0.4148913 best: 0.4148854 (1449) total: 1m 7s remaining: 7.95s 1453: learn: 0.3916248 test: 0.4148899 best: 0.4148854 (1449) total: 1m 7s remaining: 7.9s 1454: learn: 0.3916095 test: 0.4148823 best: 0.4148823 (1454) total: 1m 7s remaining: 7.85s 1455: learn: 0.3915813 test: 0.4148718 best: 0.4148718 (1455) total: 1m 7s remaining: 7.81s 1456: learn: 0.3915813 test: 0.4148718 best: 0.4148718 (1456) total: 1m 7s remaining: 7.76s 1457: learn: 0.3915734 test: 0.4148723 best: 0.4148718 (1456) total: 1m 7s remaining: 7.71s 1458: learn: 0.3915731 test: 0.4148732 best: 0.4148718 (1456) total: 1m 7s remaining: 7.67s 1459: learn: 0.3915728 test: 0.4148680 best: 0.4148680 (1459) total: 1m 7s remaining: 7.62s 1460: learn: 0.3915679 test: 0.4148688 best: 0.4148680 (1459) total: 1m 7s remaining: 7.58s 1461: learn: 0.3915678 test: 0.4148688 best: 0.4148680 (1459) total: 1m 7s remaining: 7.53s 1462: learn: 0.3915675 test: 0.4148669 best: 0.4148669 (1462) total: 1m 7s remaining: 7.48s 1463: learn: 0.3915675 test: 0.4148669 best: 0.4148669 (1463) total: 1m 7s remaining: 7.43s 1464: learn: 0.3915599 test: 0.4148632 best: 0.4148632 (1464) total: 1m 7s remaining: 7.39s 1465: learn: 0.3915599 test: 0.4148633 best: 0.4148632 (1464) total: 1m 7s remaining: 7.34s 1466: learn: 0.3915578 test: 0.4148672 best: 0.4148632 (1464) total: 1m 7s remaining: 7.29s 1467: learn: 0.3915564 test: 0.4148671 best: 0.4148632 (1464) total: 1m 7s remaining: 7.25s 1468: learn: 0.3915562 test: 0.4148660 best: 0.4148632 (1464) total: 1m 7s remaining: 7.2s 1469: learn: 0.3915560 test: 0.4148660 best: 0.4148632 (1464) total: 1m 7s remaining: 7.15s 1470: learn: 0.3915556 test: 0.4148657 best: 0.4148632 (1464) total: 1m 7s remaining: 7.11s 1471: learn: 0.3915555 test: 0.4148668 best: 0.4148632 (1464) total: 1m 7s remaining: 7.06s 1472: learn: 0.3915555 test: 0.4148668 best: 0.4148632 (1464) total: 1m 7s remaining: 7.01s 1473: learn: 0.3915504 test: 0.4148656 best: 0.4148632 (1464) total: 1m 8s remaining: 6.97s 1474: learn: 0.3915491 test: 0.4148655 best: 0.4148632 (1464) total: 1m 8s remaining: 6.92s 1475: learn: 0.3915490 test: 0.4148655 best: 0.4148632 (1464) total: 1m 8s remaining: 6.87s 1476: learn: 0.3915441 test: 0.4148649 best: 0.4148632 (1464) total: 1m 8s remaining: 6.83s 1477: learn: 0.3915421 test: 0.4148617 best: 0.4148617 (1477) total: 1m 8s remaining: 6.78s 1478: learn: 0.3915421 test: 0.4148617 best: 0.4148617 (1477) total: 1m 8s remaining: 6.73s 1479: learn: 0.3915417 test: 0.4148617 best: 0.4148617 (1479) total: 1m 8s remaining: 6.68s 1480: learn: 0.3915395 test: 0.4148621 best: 0.4148617 (1479) total: 1m 8s remaining: 6.64s 1481: learn: 0.3915393 test: 0.4148633 best: 0.4148617 (1479) total: 1m 8s remaining: 6.59s 1482: learn: 0.3915329 test: 0.4148408 best: 0.4148408 (1482) total: 1m 8s remaining: 6.55s 1483: learn: 0.3915320 test: 0.4148421 best: 0.4148408 (1482) total: 1m 8s remaining: 6.5s 1484: learn: 0.3915233 test: 0.4148390 best: 0.4148390 (1484) total: 1m 8s remaining: 6.45s 1485: learn: 0.3915163 test: 0.4148394 best: 0.4148390 (1484) total: 1m 8s remaining: 6.41s 1486: learn: 0.3915158 test: 0.4148404 best: 0.4148390 (1484) total: 1m 8s remaining: 6.36s 1487: learn: 0.3915145 test: 0.4148399 best: 0.4148390 (1484) total: 1m 8s remaining: 6.32s 1488: learn: 0.3914819 test: 0.4148230 best: 0.4148230 (1488) total: 1m 8s remaining: 6.27s 1489: learn: 0.3914703 test: 0.4148222 best: 0.4148222 (1489) total: 1m 8s remaining: 6.22s 1490: learn: 0.3914696 test: 0.4148215 best: 0.4148215 (1490) total: 1m 8s remaining: 6.18s 1491: learn: 0.3914683 test: 0.4148216 best: 0.4148215 (1490) total: 1m 8s remaining: 6.13s 1492: learn: 0.3914669 test: 0.4148272 best: 0.4148215 (1490) total: 1m 8s remaining: 6.08s 1493: learn: 0.3913991 test: 0.4148157 best: 0.4148157 (1493) total: 1m 8s remaining: 6.04s 1494: learn: 0.3913305 test: 0.4148024 best: 0.4148024 (1494) total: 1m 8s remaining: 5.99s 1495: learn: 0.3913297 test: 0.4148023 best: 0.4148023 (1495) total: 1m 8s remaining: 5.95s 1496: learn: 0.3913100 test: 0.4148028 best: 0.4148023 (1495) total: 1m 9s remaining: 5.9s 1497: learn: 0.3913077 test: 0.4148038 best: 0.4148023 (1495) total: 1m 9s remaining: 5.86s 1498: learn: 0.3913001 test: 0.4148017 best: 0.4148017 (1498) total: 1m 9s remaining: 5.81s 1499: learn: 0.3912994 test: 0.4148016 best: 0.4148016 (1499) total: 1m 9s remaining: 5.76s 1500: learn: 0.3912994 test: 0.4148015 best: 0.4148015 (1500) total: 1m 9s remaining: 5.72s 1501: learn: 0.3912390 test: 0.4147485 best: 0.4147485 (1501) total: 1m 9s remaining: 5.67s 1502: learn: 0.3912377 test: 0.4147479 best: 0.4147479 (1502) total: 1m 9s remaining: 5.63s 1503: learn: 0.3912374 test: 0.4147476 best: 0.4147476 (1503) total: 1m 9s remaining: 5.58s 1504: learn: 0.3912259 test: 0.4147494 best: 0.4147476 (1503) total: 1m 9s remaining: 5.53s 1505: learn: 0.3912194 test: 0.4147481 best: 0.4147476 (1503) total: 1m 9s remaining: 5.49s 1506: learn: 0.3912194 test: 0.4147476 best: 0.4147476 (1503) total: 1m 9s remaining: 5.44s 1507: learn: 0.3912153 test: 0.4147466 best: 0.4147466 (1507) total: 1m 9s remaining: 5.39s 1508: learn: 0.3912152 test: 0.4147466 best: 0.4147466 (1507) total: 1m 9s remaining: 5.35s 1509: learn: 0.3911995 test: 0.4147389 best: 0.4147389 (1509) total: 1m 9s remaining: 5.3s 1510: learn: 0.3911995 test: 0.4147383 best: 0.4147383 (1510) total: 1m 9s remaining: 5.25s 1511: learn: 0.3911973 test: 0.4147472 best: 0.4147383 (1510) total: 1m 9s remaining: 5.21s 1512: learn: 0.3911934 test: 0.4147471 best: 0.4147383 (1510) total: 1m 9s remaining: 5.16s 1513: learn: 0.3911879 test: 0.4147435 best: 0.4147383 (1510) total: 1m 9s remaining: 5.12s 1514: learn: 0.3911879 test: 0.4147435 best: 0.4147383 (1510) total: 1m 9s remaining: 5.07s 1515: learn: 0.3911875 test: 0.4147424 best: 0.4147383 (1510) total: 1m 9s remaining: 5.03s 1516: learn: 0.3911874 test: 0.4147424 best: 0.4147383 (1510) total: 1m 9s remaining: 4.98s 1517: learn: 0.3911874 test: 0.4147424 best: 0.4147383 (1510) total: 1m 9s remaining: 4.93s 1518: learn: 0.3911860 test: 0.4147429 best: 0.4147383 (1510) total: 1m 10s remaining: 4.89s 1519: learn: 0.3911679 test: 0.4147273 best: 0.4147273 (1519) total: 1m 10s remaining: 4.84s 1520: learn: 0.3911336 test: 0.4147278 best: 0.4147273 (1519) total: 1m 10s remaining: 4.79s 1521: learn: 0.3910969 test: 0.4146880 best: 0.4146880 (1521) total: 1m 10s remaining: 4.75s 1522: learn: 0.3910946 test: 0.4146888 best: 0.4146880 (1521) total: 1m 10s remaining: 4.7s 1523: learn: 0.3910878 test: 0.4146800 best: 0.4146800 (1523) total: 1m 10s remaining: 4.66s 1524: learn: 0.3910877 test: 0.4146800 best: 0.4146800 (1523) total: 1m 10s remaining: 4.61s 1525: learn: 0.3910821 test: 0.4146744 best: 0.4146744 (1525) total: 1m 10s remaining: 4.56s 1526: learn: 0.3910790 test: 0.4146736 best: 0.4146736 (1526) total: 1m 10s remaining: 4.52s 1527: learn: 0.3910772 test: 0.4146723 best: 0.4146723 (1527) total: 1m 10s remaining: 4.47s 1528: learn: 0.3910680 test: 0.4146671 best: 0.4146671 (1528) total: 1m 10s remaining: 4.42s 1529: learn: 0.3910678 test: 0.4146687 best: 0.4146671 (1528) total: 1m 10s remaining: 4.38s 1530: learn: 0.3910648 test: 0.4146703 best: 0.4146671 (1528) total: 1m 10s remaining: 4.33s 1531: learn: 0.3910593 test: 0.4146661 best: 0.4146661 (1531) total: 1m 10s remaining: 4.29s 1532: learn: 0.3910589 test: 0.4146675 best: 0.4146661 (1531) total: 1m 10s remaining: 4.24s 1533: learn: 0.3910351 test: 0.4146469 best: 0.4146469 (1533) total: 1m 10s remaining: 4.19s 1534: learn: 0.3910337 test: 0.4146458 best: 0.4146458 (1534) total: 1m 10s remaining: 4.15s 1535: learn: 0.3910337 test: 0.4146456 best: 0.4146456 (1535) total: 1m 10s remaining: 4.1s 1536: learn: 0.3909881 test: 0.4146096 best: 0.4146096 (1536) total: 1m 10s remaining: 4.06s 1537: learn: 0.3909881 test: 0.4146096 best: 0.4146096 (1536) total: 1m 10s remaining: 4.01s 1538: learn: 0.3909880 test: 0.4146086 best: 0.4146086 (1538) total: 1m 10s remaining: 3.96s 1539: learn: 0.3909879 test: 0.4146087 best: 0.4146086 (1538) total: 1m 10s remaining: 3.92s 1540: learn: 0.3909879 test: 0.4146086 best: 0.4146086 (1540) total: 1m 11s remaining: 3.87s 1541: learn: 0.3909684 test: 0.4146047 best: 0.4146047 (1541) total: 1m 11s remaining: 3.83s 1542: learn: 0.3909676 test: 0.4146061 best: 0.4146047 (1541) total: 1m 11s remaining: 3.78s 1543: learn: 0.3909672 test: 0.4146059 best: 0.4146047 (1541) total: 1m 11s remaining: 3.73s 1544: learn: 0.3909671 test: 0.4146059 best: 0.4146047 (1541) total: 1m 11s remaining: 3.69s 1545: learn: 0.3909645 test: 0.4146049 best: 0.4146047 (1541) total: 1m 11s remaining: 3.64s 1546: learn: 0.3909500 test: 0.4146072 best: 0.4146047 (1541) total: 1m 11s remaining: 3.6s 1547: learn: 0.3909426 test: 0.4146222 best: 0.4146047 (1541) total: 1m 11s remaining: 3.55s 1548: learn: 0.3909421 test: 0.4146225 best: 0.4146047 (1541) total: 1m 11s remaining: 3.5s 1549: learn: 0.3909049 test: 0.4145987 best: 0.4145987 (1549) total: 1m 11s remaining: 3.46s 1550: learn: 0.3908927 test: 0.4145990 best: 0.4145987 (1549) total: 1m 11s remaining: 3.41s 1551: learn: 0.3908926 test: 0.4145981 best: 0.4145981 (1551) total: 1m 11s remaining: 3.37s 1552: learn: 0.3908922 test: 0.4145983 best: 0.4145981 (1551) total: 1m 11s remaining: 3.32s 1553: learn: 0.3908922 test: 0.4145983 best: 0.4145981 (1551) total: 1m 11s remaining: 3.27s 1554: learn: 0.3908868 test: 0.4145994 best: 0.4145981 (1551) total: 1m 11s remaining: 3.23s 1555: learn: 0.3908865 test: 0.4145994 best: 0.4145981 (1551) total: 1m 11s remaining: 3.18s 1556: learn: 0.3908863 test: 0.4145997 best: 0.4145981 (1551) total: 1m 11s remaining: 3.13s 1557: learn: 0.3908862 test: 0.4145987 best: 0.4145981 (1551) total: 1m 11s remaining: 3.09s 1558: learn: 0.3908862 test: 0.4145986 best: 0.4145981 (1551) total: 1m 11s remaining: 3.04s 1559: learn: 0.3908558 test: 0.4145865 best: 0.4145865 (1559) total: 1m 11s remaining: 3s 1560: learn: 0.3908403 test: 0.4145741 best: 0.4145741 (1560) total: 1m 11s remaining: 2.95s 1561: learn: 0.3908403 test: 0.4145740 best: 0.4145740 (1561) total: 1m 11s remaining: 2.9s 1562: learn: 0.3908292 test: 0.4145727 best: 0.4145727 (1562) total: 1m 12s remaining: 2.86s 1563: learn: 0.3908254 test: 0.4145765 best: 0.4145727 (1562) total: 1m 12s remaining: 2.81s 1564: learn: 0.3908254 test: 0.4145763 best: 0.4145727 (1562) total: 1m 12s remaining: 2.77s 1565: learn: 0.3908254 test: 0.4145761 best: 0.4145727 (1562) total: 1m 12s remaining: 2.72s 1566: learn: 0.3908218 test: 0.4145736 best: 0.4145727 (1562) total: 1m 12s remaining: 2.67s 1567: learn: 0.3908216 test: 0.4145727 best: 0.4145727 (1562) total: 1m 12s remaining: 2.63s 1568: learn: 0.3908215 test: 0.4145727 best: 0.4145727 (1562) total: 1m 12s remaining: 2.58s 1569: learn: 0.3908206 test: 0.4145726 best: 0.4145726 (1569) total: 1m 12s remaining: 2.53s 1570: learn: 0.3908206 test: 0.4145724 best: 0.4145724 (1570) total: 1m 12s remaining: 2.49s 1571: learn: 0.3908136 test: 0.4145728 best: 0.4145724 (1570) total: 1m 12s remaining: 2.44s 1572: learn: 0.3908014 test: 0.4145622 best: 0.4145622 (1572) total: 1m 12s remaining: 2.4s 1573: learn: 0.3907929 test: 0.4145686 best: 0.4145622 (1572) total: 1m 12s remaining: 2.35s 1574: learn: 0.3907791 test: 0.4145647 best: 0.4145622 (1572) total: 1m 12s remaining: 2.3s 1575: learn: 0.3907722 test: 0.4145857 best: 0.4145622 (1572) total: 1m 12s remaining: 2.26s 1576: learn: 0.3907722 test: 0.4145855 best: 0.4145622 (1572) total: 1m 12s remaining: 2.21s 1577: learn: 0.3907165 test: 0.4145427 best: 0.4145427 (1577) total: 1m 12s remaining: 2.16s 1578: learn: 0.3907161 test: 0.4145430 best: 0.4145427 (1577) total: 1m 12s remaining: 2.12s 1579: learn: 0.3907161 test: 0.4145421 best: 0.4145421 (1579) total: 1m 12s remaining: 2.07s 1580: learn: 0.3907121 test: 0.4145428 best: 0.4145421 (1579) total: 1m 12s remaining: 2.03s 1581: learn: 0.3907120 test: 0.4145428 best: 0.4145421 (1579) total: 1m 12s remaining: 1.98s 1582: learn: 0.3907114 test: 0.4145430 best: 0.4145421 (1579) total: 1m 12s remaining: 1.93s 1583: learn: 0.3907114 test: 0.4145430 best: 0.4145421 (1579) total: 1m 12s remaining: 1.89s 1584: learn: 0.3907113 test: 0.4145429 best: 0.4145421 (1579) total: 1m 12s remaining: 1.84s 1585: learn: 0.3907113 test: 0.4145429 best: 0.4145421 (1579) total: 1m 13s remaining: 1.79s 1586: learn: 0.3907113 test: 0.4145429 best: 0.4145421 (1579) total: 1m 13s remaining: 1.75s 1587: learn: 0.3907072 test: 0.4145442 best: 0.4145421 (1579) total: 1m 13s remaining: 1.7s 1588: learn: 0.3907061 test: 0.4145438 best: 0.4145421 (1579) total: 1m 13s remaining: 1.66s 1589: learn: 0.3907060 test: 0.4145435 best: 0.4145421 (1579) total: 1m 13s remaining: 1.61s 1590: learn: 0.3906977 test: 0.4145381 best: 0.4145381 (1590) total: 1m 13s remaining: 1.56s 1591: learn: 0.3906951 test: 0.4145367 best: 0.4145367 (1591) total: 1m 13s remaining: 1.52s 1592: learn: 0.3906948 test: 0.4145364 best: 0.4145364 (1592) total: 1m 13s remaining: 1.47s 1593: learn: 0.3906565 test: 0.4145358 best: 0.4145358 (1593) total: 1m 13s remaining: 1.43s 1594: learn: 0.3906565 test: 0.4145348 best: 0.4145348 (1594) total: 1m 13s remaining: 1.38s 1595: learn: 0.3906487 test: 0.4145322 best: 0.4145322 (1595) total: 1m 13s remaining: 1.33s 1596: learn: 0.3906487 test: 0.4145322 best: 0.4145322 (1595) total: 1m 13s remaining: 1.29s 1597: learn: 0.3906479 test: 0.4145323 best: 0.4145322 (1595) total: 1m 13s remaining: 1.24s 1598: learn: 0.3906479 test: 0.4145322 best: 0.4145322 (1595) total: 1m 13s remaining: 1.2s 1599: learn: 0.3906477 test: 0.4145323 best: 0.4145322 (1595) total: 1m 13s remaining: 1.15s 1600: learn: 0.3906413 test: 0.4145313 best: 0.4145313 (1600) total: 1m 13s remaining: 1.1s 1601: learn: 0.3906380 test: 0.4145277 best: 0.4145277 (1601) total: 1m 13s remaining: 1.06s 1602: learn: 0.3906326 test: 0.4145249 best: 0.4145249 (1602) total: 1m 13s remaining: 1.01s 1603: learn: 0.3906319 test: 0.4145261 best: 0.4145249 (1602) total: 1m 13s remaining: 967ms 1604: learn: 0.3906316 test: 0.4145266 best: 0.4145249 (1602) total: 1m 13s remaining: 921ms 1605: learn: 0.3905831 test: 0.4144839 best: 0.4144839 (1605) total: 1m 13s remaining: 875ms 1606: learn: 0.3905829 test: 0.4144848 best: 0.4144839 (1605) total: 1m 14s remaining: 829ms 1607: learn: 0.3905829 test: 0.4144848 best: 0.4144839 (1605) total: 1m 14s remaining: 783ms 1608: learn: 0.3905828 test: 0.4144835 best: 0.4144835 (1608) total: 1m 14s remaining: 737ms 1609: learn: 0.3905805 test: 0.4144836 best: 0.4144835 (1608) total: 1m 14s remaining: 691ms 1610: learn: 0.3905793 test: 0.4144834 best: 0.4144834 (1610) total: 1m 14s remaining: 645ms 1611: learn: 0.3905792 test: 0.4144834 best: 0.4144834 (1611) total: 1m 14s remaining: 599ms 1612: learn: 0.3905709 test: 0.4144819 best: 0.4144819 (1612) total: 1m 14s remaining: 553ms 1613: learn: 0.3905709 test: 0.4144815 best: 0.4144815 (1613) total: 1m 14s remaining: 506ms 1614: learn: 0.3905350 test: 0.4144879 best: 0.4144815 (1613) total: 1m 14s remaining: 460ms 1615: learn: 0.3905343 test: 0.4144879 best: 0.4144815 (1613) total: 1m 14s remaining: 414ms 1616: learn: 0.3905336 test: 0.4144892 best: 0.4144815 (1613) total: 1m 14s remaining: 368ms 1617: learn: 0.3905324 test: 0.4144891 best: 0.4144815 (1613) total: 1m 14s remaining: 322ms 1618: learn: 0.3905179 test: 0.4144859 best: 0.4144815 (1613) total: 1m 14s remaining: 276ms 1619: learn: 0.3905141 test: 0.4144888 best: 0.4144815 (1613) total: 1m 14s remaining: 230ms 1620: learn: 0.3905140 test: 0.4144894 best: 0.4144815 (1613) total: 1m 14s remaining: 184ms 1621: learn: 0.3905113 test: 0.4144862 best: 0.4144815 (1613) total: 1m 14s remaining: 138ms 1622: learn: 0.3905111 test: 0.4144868 best: 0.4144815 (1613) total: 1m 14s remaining: 92.1ms 1623: learn: 0.3905107 test: 0.4144866 best: 0.4144815 (1613) total: 1m 14s remaining: 46ms 1624: learn: 0.3905104 test: 0.4144862 best: 0.4144815 (1613) total: 1m 14s remaining: 0us bestTest = 0.4144815016 bestIteration = 1613 Shrink model to first 1614 iterations. [CV] learning_rate=0.1, l2_leaf_reg=4, iterations=1625, depth=4, total= 1.3min [CV] learning_rate=0.1, l2_leaf_reg=4, iterations=1625, depth=4 ...... 0: learn: 4.0353071 test: 4.0367935 best: 4.0367935 (0) total: 41.3ms remaining: 1m 7s 1: learn: 3.6406775 test: 3.6424747 best: 3.6424747 (1) total: 83.5ms remaining: 1m 7s 2: learn: 3.2870977 test: 3.2892144 best: 3.2892144 (2) total: 125ms remaining: 1m 7s 3: learn: 2.9693847 test: 2.9717455 best: 2.9717455 (3) total: 166ms remaining: 1m 7s 4: learn: 2.6848565 test: 2.6873143 best: 2.6873143 (4) total: 210ms remaining: 1m 8s 5: learn: 2.4296965 test: 2.4323315 best: 2.4323315 (5) total: 247ms remaining: 1m 6s 6: learn: 2.2017798 test: 2.2046274 best: 2.2046274 (6) total: 282ms remaining: 1m 5s 7: learn: 1.9964875 test: 1.9995060 best: 1.9995060 (7) total: 318ms remaining: 1m 4s 8: learn: 1.8142560 test: 1.8173140 best: 1.8173140 (8) total: 359ms remaining: 1m 4s 9: learn: 1.6506807 test: 1.6537680 best: 1.6537680 (9) total: 401ms remaining: 1m 4s 10: learn: 1.5052341 test: 1.5082003 best: 1.5082003 (10) total: 448ms remaining: 1m 5s 11: learn: 1.3753201 test: 1.3782576 best: 1.3782576 (11) total: 502ms remaining: 1m 7s 12: learn: 1.2619640 test: 1.2649865 best: 1.2649865 (12) total: 546ms remaining: 1m 7s 13: learn: 1.1603937 test: 1.1633234 best: 1.1633234 (13) total: 585ms remaining: 1m 7s 14: learn: 1.0710250 test: 1.0739127 best: 1.0739127 (14) total: 627ms remaining: 1m 7s 15: learn: 0.9932662 test: 0.9958453 best: 0.9958453 (15) total: 651ms remaining: 1m 5s 16: learn: 0.9250103 test: 0.9276421 best: 0.9276421 (16) total: 693ms remaining: 1m 5s 17: learn: 0.8637476 test: 0.8663775 best: 0.8663775 (17) total: 745ms remaining: 1m 6s 18: learn: 0.8110327 test: 0.8135931 best: 0.8135931 (18) total: 789ms remaining: 1m 6s 19: learn: 0.7649371 test: 0.7674803 best: 0.7674803 (19) total: 834ms remaining: 1m 6s 20: learn: 0.7249355 test: 0.7274351 best: 0.7274351 (20) total: 884ms remaining: 1m 7s 21: learn: 0.6908211 test: 0.6932366 best: 0.6932366 (21) total: 934ms remaining: 1m 8s 22: learn: 0.6603378 test: 0.6625953 best: 0.6625953 (22) total: 989ms remaining: 1m 8s 23: learn: 0.6350788 test: 0.6372477 best: 0.6372477 (23) total: 1.08s remaining: 1m 12s 24: learn: 0.6134461 test: 0.6153483 best: 0.6153483 (24) total: 1.14s remaining: 1m 12s 25: learn: 0.5945719 test: 0.5962610 best: 0.5962610 (25) total: 1.2s remaining: 1m 13s 26: learn: 0.5791007 test: 0.5805862 best: 0.5805862 (26) total: 1.25s remaining: 1m 14s 27: learn: 0.5632821 test: 0.5641040 best: 0.5641040 (27) total: 1.3s remaining: 1m 13s 28: learn: 0.5498242 test: 0.5503469 best: 0.5503469 (28) total: 1.34s remaining: 1m 13s 29: learn: 0.5379953 test: 0.5385400 best: 0.5385400 (29) total: 1.38s remaining: 1m 13s 30: learn: 0.5274483 test: 0.5279811 best: 0.5279811 (30) total: 1.44s remaining: 1m 14s 31: learn: 0.5189717 test: 0.5194366 best: 0.5194366 (31) total: 1.48s remaining: 1m 13s 32: learn: 0.5114724 test: 0.5118118 best: 0.5118118 (32) total: 1.52s remaining: 1m 13s 33: learn: 0.5055861 test: 0.5058782 best: 0.5058782 (33) total: 1.56s remaining: 1m 13s 34: learn: 0.5001439 test: 0.5001615 best: 0.5001615 (34) total: 1.6s remaining: 1m 12s 35: learn: 0.4958144 test: 0.4955084 best: 0.4955084 (35) total: 1.64s remaining: 1m 12s 36: learn: 0.4918092 test: 0.4914832 best: 0.4914832 (36) total: 1.68s remaining: 1m 12s 37: learn: 0.4884726 test: 0.4879868 best: 0.4879868 (37) total: 1.73s remaining: 1m 12s 38: learn: 0.4857444 test: 0.4850588 best: 0.4850588 (38) total: 1.77s remaining: 1m 11s 39: learn: 0.4830320 test: 0.4822481 best: 0.4822481 (39) total: 1.82s remaining: 1m 12s 40: learn: 0.4810553 test: 0.4801708 best: 0.4801708 (40) total: 1.86s remaining: 1m 11s 41: learn: 0.4792234 test: 0.4782027 best: 0.4782027 (41) total: 1.9s remaining: 1m 11s 42: learn: 0.4773361 test: 0.4764736 best: 0.4764736 (42) total: 1.93s remaining: 1m 11s 43: learn: 0.4756942 test: 0.4749456 best: 0.4749456 (43) total: 1.98s remaining: 1m 11s 44: learn: 0.4741601 test: 0.4735300 best: 0.4735300 (44) total: 2.02s remaining: 1m 10s 45: learn: 0.4730881 test: 0.4724266 best: 0.4724266 (45) total: 2.06s remaining: 1m 10s 46: learn: 0.4719246 test: 0.4712746 best: 0.4712746 (46) total: 2.1s remaining: 1m 10s 47: learn: 0.4707153 test: 0.4700011 best: 0.4700011 (47) total: 2.14s remaining: 1m 10s 48: learn: 0.4694083 test: 0.4687623 best: 0.4687623 (48) total: 2.18s remaining: 1m 10s 49: learn: 0.4685440 test: 0.4678607 best: 0.4678607 (49) total: 2.22s remaining: 1m 9s 50: learn: 0.4677895 test: 0.4671262 best: 0.4671262 (50) total: 2.26s remaining: 1m 9s 51: learn: 0.4668726 test: 0.4662781 best: 0.4662781 (51) total: 2.31s remaining: 1m 9s 52: learn: 0.4659224 test: 0.4652882 best: 0.4652882 (52) total: 2.35s remaining: 1m 9s 53: learn: 0.4650340 test: 0.4646040 best: 0.4646040 (53) total: 2.38s remaining: 1m 9s 54: learn: 0.4644351 test: 0.4640202 best: 0.4640202 (54) total: 2.43s remaining: 1m 9s 55: learn: 0.4635296 test: 0.4631946 best: 0.4631946 (55) total: 2.47s remaining: 1m 9s 56: learn: 0.4630523 test: 0.4626873 best: 0.4626873 (56) total: 2.52s remaining: 1m 9s 57: learn: 0.4623306 test: 0.4620006 best: 0.4620006 (57) total: 2.57s remaining: 1m 9s 58: learn: 0.4616888 test: 0.4614128 best: 0.4614128 (58) total: 2.61s remaining: 1m 9s 59: learn: 0.4610578 test: 0.4608522 best: 0.4608522 (59) total: 2.66s remaining: 1m 9s 60: learn: 0.4604319 test: 0.4602547 best: 0.4602547 (60) total: 2.7s remaining: 1m 9s 61: learn: 0.4594528 test: 0.4591346 best: 0.4591346 (61) total: 2.75s remaining: 1m 9s 62: learn: 0.4590400 test: 0.4587582 best: 0.4587582 (62) total: 2.8s remaining: 1m 9s 63: learn: 0.4585866 test: 0.4582991 best: 0.4582991 (63) total: 2.85s remaining: 1m 9s 64: learn: 0.4582392 test: 0.4579553 best: 0.4579553 (64) total: 2.89s remaining: 1m 9s 65: learn: 0.4575007 test: 0.4572350 best: 0.4572350 (65) total: 2.94s remaining: 1m 9s 66: learn: 0.4568296 test: 0.4565342 best: 0.4565342 (66) total: 2.98s remaining: 1m 9s 67: learn: 0.4564230 test: 0.4560794 best: 0.4560794 (67) total: 3.03s remaining: 1m 9s 68: learn: 0.4563353 test: 0.4560196 best: 0.4560196 (68) total: 3.07s remaining: 1m 9s 69: learn: 0.4557134 test: 0.4553727 best: 0.4553727 (69) total: 3.12s remaining: 1m 9s 70: learn: 0.4552713 test: 0.4549251 best: 0.4549251 (70) total: 3.16s remaining: 1m 9s 71: learn: 0.4545921 test: 0.4542832 best: 0.4542832 (71) total: 3.21s remaining: 1m 9s 72: learn: 0.4539385 test: 0.4536899 best: 0.4536899 (72) total: 3.25s remaining: 1m 9s 73: learn: 0.4533378 test: 0.4531510 best: 0.4531510 (73) total: 3.3s remaining: 1m 9s 74: learn: 0.4532473 test: 0.4531520 best: 0.4531510 (73) total: 3.34s remaining: 1m 8s 75: learn: 0.4529150 test: 0.4528649 best: 0.4528649 (75) total: 3.37s remaining: 1m 8s 76: learn: 0.4523910 test: 0.4524490 best: 0.4524490 (76) total: 3.42s remaining: 1m 8s 77: learn: 0.4523218 test: 0.4524503 best: 0.4524490 (76) total: 3.47s remaining: 1m 8s 78: learn: 0.4517115 test: 0.4518572 best: 0.4518572 (78) total: 3.51s remaining: 1m 8s 79: learn: 0.4512744 test: 0.4514739 best: 0.4514739 (79) total: 3.55s remaining: 1m 8s 80: learn: 0.4506877 test: 0.4508997 best: 0.4508997 (80) total: 3.6s remaining: 1m 8s 81: learn: 0.4503402 test: 0.4506169 best: 0.4506169 (81) total: 3.65s remaining: 1m 8s 82: learn: 0.4500215 test: 0.4503002 best: 0.4503002 (82) total: 3.7s remaining: 1m 8s 83: learn: 0.4490405 test: 0.4489370 best: 0.4489370 (83) total: 3.75s remaining: 1m 8s 84: learn: 0.4485191 test: 0.4484172 best: 0.4484172 (84) total: 3.79s remaining: 1m 8s 85: learn: 0.4482092 test: 0.4481192 best: 0.4481192 (85) total: 3.83s remaining: 1m 8s 86: learn: 0.4478636 test: 0.4476805 best: 0.4476805 (86) total: 3.87s remaining: 1m 8s 87: learn: 0.4478275 test: 0.4476854 best: 0.4476805 (86) total: 3.92s remaining: 1m 8s 88: learn: 0.4475486 test: 0.4473819 best: 0.4473819 (88) total: 3.96s remaining: 1m 8s 89: learn: 0.4473942 test: 0.4472185 best: 0.4472185 (89) total: 4.01s remaining: 1m 8s 90: learn: 0.4473308 test: 0.4472186 best: 0.4472185 (89) total: 4.04s remaining: 1m 8s 91: learn: 0.4471306 test: 0.4470935 best: 0.4470935 (91) total: 4.08s remaining: 1m 8s 92: learn: 0.4469189 test: 0.4468796 best: 0.4468796 (92) total: 4.13s remaining: 1m 7s 93: learn: 0.4468812 test: 0.4468869 best: 0.4468796 (92) total: 4.16s remaining: 1m 7s 94: learn: 0.4465515 test: 0.4465620 best: 0.4465620 (94) total: 4.2s remaining: 1m 7s 95: learn: 0.4463196 test: 0.4463877 best: 0.4463877 (95) total: 4.24s remaining: 1m 7s 96: learn: 0.4463178 test: 0.4463917 best: 0.4463877 (95) total: 4.26s remaining: 1m 7s 97: learn: 0.4460364 test: 0.4461051 best: 0.4461051 (97) total: 4.3s remaining: 1m 7s 98: learn: 0.4459770 test: 0.4460989 best: 0.4460989 (98) total: 4.34s remaining: 1m 6s 99: learn: 0.4457336 test: 0.4458741 best: 0.4458741 (99) total: 4.39s remaining: 1m 6s 100: learn: 0.4457148 test: 0.4458698 best: 0.4458698 (100) total: 4.44s remaining: 1m 7s 101: learn: 0.4452922 test: 0.4454481 best: 0.4454481 (101) total: 4.49s remaining: 1m 6s 102: learn: 0.4447939 test: 0.4448785 best: 0.4448785 (102) total: 4.53s remaining: 1m 6s 103: learn: 0.4442403 test: 0.4444314 best: 0.4444314 (103) total: 4.58s remaining: 1m 6s 104: learn: 0.4435578 test: 0.4437724 best: 0.4437724 (104) total: 4.62s remaining: 1m 6s 105: learn: 0.4435562 test: 0.4437761 best: 0.4437724 (104) total: 4.65s remaining: 1m 6s 106: learn: 0.4431911 test: 0.4433344 best: 0.4433344 (106) total: 4.7s remaining: 1m 6s 107: learn: 0.4429026 test: 0.4430256 best: 0.4430256 (107) total: 4.74s remaining: 1m 6s 108: learn: 0.4425685 test: 0.4426864 best: 0.4426864 (108) total: 4.79s remaining: 1m 6s 109: learn: 0.4423212 test: 0.4424740 best: 0.4424740 (109) total: 4.85s remaining: 1m 6s 110: learn: 0.4422126 test: 0.4424018 best: 0.4424018 (110) total: 4.89s remaining: 1m 6s 111: learn: 0.4421917 test: 0.4424101 best: 0.4424018 (110) total: 4.94s remaining: 1m 6s 112: learn: 0.4420018 test: 0.4422365 best: 0.4422365 (112) total: 4.99s remaining: 1m 6s 113: learn: 0.4418154 test: 0.4420462 best: 0.4420462 (113) total: 5.04s remaining: 1m 6s 114: learn: 0.4417904 test: 0.4420469 best: 0.4420462 (113) total: 5.08s remaining: 1m 6s 115: learn: 0.4417368 test: 0.4419789 best: 0.4419789 (115) total: 5.13s remaining: 1m 6s 116: learn: 0.4415619 test: 0.4418166 best: 0.4418166 (116) total: 5.17s remaining: 1m 6s 117: learn: 0.4412690 test: 0.4416273 best: 0.4416273 (117) total: 5.22s remaining: 1m 6s 118: learn: 0.4411404 test: 0.4415327 best: 0.4415327 (118) total: 5.26s remaining: 1m 6s 119: learn: 0.4411050 test: 0.4415180 best: 0.4415180 (119) total: 5.31s remaining: 1m 6s 120: learn: 0.4408198 test: 0.4412752 best: 0.4412752 (120) total: 5.35s remaining: 1m 6s 121: learn: 0.4403661 test: 0.4409869 best: 0.4409869 (121) total: 5.39s remaining: 1m 6s 122: learn: 0.4400459 test: 0.4407063 best: 0.4407063 (122) total: 5.44s remaining: 1m 6s 123: learn: 0.4397764 test: 0.4405082 best: 0.4405082 (123) total: 5.49s remaining: 1m 6s 124: learn: 0.4394945 test: 0.4401973 best: 0.4401973 (124) total: 5.54s remaining: 1m 6s 125: learn: 0.4392339 test: 0.4399615 best: 0.4399615 (125) total: 5.58s remaining: 1m 6s 126: learn: 0.4391250 test: 0.4398724 best: 0.4398724 (126) total: 5.63s remaining: 1m 6s 127: learn: 0.4390566 test: 0.4397982 best: 0.4397982 (127) total: 5.68s remaining: 1m 6s 128: learn: 0.4390273 test: 0.4397979 best: 0.4397979 (128) total: 5.73s remaining: 1m 6s 129: learn: 0.4389838 test: 0.4398033 best: 0.4397979 (128) total: 5.77s remaining: 1m 6s 130: learn: 0.4389091 test: 0.4397701 best: 0.4397701 (130) total: 5.82s remaining: 1m 6s 131: learn: 0.4384862 test: 0.4393610 best: 0.4393610 (131) total: 5.86s remaining: 1m 6s 132: learn: 0.4377972 test: 0.4384971 best: 0.4384971 (132) total: 5.91s remaining: 1m 6s 133: learn: 0.4376906 test: 0.4384330 best: 0.4384330 (133) total: 5.96s remaining: 1m 6s 134: learn: 0.4375519 test: 0.4382841 best: 0.4382841 (134) total: 6s remaining: 1m 6s 135: learn: 0.4371969 test: 0.4380388 best: 0.4380388 (135) total: 6.05s remaining: 1m 6s 136: learn: 0.4371706 test: 0.4380538 best: 0.4380388 (135) total: 6.1s remaining: 1m 6s 137: learn: 0.4368499 test: 0.4378346 best: 0.4378346 (137) total: 6.14s remaining: 1m 6s 138: learn: 0.4367572 test: 0.4378225 best: 0.4378225 (138) total: 6.19s remaining: 1m 6s 139: learn: 0.4364094 test: 0.4375714 best: 0.4375714 (139) total: 6.24s remaining: 1m 6s 140: learn: 0.4363895 test: 0.4375822 best: 0.4375714 (139) total: 6.28s remaining: 1m 6s 141: learn: 0.4360794 test: 0.4372432 best: 0.4372432 (141) total: 6.32s remaining: 1m 5s 142: learn: 0.4358405 test: 0.4369274 best: 0.4369274 (142) total: 6.36s remaining: 1m 5s 143: learn: 0.4357406 test: 0.4368760 best: 0.4368760 (143) total: 6.41s remaining: 1m 5s 144: learn: 0.4355575 test: 0.4368330 best: 0.4368330 (144) total: 6.46s remaining: 1m 5s 145: learn: 0.4355391 test: 0.4368452 best: 0.4368330 (144) total: 6.5s remaining: 1m 5s 146: learn: 0.4354191 test: 0.4367569 best: 0.4367569 (146) total: 6.55s remaining: 1m 5s 147: learn: 0.4353178 test: 0.4367000 best: 0.4367000 (147) total: 6.59s remaining: 1m 5s 148: learn: 0.4353024 test: 0.4367126 best: 0.4367000 (147) total: 6.64s remaining: 1m 5s 149: learn: 0.4350584 test: 0.4365106 best: 0.4365106 (149) total: 6.69s remaining: 1m 5s 150: learn: 0.4350418 test: 0.4365211 best: 0.4365106 (149) total: 6.75s remaining: 1m 5s 151: learn: 0.4349610 test: 0.4364933 best: 0.4364933 (151) total: 6.8s remaining: 1m 5s 152: learn: 0.4347276 test: 0.4362924 best: 0.4362924 (152) total: 6.84s remaining: 1m 5s 153: learn: 0.4344730 test: 0.4360574 best: 0.4360574 (153) total: 6.89s remaining: 1m 5s 154: learn: 0.4344267 test: 0.4359957 best: 0.4359957 (154) total: 6.94s remaining: 1m 5s 155: learn: 0.4343158 test: 0.4359025 best: 0.4359025 (155) total: 6.99s remaining: 1m 5s 156: learn: 0.4342041 test: 0.4358164 best: 0.4358164 (156) total: 7.03s remaining: 1m 5s 157: learn: 0.4341905 test: 0.4358141 best: 0.4358141 (157) total: 7.08s remaining: 1m 5s 158: learn: 0.4337720 test: 0.4354951 best: 0.4354951 (158) total: 7.14s remaining: 1m 5s 159: learn: 0.4333539 test: 0.4348593 best: 0.4348593 (159) total: 7.19s remaining: 1m 5s 160: learn: 0.4332734 test: 0.4347950 best: 0.4347950 (160) total: 7.24s remaining: 1m 5s 161: learn: 0.4332467 test: 0.4347660 best: 0.4347660 (161) total: 7.28s remaining: 1m 5s 162: learn: 0.4331470 test: 0.4346803 best: 0.4346803 (162) total: 7.32s remaining: 1m 5s 163: learn: 0.4329457 test: 0.4345196 best: 0.4345196 (163) total: 7.36s remaining: 1m 5s 164: learn: 0.4328882 test: 0.4344832 best: 0.4344832 (164) total: 7.41s remaining: 1m 5s 165: learn: 0.4327148 test: 0.4343366 best: 0.4343366 (165) total: 7.46s remaining: 1m 5s 166: learn: 0.4325524 test: 0.4341967 best: 0.4341967 (166) total: 7.5s remaining: 1m 5s 167: learn: 0.4325390 test: 0.4341954 best: 0.4341954 (167) total: 7.55s remaining: 1m 5s 168: learn: 0.4325296 test: 0.4342078 best: 0.4341954 (167) total: 7.6s remaining: 1m 5s 169: learn: 0.4325274 test: 0.4342120 best: 0.4341954 (167) total: 7.63s remaining: 1m 5s 170: learn: 0.4322788 test: 0.4339487 best: 0.4339487 (170) total: 7.68s remaining: 1m 5s 171: learn: 0.4321411 test: 0.4338334 best: 0.4338334 (171) total: 7.73s remaining: 1m 5s 172: learn: 0.4320930 test: 0.4338355 best: 0.4338334 (171) total: 7.77s remaining: 1m 5s 173: learn: 0.4320895 test: 0.4338420 best: 0.4338334 (171) total: 7.82s remaining: 1m 5s 174: learn: 0.4319584 test: 0.4337035 best: 0.4337035 (174) total: 7.86s remaining: 1m 5s 175: learn: 0.4318650 test: 0.4336194 best: 0.4336194 (175) total: 7.9s remaining: 1m 5s 176: learn: 0.4317318 test: 0.4336287 best: 0.4336194 (175) total: 7.94s remaining: 1m 4s 177: learn: 0.4316233 test: 0.4335463 best: 0.4335463 (177) total: 7.99s remaining: 1m 4s 178: learn: 0.4316101 test: 0.4335605 best: 0.4335463 (177) total: 8.03s remaining: 1m 4s 179: learn: 0.4314602 test: 0.4334510 best: 0.4334510 (179) total: 8.07s remaining: 1m 4s 180: learn: 0.4312962 test: 0.4333000 best: 0.4333000 (180) total: 8.11s remaining: 1m 4s 181: learn: 0.4309636 test: 0.4328081 best: 0.4328081 (181) total: 8.15s remaining: 1m 4s 182: learn: 0.4309508 test: 0.4328232 best: 0.4328081 (181) total: 8.2s remaining: 1m 4s 183: learn: 0.4309023 test: 0.4328138 best: 0.4328081 (181) total: 8.25s remaining: 1m 4s 184: learn: 0.4307298 test: 0.4326009 best: 0.4326009 (184) total: 8.3s remaining: 1m 4s 185: learn: 0.4307051 test: 0.4325766 best: 0.4325766 (185) total: 8.36s remaining: 1m 4s 186: learn: 0.4307033 test: 0.4325759 best: 0.4325759 (186) total: 8.41s remaining: 1m 4s 187: learn: 0.4304816 test: 0.4323549 best: 0.4323549 (187) total: 8.45s remaining: 1m 4s 188: learn: 0.4303169 test: 0.4322265 best: 0.4322265 (188) total: 8.5s remaining: 1m 4s 189: learn: 0.4303055 test: 0.4322414 best: 0.4322265 (188) total: 8.54s remaining: 1m 4s 190: learn: 0.4302901 test: 0.4322390 best: 0.4322265 (188) total: 8.59s remaining: 1m 4s 191: learn: 0.4300351 test: 0.4320283 best: 0.4320283 (191) total: 8.63s remaining: 1m 4s 192: learn: 0.4299333 test: 0.4319504 best: 0.4319504 (192) total: 8.68s remaining: 1m 4s 193: learn: 0.4298956 test: 0.4319522 best: 0.4319504 (192) total: 8.73s remaining: 1m 4s 194: learn: 0.4297513 test: 0.4318023 best: 0.4318023 (194) total: 8.78s remaining: 1m 4s 195: learn: 0.4297418 test: 0.4318028 best: 0.4318023 (194) total: 8.82s remaining: 1m 4s 196: learn: 0.4297307 test: 0.4318187 best: 0.4318023 (194) total: 8.87s remaining: 1m 4s 197: learn: 0.4297211 test: 0.4318165 best: 0.4318023 (194) total: 8.92s remaining: 1m 4s 198: learn: 0.4297115 test: 0.4318186 best: 0.4318023 (194) total: 8.96s remaining: 1m 4s 199: learn: 0.4296676 test: 0.4318243 best: 0.4318023 (194) total: 9.01s remaining: 1m 4s 200: learn: 0.4296537 test: 0.4318306 best: 0.4318023 (194) total: 9.05s remaining: 1m 4s 201: learn: 0.4296262 test: 0.4318180 best: 0.4318023 (194) total: 9.1s remaining: 1m 4s 202: learn: 0.4296168 test: 0.4318341 best: 0.4318023 (194) total: 9.15s remaining: 1m 4s 203: learn: 0.4294461 test: 0.4316953 best: 0.4316953 (203) total: 9.2s remaining: 1m 4s 204: learn: 0.4292031 test: 0.4314902 best: 0.4314902 (204) total: 9.24s remaining: 1m 3s 205: learn: 0.4291876 test: 0.4315006 best: 0.4314902 (204) total: 9.28s remaining: 1m 3s 206: learn: 0.4291797 test: 0.4315157 best: 0.4314902 (204) total: 9.32s remaining: 1m 3s 207: learn: 0.4291590 test: 0.4315140 best: 0.4314902 (204) total: 9.37s remaining: 1m 3s 208: learn: 0.4290365 test: 0.4314258 best: 0.4314258 (208) total: 9.43s remaining: 1m 3s 209: learn: 0.4290291 test: 0.4314409 best: 0.4314258 (208) total: 9.48s remaining: 1m 3s 210: learn: 0.4289896 test: 0.4314281 best: 0.4314258 (208) total: 9.54s remaining: 1m 3s 211: learn: 0.4289845 test: 0.4314259 best: 0.4314258 (208) total: 9.59s remaining: 1m 3s 212: learn: 0.4289785 test: 0.4314387 best: 0.4314258 (208) total: 9.64s remaining: 1m 3s 213: learn: 0.4287984 test: 0.4312723 best: 0.4312723 (213) total: 9.68s remaining: 1m 3s 214: learn: 0.4287309 test: 0.4312484 best: 0.4312484 (214) total: 9.73s remaining: 1m 3s 215: learn: 0.4287251 test: 0.4312636 best: 0.4312484 (214) total: 9.79s remaining: 1m 3s 216: learn: 0.4285612 test: 0.4310931 best: 0.4310931 (216) total: 9.84s remaining: 1m 3s 217: learn: 0.4285560 test: 0.4311080 best: 0.4310931 (216) total: 9.88s remaining: 1m 3s 218: learn: 0.4284980 test: 0.4311082 best: 0.4310931 (216) total: 9.92s remaining: 1m 3s 219: learn: 0.4283055 test: 0.4309516 best: 0.4309516 (219) total: 9.97s remaining: 1m 3s 220: learn: 0.4282751 test: 0.4309360 best: 0.4309360 (220) total: 10s remaining: 1m 3s 221: learn: 0.4282699 test: 0.4309460 best: 0.4309360 (220) total: 10.1s remaining: 1m 3s 222: learn: 0.4282398 test: 0.4309085 best: 0.4309085 (222) total: 10.1s remaining: 1m 3s 223: learn: 0.4282169 test: 0.4308800 best: 0.4308800 (223) total: 10.1s remaining: 1m 3s 224: learn: 0.4280952 test: 0.4307462 best: 0.4307462 (224) total: 10.2s remaining: 1m 3s 225: learn: 0.4280879 test: 0.4307443 best: 0.4307443 (225) total: 10.2s remaining: 1m 3s 226: learn: 0.4279549 test: 0.4306720 best: 0.4306720 (226) total: 10.3s remaining: 1m 3s 227: learn: 0.4279510 test: 0.4306817 best: 0.4306720 (226) total: 10.3s remaining: 1m 3s 228: learn: 0.4278135 test: 0.4305782 best: 0.4305782 (228) total: 10.4s remaining: 1m 3s 229: learn: 0.4275441 test: 0.4302977 best: 0.4302977 (229) total: 10.4s remaining: 1m 3s 230: learn: 0.4274884 test: 0.4302838 best: 0.4302838 (230) total: 10.5s remaining: 1m 3s 231: learn: 0.4274826 test: 0.4303000 best: 0.4302838 (230) total: 10.5s remaining: 1m 3s 232: learn: 0.4274631 test: 0.4302999 best: 0.4302838 (230) total: 10.6s remaining: 1m 3s 233: learn: 0.4274305 test: 0.4303052 best: 0.4302838 (230) total: 10.6s remaining: 1m 3s 234: learn: 0.4271687 test: 0.4299125 best: 0.4299125 (234) total: 10.7s remaining: 1m 3s 235: learn: 0.4271644 test: 0.4299254 best: 0.4299125 (234) total: 10.7s remaining: 1m 3s 236: learn: 0.4271603 test: 0.4299369 best: 0.4299125 (234) total: 10.8s remaining: 1m 3s 237: learn: 0.4271555 test: 0.4299517 best: 0.4299125 (234) total: 10.8s remaining: 1m 3s 238: learn: 0.4271481 test: 0.4299497 best: 0.4299125 (234) total: 10.9s remaining: 1m 3s 239: learn: 0.4271272 test: 0.4299532 best: 0.4299125 (234) total: 10.9s remaining: 1m 3s 240: learn: 0.4271222 test: 0.4299677 best: 0.4299125 (234) total: 11s remaining: 1m 3s 241: learn: 0.4270243 test: 0.4298896 best: 0.4298896 (241) total: 11s remaining: 1m 3s 242: learn: 0.4270198 test: 0.4299039 best: 0.4298896 (241) total: 11.1s remaining: 1m 2s 243: learn: 0.4270151 test: 0.4299181 best: 0.4298896 (241) total: 11.1s remaining: 1m 2s 244: learn: 0.4267690 test: 0.4296206 best: 0.4296206 (244) total: 11.2s remaining: 1m 2s 245: learn: 0.4267489 test: 0.4296089 best: 0.4296089 (245) total: 11.2s remaining: 1m 2s 246: learn: 0.4265016 test: 0.4294980 best: 0.4294980 (246) total: 11.3s remaining: 1m 2s 247: learn: 0.4263664 test: 0.4294060 best: 0.4294060 (247) total: 11.3s remaining: 1m 2s 248: learn: 0.4263397 test: 0.4294008 best: 0.4294008 (248) total: 11.3s remaining: 1m 2s 249: learn: 0.4263361 test: 0.4294147 best: 0.4294008 (248) total: 11.4s remaining: 1m 2s 250: learn: 0.4263326 test: 0.4294283 best: 0.4294008 (248) total: 11.4s remaining: 1m 2s 251: learn: 0.4261974 test: 0.4292915 best: 0.4292915 (251) total: 11.5s remaining: 1m 2s 252: learn: 0.4261709 test: 0.4293059 best: 0.4292915 (251) total: 11.5s remaining: 1m 2s 253: learn: 0.4261149 test: 0.4293042 best: 0.4292915 (251) total: 11.6s remaining: 1m 2s 254: learn: 0.4260918 test: 0.4292798 best: 0.4292798 (254) total: 11.6s remaining: 1m 2s 255: learn: 0.4260695 test: 0.4292725 best: 0.4292725 (255) total: 11.7s remaining: 1m 2s 256: learn: 0.4260514 test: 0.4292669 best: 0.4292669 (256) total: 11.7s remaining: 1m 2s 257: learn: 0.4259206 test: 0.4292199 best: 0.4292199 (257) total: 11.8s remaining: 1m 2s 258: learn: 0.4259149 test: 0.4292349 best: 0.4292199 (257) total: 11.8s remaining: 1m 2s 259: learn: 0.4258439 test: 0.4291827 best: 0.4291827 (259) total: 11.9s remaining: 1m 2s 260: learn: 0.4258355 test: 0.4291835 best: 0.4291827 (259) total: 11.9s remaining: 1m 2s 261: learn: 0.4257142 test: 0.4290656 best: 0.4290656 (261) total: 12s remaining: 1m 2s 262: learn: 0.4256478 test: 0.4289732 best: 0.4289732 (262) total: 12s remaining: 1m 2s 263: learn: 0.4255544 test: 0.4288758 best: 0.4288758 (263) total: 12.1s remaining: 1m 2s 264: learn: 0.4252977 test: 0.4285296 best: 0.4285296 (264) total: 12.1s remaining: 1m 2s 265: learn: 0.4252921 test: 0.4285275 best: 0.4285275 (265) total: 12.2s remaining: 1m 2s 266: learn: 0.4252476 test: 0.4284996 best: 0.4284996 (266) total: 12.2s remaining: 1m 2s 267: learn: 0.4252428 test: 0.4285095 best: 0.4284996 (266) total: 12.3s remaining: 1m 2s 268: learn: 0.4252003 test: 0.4284840 best: 0.4284840 (268) total: 12.3s remaining: 1m 2s 269: learn: 0.4251884 test: 0.4284815 best: 0.4284815 (269) total: 12.4s remaining: 1m 2s 270: learn: 0.4250346 test: 0.4282969 best: 0.4282969 (270) total: 12.4s remaining: 1m 1s 271: learn: 0.4250293 test: 0.4282938 best: 0.4282938 (271) total: 12.4s remaining: 1m 1s 272: learn: 0.4249597 test: 0.4282529 best: 0.4282529 (272) total: 12.5s remaining: 1m 1s 273: learn: 0.4249566 test: 0.4282669 best: 0.4282529 (272) total: 12.5s remaining: 1m 1s 274: learn: 0.4249490 test: 0.4282544 best: 0.4282529 (272) total: 12.6s remaining: 1m 1s 275: learn: 0.4248094 test: 0.4281622 best: 0.4281622 (275) total: 12.6s remaining: 1m 1s 276: learn: 0.4247446 test: 0.4281248 best: 0.4281248 (276) total: 12.7s remaining: 1m 1s 277: learn: 0.4247416 test: 0.4281378 best: 0.4281248 (276) total: 12.7s remaining: 1m 1s 278: learn: 0.4246341 test: 0.4280164 best: 0.4280164 (278) total: 12.8s remaining: 1m 1s 279: learn: 0.4244038 test: 0.4277929 best: 0.4277929 (279) total: 12.8s remaining: 1m 1s 280: learn: 0.4243964 test: 0.4277917 best: 0.4277917 (280) total: 12.9s remaining: 1m 1s 281: learn: 0.4243131 test: 0.4277205 best: 0.4277205 (281) total: 12.9s remaining: 1m 1s 282: learn: 0.4242871 test: 0.4277265 best: 0.4277205 (281) total: 13s remaining: 1m 1s 283: learn: 0.4242847 test: 0.4277390 best: 0.4277205 (281) total: 13.1s remaining: 1m 1s 284: learn: 0.4241664 test: 0.4276560 best: 0.4276560 (284) total: 13.1s remaining: 1m 1s 285: learn: 0.4241635 test: 0.4276507 best: 0.4276507 (285) total: 13.2s remaining: 1m 1s 286: learn: 0.4241341 test: 0.4276607 best: 0.4276507 (285) total: 13.3s remaining: 1m 1s 287: learn: 0.4239936 test: 0.4275102 best: 0.4275102 (287) total: 13.3s remaining: 1m 1s 288: learn: 0.4239912 test: 0.4275170 best: 0.4275102 (287) total: 13.3s remaining: 1m 1s 289: learn: 0.4239543 test: 0.4275400 best: 0.4275102 (287) total: 13.4s remaining: 1m 1s 290: learn: 0.4237763 test: 0.4274240 best: 0.4274240 (290) total: 13.4s remaining: 1m 1s 291: learn: 0.4237595 test: 0.4274208 best: 0.4274208 (291) total: 13.5s remaining: 1m 1s 292: learn: 0.4237254 test: 0.4274172 best: 0.4274172 (292) total: 13.5s remaining: 1m 1s 293: learn: 0.4236763 test: 0.4273860 best: 0.4273860 (293) total: 13.6s remaining: 1m 1s 294: learn: 0.4236186 test: 0.4273614 best: 0.4273614 (294) total: 13.6s remaining: 1m 1s 295: learn: 0.4235343 test: 0.4273210 best: 0.4273210 (295) total: 13.7s remaining: 1m 1s 296: learn: 0.4234941 test: 0.4272919 best: 0.4272919 (296) total: 13.7s remaining: 1m 1s 297: learn: 0.4234918 test: 0.4273040 best: 0.4272919 (296) total: 13.8s remaining: 1m 1s 298: learn: 0.4234439 test: 0.4272663 best: 0.4272663 (298) total: 13.8s remaining: 1m 1s 299: learn: 0.4234284 test: 0.4272603 best: 0.4272603 (299) total: 13.9s remaining: 1m 1s 300: learn: 0.4232751 test: 0.4271322 best: 0.4271322 (300) total: 13.9s remaining: 1m 1s 301: learn: 0.4232201 test: 0.4270882 best: 0.4270882 (301) total: 14s remaining: 1m 1s 302: learn: 0.4231746 test: 0.4270852 best: 0.4270852 (302) total: 14s remaining: 1m 1s 303: learn: 0.4231317 test: 0.4270712 best: 0.4270712 (303) total: 14s remaining: 1m 1s 304: learn: 0.4231177 test: 0.4270742 best: 0.4270712 (303) total: 14.1s remaining: 1m 1s 305: learn: 0.4229469 test: 0.4268629 best: 0.4268629 (305) total: 14.2s remaining: 1m 1s 306: learn: 0.4229446 test: 0.4268755 best: 0.4268629 (305) total: 14.2s remaining: 1m 307: learn: 0.4229008 test: 0.4268867 best: 0.4268629 (305) total: 14.2s remaining: 1m 308: learn: 0.4226595 test: 0.4265980 best: 0.4265980 (308) total: 14.3s remaining: 1m 309: learn: 0.4226575 test: 0.4266095 best: 0.4265980 (308) total: 14.3s remaining: 1m 310: learn: 0.4226295 test: 0.4265759 best: 0.4265759 (310) total: 14.4s remaining: 1m 311: learn: 0.4224974 test: 0.4264930 best: 0.4264930 (311) total: 14.4s remaining: 1m 312: learn: 0.4223897 test: 0.4263839 best: 0.4263839 (312) total: 14.5s remaining: 1m 313: learn: 0.4223748 test: 0.4263787 best: 0.4263787 (313) total: 14.5s remaining: 1m 314: learn: 0.4223732 test: 0.4263780 best: 0.4263780 (314) total: 14.5s remaining: 1m 315: learn: 0.4223316 test: 0.4263785 best: 0.4263780 (314) total: 14.6s remaining: 1m 316: learn: 0.4222835 test: 0.4263457 best: 0.4263457 (316) total: 14.6s remaining: 1m 317: learn: 0.4222096 test: 0.4262869 best: 0.4262869 (317) total: 14.7s remaining: 1m 318: learn: 0.4222065 test: 0.4262981 best: 0.4262869 (317) total: 14.7s remaining: 1m 319: learn: 0.4221925 test: 0.4262981 best: 0.4262869 (317) total: 14.8s remaining: 1m 320: learn: 0.4221633 test: 0.4262498 best: 0.4262498 (320) total: 14.8s remaining: 1m 321: learn: 0.4221587 test: 0.4262606 best: 0.4262498 (320) total: 14.9s remaining: 1m 322: learn: 0.4221216 test: 0.4262488 best: 0.4262488 (322) total: 14.9s remaining: 1m 323: learn: 0.4221133 test: 0.4262628 best: 0.4262488 (322) total: 15s remaining: 1m 324: learn: 0.4220478 test: 0.4262365 best: 0.4262365 (324) total: 15s remaining: 1m 325: learn: 0.4220295 test: 0.4262286 best: 0.4262286 (325) total: 15.1s remaining: 1m 326: learn: 0.4220276 test: 0.4262387 best: 0.4262286 (325) total: 15.1s remaining: 60s 327: learn: 0.4220258 test: 0.4262503 best: 0.4262286 (325) total: 15.2s remaining: 60s 328: learn: 0.4220250 test: 0.4262574 best: 0.4262286 (325) total: 15.2s remaining: 60s 329: learn: 0.4219146 test: 0.4261947 best: 0.4261947 (329) total: 15.3s remaining: 60s 330: learn: 0.4219132 test: 0.4261946 best: 0.4261946 (330) total: 15.3s remaining: 60s 331: learn: 0.4218854 test: 0.4261896 best: 0.4261896 (331) total: 15.4s remaining: 59.9s 332: learn: 0.4218043 test: 0.4261374 best: 0.4261374 (332) total: 15.4s remaining: 59.9s 333: learn: 0.4218026 test: 0.4261477 best: 0.4261374 (332) total: 15.5s remaining: 59.9s 334: learn: 0.4218016 test: 0.4261543 best: 0.4261374 (332) total: 15.5s remaining: 59.8s 335: learn: 0.4217747 test: 0.4261587 best: 0.4261374 (332) total: 15.6s remaining: 59.8s 336: learn: 0.4217743 test: 0.4261587 best: 0.4261374 (332) total: 15.6s remaining: 59.7s 337: learn: 0.4216906 test: 0.4260788 best: 0.4260788 (337) total: 15.7s remaining: 59.7s 338: learn: 0.4216320 test: 0.4260480 best: 0.4260480 (338) total: 15.7s remaining: 59.6s 339: learn: 0.4216305 test: 0.4260579 best: 0.4260480 (338) total: 15.8s remaining: 59.6s 340: learn: 0.4216294 test: 0.4260675 best: 0.4260480 (338) total: 15.8s remaining: 59.5s 341: learn: 0.4216277 test: 0.4260812 best: 0.4260480 (338) total: 15.8s remaining: 59.4s 342: learn: 0.4215894 test: 0.4260944 best: 0.4260480 (338) total: 15.9s remaining: 59.3s 343: learn: 0.4215724 test: 0.4260919 best: 0.4260480 (338) total: 15.9s remaining: 59.3s 344: learn: 0.4215400 test: 0.4261029 best: 0.4260480 (338) total: 16s remaining: 59.2s 345: learn: 0.4215045 test: 0.4260598 best: 0.4260480 (338) total: 16s remaining: 59.2s 346: learn: 0.4215011 test: 0.4260558 best: 0.4260480 (338) total: 16.1s remaining: 59.1s 347: learn: 0.4213885 test: 0.4259756 best: 0.4259756 (347) total: 16.1s remaining: 59s 348: learn: 0.4213872 test: 0.4259813 best: 0.4259756 (347) total: 16.1s remaining: 59s 349: learn: 0.4213857 test: 0.4259810 best: 0.4259756 (347) total: 16.2s remaining: 58.9s 350: learn: 0.4213507 test: 0.4259582 best: 0.4259582 (350) total: 16.2s remaining: 58.9s 351: learn: 0.4212488 test: 0.4259065 best: 0.4259065 (351) total: 16.3s remaining: 58.8s 352: learn: 0.4211966 test: 0.4258194 best: 0.4258194 (352) total: 16.3s remaining: 58.8s 353: learn: 0.4211844 test: 0.4258258 best: 0.4258194 (352) total: 16.4s remaining: 58.7s 354: learn: 0.4211700 test: 0.4258217 best: 0.4258194 (352) total: 16.4s remaining: 58.7s 355: learn: 0.4211690 test: 0.4258307 best: 0.4258194 (352) total: 16.5s remaining: 58.7s 356: learn: 0.4211671 test: 0.4258356 best: 0.4258194 (352) total: 16.5s remaining: 58.6s 357: learn: 0.4211526 test: 0.4258325 best: 0.4258194 (352) total: 16.5s remaining: 58.6s 358: learn: 0.4211286 test: 0.4258365 best: 0.4258194 (352) total: 16.6s remaining: 58.5s 359: learn: 0.4211250 test: 0.4258513 best: 0.4258194 (352) total: 16.6s remaining: 58.4s 360: learn: 0.4210076 test: 0.4257538 best: 0.4257538 (360) total: 16.7s remaining: 58.4s 361: learn: 0.4210064 test: 0.4257625 best: 0.4257538 (360) total: 16.7s remaining: 58.3s 362: learn: 0.4210054 test: 0.4257710 best: 0.4257538 (360) total: 16.7s remaining: 58.2s 363: learn: 0.4210039 test: 0.4257791 best: 0.4257538 (360) total: 16.8s remaining: 58.2s 364: learn: 0.4209729 test: 0.4257640 best: 0.4257538 (360) total: 16.9s remaining: 58.2s 365: learn: 0.4209669 test: 0.4257587 best: 0.4257538 (360) total: 16.9s remaining: 58.2s 366: learn: 0.4209215 test: 0.4257355 best: 0.4257355 (366) total: 17s remaining: 58.2s 367: learn: 0.4209062 test: 0.4257336 best: 0.4257336 (367) total: 17s remaining: 58.2s 368: learn: 0.4208858 test: 0.4257327 best: 0.4257327 (368) total: 17.1s remaining: 58.2s 369: learn: 0.4208550 test: 0.4257127 best: 0.4257127 (369) total: 17.1s remaining: 58.2s 370: learn: 0.4208114 test: 0.4256769 best: 0.4256769 (370) total: 17.2s remaining: 58.1s 371: learn: 0.4206346 test: 0.4255515 best: 0.4255515 (371) total: 17.2s remaining: 58.1s 372: learn: 0.4206221 test: 0.4255546 best: 0.4255515 (371) total: 17.3s remaining: 58s 373: learn: 0.4206212 test: 0.4255626 best: 0.4255515 (371) total: 17.3s remaining: 58s 374: learn: 0.4206206 test: 0.4255671 best: 0.4255515 (371) total: 17.4s remaining: 58s 375: learn: 0.4206194 test: 0.4255745 best: 0.4255515 (371) total: 17.4s remaining: 57.9s 376: learn: 0.4206080 test: 0.4255695 best: 0.4255515 (371) total: 17.5s remaining: 57.9s 377: learn: 0.4206068 test: 0.4255767 best: 0.4255515 (371) total: 17.5s remaining: 57.8s 378: learn: 0.4204621 test: 0.4254525 best: 0.4254525 (378) total: 17.6s remaining: 57.8s 379: learn: 0.4203563 test: 0.4253637 best: 0.4253637 (379) total: 17.6s remaining: 57.8s 380: learn: 0.4203391 test: 0.4253601 best: 0.4253601 (380) total: 17.7s remaining: 57.7s 381: learn: 0.4203384 test: 0.4253673 best: 0.4253601 (380) total: 17.7s remaining: 57.6s 382: learn: 0.4203376 test: 0.4253672 best: 0.4253601 (380) total: 17.7s remaining: 57.5s 383: learn: 0.4203211 test: 0.4253596 best: 0.4253596 (383) total: 17.8s remaining: 57.5s 384: learn: 0.4202006 test: 0.4252539 best: 0.4252539 (384) total: 17.8s remaining: 57.4s 385: learn: 0.4202001 test: 0.4252576 best: 0.4252539 (384) total: 17.9s remaining: 57.4s 386: learn: 0.4201995 test: 0.4252645 best: 0.4252539 (384) total: 17.9s remaining: 57.3s 387: learn: 0.4201705 test: 0.4252444 best: 0.4252444 (387) total: 18s remaining: 57.3s 388: learn: 0.4201536 test: 0.4252401 best: 0.4252401 (388) total: 18s remaining: 57.2s 389: learn: 0.4200997 test: 0.4252068 best: 0.4252068 (389) total: 18s remaining: 57.1s 390: learn: 0.4200658 test: 0.4252051 best: 0.4252051 (390) total: 18.1s remaining: 57.1s 391: learn: 0.4200372 test: 0.4251986 best: 0.4251986 (391) total: 18.1s remaining: 57s 392: learn: 0.4199163 test: 0.4250861 best: 0.4250861 (392) total: 18.2s remaining: 57s 393: learn: 0.4199163 test: 0.4250854 best: 0.4250854 (393) total: 18.2s remaining: 56.9s 394: learn: 0.4199158 test: 0.4250920 best: 0.4250854 (393) total: 18.3s remaining: 56.9s 395: learn: 0.4199150 test: 0.4250984 best: 0.4250854 (393) total: 18.3s remaining: 56.8s 396: learn: 0.4199032 test: 0.4251037 best: 0.4250854 (393) total: 18.4s remaining: 56.8s 397: learn: 0.4198458 test: 0.4250478 best: 0.4250478 (397) total: 18.4s remaining: 56.7s 398: learn: 0.4196921 test: 0.4249235 best: 0.4249235 (398) total: 18.4s remaining: 56.7s 399: learn: 0.4196690 test: 0.4249260 best: 0.4249235 (398) total: 18.5s remaining: 56.6s 400: learn: 0.4196486 test: 0.4249285 best: 0.4249235 (398) total: 18.5s remaining: 56.5s 401: learn: 0.4195961 test: 0.4249254 best: 0.4249235 (398) total: 18.6s remaining: 56.5s 402: learn: 0.4195934 test: 0.4249050 best: 0.4249050 (402) total: 18.6s remaining: 56.4s 403: learn: 0.4195181 test: 0.4248537 best: 0.4248537 (403) total: 18.7s remaining: 56.4s 404: learn: 0.4195176 test: 0.4248599 best: 0.4248537 (403) total: 18.7s remaining: 56.4s 405: learn: 0.4194957 test: 0.4248509 best: 0.4248509 (405) total: 18.8s remaining: 56.3s 406: learn: 0.4194742 test: 0.4248474 best: 0.4248474 (406) total: 18.8s remaining: 56.3s 407: learn: 0.4194415 test: 0.4248034 best: 0.4248034 (407) total: 18.8s remaining: 56.2s 408: learn: 0.4193825 test: 0.4247571 best: 0.4247571 (408) total: 18.9s remaining: 56.1s 409: learn: 0.4193408 test: 0.4247291 best: 0.4247291 (409) total: 18.9s remaining: 56.1s 410: learn: 0.4192773 test: 0.4246752 best: 0.4246752 (410) total: 19s remaining: 56s 411: learn: 0.4192559 test: 0.4246580 best: 0.4246580 (411) total: 19s remaining: 56s 412: learn: 0.4192450 test: 0.4246522 best: 0.4246522 (412) total: 19s remaining: 55.9s 413: learn: 0.4191990 test: 0.4246563 best: 0.4246522 (412) total: 19.1s remaining: 55.8s 414: learn: 0.4191518 test: 0.4246269 best: 0.4246269 (414) total: 19.1s remaining: 55.8s 415: learn: 0.4191478 test: 0.4246232 best: 0.4246232 (415) total: 19.2s remaining: 55.7s 416: learn: 0.4191470 test: 0.4246293 best: 0.4246232 (415) total: 19.2s remaining: 55.7s 417: learn: 0.4191429 test: 0.4246372 best: 0.4246232 (415) total: 19.3s remaining: 55.7s 418: learn: 0.4191305 test: 0.4246159 best: 0.4246159 (418) total: 19.3s remaining: 55.6s 419: learn: 0.4191165 test: 0.4246122 best: 0.4246122 (419) total: 19.4s remaining: 55.6s 420: learn: 0.4190380 test: 0.4245466 best: 0.4245466 (420) total: 19.4s remaining: 55.6s 421: learn: 0.4190376 test: 0.4245526 best: 0.4245466 (420) total: 19.5s remaining: 55.5s 422: learn: 0.4190284 test: 0.4245509 best: 0.4245466 (420) total: 19.5s remaining: 55.5s 423: learn: 0.4190018 test: 0.4245277 best: 0.4245277 (423) total: 19.6s remaining: 55.4s 424: learn: 0.4189324 test: 0.4245010 best: 0.4245010 (424) total: 19.6s remaining: 55.4s 425: learn: 0.4189199 test: 0.4244918 best: 0.4244918 (425) total: 19.7s remaining: 55.3s 426: learn: 0.4189194 test: 0.4244975 best: 0.4244918 (425) total: 19.7s remaining: 55.3s 427: learn: 0.4189185 test: 0.4245011 best: 0.4244918 (425) total: 19.7s remaining: 55.2s 428: learn: 0.4189093 test: 0.4245076 best: 0.4244918 (425) total: 19.8s remaining: 55.2s 429: learn: 0.4189089 test: 0.4245103 best: 0.4244918 (425) total: 19.8s remaining: 55.1s 430: learn: 0.4189010 test: 0.4245109 best: 0.4244918 (425) total: 19.9s remaining: 55.1s 431: learn: 0.4188967 test: 0.4245196 best: 0.4244918 (425) total: 19.9s remaining: 55s 432: learn: 0.4188529 test: 0.4245128 best: 0.4244918 (425) total: 20s remaining: 55s 433: learn: 0.4188390 test: 0.4245160 best: 0.4244918 (425) total: 20s remaining: 54.9s 434: learn: 0.4188271 test: 0.4245119 best: 0.4244918 (425) total: 20.1s remaining: 54.9s 435: learn: 0.4187689 test: 0.4244813 best: 0.4244813 (435) total: 20.1s remaining: 54.8s 436: learn: 0.4186599 test: 0.4243530 best: 0.4243530 (436) total: 20.1s remaining: 54.8s 437: learn: 0.4186479 test: 0.4243425 best: 0.4243425 (437) total: 20.2s remaining: 54.7s 438: learn: 0.4186212 test: 0.4243478 best: 0.4243425 (437) total: 20.2s remaining: 54.7s 439: learn: 0.4185185 test: 0.4242360 best: 0.4242360 (439) total: 20.3s remaining: 54.7s 440: learn: 0.4184759 test: 0.4241895 best: 0.4241895 (440) total: 20.3s remaining: 54.6s 441: learn: 0.4183526 test: 0.4240312 best: 0.4240312 (441) total: 20.4s remaining: 54.6s 442: learn: 0.4183165 test: 0.4240202 best: 0.4240202 (442) total: 20.4s remaining: 54.5s 443: learn: 0.4183162 test: 0.4240202 best: 0.4240202 (442) total: 20.5s remaining: 54.5s 444: learn: 0.4182964 test: 0.4240182 best: 0.4240182 (444) total: 20.5s remaining: 54.4s 445: learn: 0.4182948 test: 0.4240129 best: 0.4240129 (445) total: 20.6s remaining: 54.4s 446: learn: 0.4182614 test: 0.4239887 best: 0.4239887 (446) total: 20.6s remaining: 54.3s 447: learn: 0.4182609 test: 0.4239939 best: 0.4239887 (446) total: 20.7s remaining: 54.3s 448: learn: 0.4182595 test: 0.4239923 best: 0.4239887 (446) total: 20.7s remaining: 54.3s 449: learn: 0.4182591 test: 0.4239974 best: 0.4239887 (446) total: 20.8s remaining: 54.2s 450: learn: 0.4182491 test: 0.4239934 best: 0.4239887 (446) total: 20.8s remaining: 54.3s 451: learn: 0.4182488 test: 0.4239983 best: 0.4239887 (446) total: 20.9s remaining: 54.2s 452: learn: 0.4182361 test: 0.4239952 best: 0.4239887 (446) total: 21s remaining: 54.2s 453: learn: 0.4182311 test: 0.4239993 best: 0.4239887 (446) total: 21s remaining: 54.2s 454: learn: 0.4181723 test: 0.4239380 best: 0.4239380 (454) total: 21.1s remaining: 54.2s 455: learn: 0.4181359 test: 0.4239020 best: 0.4239020 (455) total: 21.1s remaining: 54.1s 456: learn: 0.4181295 test: 0.4239069 best: 0.4239020 (455) total: 21.2s remaining: 54.1s 457: learn: 0.4180926 test: 0.4238805 best: 0.4238805 (457) total: 21.2s remaining: 54.1s 458: learn: 0.4180556 test: 0.4238717 best: 0.4238717 (458) total: 21.3s remaining: 54s 459: learn: 0.4180131 test: 0.4238559 best: 0.4238559 (459) total: 21.3s remaining: 54s 460: learn: 0.4179265 test: 0.4238077 best: 0.4238077 (460) total: 21.4s remaining: 54s 461: learn: 0.4179255 test: 0.4238125 best: 0.4238077 (460) total: 21.4s remaining: 53.9s 462: learn: 0.4178371 test: 0.4237447 best: 0.4237447 (462) total: 21.5s remaining: 53.9s 463: learn: 0.4178368 test: 0.4237450 best: 0.4237447 (462) total: 21.5s remaining: 53.9s 464: learn: 0.4178315 test: 0.4237329 best: 0.4237329 (464) total: 21.6s remaining: 53.9s 465: learn: 0.4178253 test: 0.4237335 best: 0.4237329 (464) total: 21.6s remaining: 53.8s 466: learn: 0.4178140 test: 0.4237497 best: 0.4237329 (464) total: 21.7s remaining: 53.8s 467: learn: 0.4177431 test: 0.4237448 best: 0.4237329 (464) total: 21.8s remaining: 53.8s 468: learn: 0.4176405 test: 0.4236439 best: 0.4236439 (468) total: 21.8s remaining: 53.8s 469: learn: 0.4176343 test: 0.4236539 best: 0.4236439 (468) total: 21.9s remaining: 53.7s 470: learn: 0.4176316 test: 0.4236548 best: 0.4236439 (468) total: 21.9s remaining: 53.7s 471: learn: 0.4176291 test: 0.4236573 best: 0.4236439 (468) total: 22s remaining: 53.6s 472: learn: 0.4176283 test: 0.4236619 best: 0.4236439 (468) total: 22s remaining: 53.6s 473: learn: 0.4176163 test: 0.4236604 best: 0.4236439 (468) total: 22.1s remaining: 53.6s 474: learn: 0.4175851 test: 0.4236401 best: 0.4236401 (474) total: 22.2s remaining: 53.6s 475: learn: 0.4175233 test: 0.4235831 best: 0.4235831 (475) total: 22.2s remaining: 53.6s 476: learn: 0.4174709 test: 0.4235332 best: 0.4235332 (476) total: 22.3s remaining: 53.6s 477: learn: 0.4173581 test: 0.4233968 best: 0.4233968 (477) total: 22.3s remaining: 53.5s 478: learn: 0.4173438 test: 0.4233979 best: 0.4233968 (477) total: 22.4s remaining: 53.5s 479: learn: 0.4173404 test: 0.4234112 best: 0.4233968 (477) total: 22.4s remaining: 53.5s 480: learn: 0.4173319 test: 0.4234088 best: 0.4233968 (477) total: 22.5s remaining: 53.4s 481: learn: 0.4173227 test: 0.4234194 best: 0.4233968 (477) total: 22.5s remaining: 53.4s 482: learn: 0.4172503 test: 0.4233697 best: 0.4233697 (482) total: 22.6s remaining: 53.3s 483: learn: 0.4172492 test: 0.4233698 best: 0.4233697 (482) total: 22.6s remaining: 53.3s 484: learn: 0.4172357 test: 0.4233679 best: 0.4233679 (484) total: 22.7s remaining: 53.3s 485: learn: 0.4172177 test: 0.4233685 best: 0.4233679 (484) total: 22.7s remaining: 53.2s 486: learn: 0.4172011 test: 0.4233627 best: 0.4233627 (486) total: 22.7s remaining: 53.2s 487: learn: 0.4171983 test: 0.4233679 best: 0.4233627 (486) total: 22.8s remaining: 53.1s 488: learn: 0.4171685 test: 0.4233688 best: 0.4233627 (486) total: 22.8s remaining: 53.1s 489: learn: 0.4171578 test: 0.4233875 best: 0.4233627 (486) total: 22.9s remaining: 53s 490: learn: 0.4170092 test: 0.4232967 best: 0.4232967 (490) total: 22.9s remaining: 53s 491: learn: 0.4169320 test: 0.4232741 best: 0.4232741 (491) total: 23s remaining: 52.9s 492: learn: 0.4168282 test: 0.4231756 best: 0.4231756 (492) total: 23s remaining: 52.9s 493: learn: 0.4166861 test: 0.4230256 best: 0.4230256 (493) total: 23.1s remaining: 52.9s 494: learn: 0.4166822 test: 0.4230259 best: 0.4230256 (493) total: 23.1s remaining: 52.8s 495: learn: 0.4165334 test: 0.4228804 best: 0.4228804 (495) total: 23.2s remaining: 52.8s 496: learn: 0.4165307 test: 0.4228753 best: 0.4228753 (496) total: 23.2s remaining: 52.7s 497: learn: 0.4164453 test: 0.4228064 best: 0.4228064 (497) total: 23.3s remaining: 52.7s 498: learn: 0.4163660 test: 0.4227977 best: 0.4227977 (498) total: 23.4s remaining: 52.7s 499: learn: 0.4163660 test: 0.4227976 best: 0.4227976 (499) total: 23.4s remaining: 52.7s 500: learn: 0.4163641 test: 0.4227926 best: 0.4227926 (500) total: 23.5s remaining: 52.6s 501: learn: 0.4163367 test: 0.4227541 best: 0.4227541 (501) total: 23.5s remaining: 52.6s 502: learn: 0.4163285 test: 0.4227542 best: 0.4227541 (501) total: 23.6s remaining: 52.5s 503: learn: 0.4163260 test: 0.4227535 best: 0.4227535 (503) total: 23.6s remaining: 52.5s 504: learn: 0.4163160 test: 0.4227500 best: 0.4227500 (504) total: 23.7s remaining: 52.5s 505: learn: 0.4163090 test: 0.4227521 best: 0.4227500 (504) total: 23.7s remaining: 52.4s 506: learn: 0.4163086 test: 0.4227561 best: 0.4227500 (504) total: 23.7s remaining: 52.4s 507: learn: 0.4162771 test: 0.4227483 best: 0.4227483 (507) total: 23.8s remaining: 52.3s 508: learn: 0.4162768 test: 0.4227523 best: 0.4227483 (507) total: 23.8s remaining: 52.2s 509: learn: 0.4162041 test: 0.4226744 best: 0.4226744 (509) total: 23.9s remaining: 52.2s 510: learn: 0.4162035 test: 0.4226782 best: 0.4226744 (509) total: 23.9s remaining: 52.1s 511: learn: 0.4161936 test: 0.4226762 best: 0.4226744 (509) total: 24s remaining: 52.1s 512: learn: 0.4161871 test: 0.4226708 best: 0.4226708 (512) total: 24s remaining: 52s 513: learn: 0.4161835 test: 0.4226773 best: 0.4226708 (512) total: 24s remaining: 52s 514: learn: 0.4161807 test: 0.4226735 best: 0.4226708 (512) total: 24.1s remaining: 51.9s 515: learn: 0.4161481 test: 0.4226603 best: 0.4226603 (515) total: 24.1s remaining: 51.9s 516: learn: 0.4161365 test: 0.4226595 best: 0.4226595 (516) total: 24.2s remaining: 51.8s 517: learn: 0.4161025 test: 0.4226288 best: 0.4226288 (517) total: 24.2s remaining: 51.8s 518: learn: 0.4160966 test: 0.4226233 best: 0.4226233 (518) total: 24.3s remaining: 51.7s 519: learn: 0.4160821 test: 0.4226167 best: 0.4226167 (519) total: 24.3s remaining: 51.7s 520: learn: 0.4160805 test: 0.4226120 best: 0.4226120 (520) total: 24.4s remaining: 51.6s 521: learn: 0.4160790 test: 0.4226103 best: 0.4226103 (521) total: 24.4s remaining: 51.6s 522: learn: 0.4160788 test: 0.4226139 best: 0.4226103 (521) total: 24.5s remaining: 51.5s 523: learn: 0.4160154 test: 0.4225564 best: 0.4225564 (523) total: 24.5s remaining: 51.5s 524: learn: 0.4160024 test: 0.4225483 best: 0.4225483 (524) total: 24.6s remaining: 51.4s 525: learn: 0.4159802 test: 0.4225255 best: 0.4225255 (525) total: 24.6s remaining: 51.4s 526: learn: 0.4159793 test: 0.4225243 best: 0.4225243 (526) total: 24.6s remaining: 51.3s 527: learn: 0.4159775 test: 0.4225287 best: 0.4225243 (526) total: 24.7s remaining: 51.3s 528: learn: 0.4159772 test: 0.4225324 best: 0.4225243 (526) total: 24.7s remaining: 51.2s 529: learn: 0.4159664 test: 0.4225445 best: 0.4225243 (526) total: 24.8s remaining: 51.2s 530: learn: 0.4159612 test: 0.4225479 best: 0.4225243 (526) total: 24.8s remaining: 51.1s 531: learn: 0.4159598 test: 0.4225513 best: 0.4225243 (526) total: 24.8s remaining: 51s 532: learn: 0.4159559 test: 0.4225599 best: 0.4225243 (526) total: 24.9s remaining: 51s 533: learn: 0.4159526 test: 0.4225726 best: 0.4225243 (526) total: 24.9s remaining: 51s 534: learn: 0.4159525 test: 0.4225759 best: 0.4225243 (526) total: 25s remaining: 50.9s 535: learn: 0.4159204 test: 0.4225760 best: 0.4225243 (526) total: 25s remaining: 50.8s 536: learn: 0.4159202 test: 0.4225792 best: 0.4225243 (526) total: 25.1s remaining: 50.8s 537: learn: 0.4158795 test: 0.4225781 best: 0.4225243 (526) total: 25.1s remaining: 50.7s 538: learn: 0.4158582 test: 0.4225664 best: 0.4225243 (526) total: 25.2s remaining: 50.7s 539: learn: 0.4158345 test: 0.4225539 best: 0.4225243 (526) total: 25.2s remaining: 50.6s 540: learn: 0.4158342 test: 0.4225569 best: 0.4225243 (526) total: 25.3s remaining: 50.6s 541: learn: 0.4158219 test: 0.4225619 best: 0.4225243 (526) total: 25.3s remaining: 50.6s 542: learn: 0.4158217 test: 0.4225648 best: 0.4225243 (526) total: 25.4s remaining: 50.5s 543: learn: 0.4156693 test: 0.4225260 best: 0.4225243 (526) total: 25.4s remaining: 50.5s 544: learn: 0.4156685 test: 0.4225281 best: 0.4225243 (526) total: 25.5s remaining: 50.5s 545: learn: 0.4156658 test: 0.4225281 best: 0.4225243 (526) total: 25.5s remaining: 50.4s 546: learn: 0.4156576 test: 0.4225339 best: 0.4225243 (526) total: 25.6s remaining: 50.4s 547: learn: 0.4156519 test: 0.4225396 best: 0.4225243 (526) total: 25.6s remaining: 50.4s 548: learn: 0.4156411 test: 0.4225375 best: 0.4225243 (526) total: 25.7s remaining: 50.3s 549: learn: 0.4156346 test: 0.4225449 best: 0.4225243 (526) total: 25.7s remaining: 50.3s 550: learn: 0.4156344 test: 0.4225478 best: 0.4225243 (526) total: 25.8s remaining: 50.2s 551: learn: 0.4156276 test: 0.4225480 best: 0.4225243 (526) total: 25.8s remaining: 50.2s 552: learn: 0.4156262 test: 0.4225508 best: 0.4225243 (526) total: 25.8s remaining: 50.1s 553: learn: 0.4156251 test: 0.4225462 best: 0.4225243 (526) total: 25.9s remaining: 50.1s 554: learn: 0.4156250 test: 0.4225487 best: 0.4225243 (526) total: 25.9s remaining: 50s 555: learn: 0.4156163 test: 0.4225467 best: 0.4225243 (526) total: 26s remaining: 50s 556: learn: 0.4155320 test: 0.4224813 best: 0.4224813 (556) total: 26s remaining: 49.9s 557: learn: 0.4154837 test: 0.4224488 best: 0.4224488 (557) total: 26.1s remaining: 49.9s 558: learn: 0.4154638 test: 0.4224337 best: 0.4224337 (558) total: 26.1s remaining: 49.8s 559: learn: 0.4154631 test: 0.4224360 best: 0.4224337 (558) total: 26.2s remaining: 49.8s 560: learn: 0.4154624 test: 0.4224355 best: 0.4224337 (558) total: 26.2s remaining: 49.7s 561: learn: 0.4154593 test: 0.4224476 best: 0.4224337 (558) total: 26.3s remaining: 49.7s 562: learn: 0.4154310 test: 0.4224435 best: 0.4224337 (558) total: 26.3s remaining: 49.6s 563: learn: 0.4154250 test: 0.4224585 best: 0.4224337 (558) total: 26.4s remaining: 49.6s 564: learn: 0.4154227 test: 0.4224600 best: 0.4224337 (558) total: 26.4s remaining: 49.5s 565: learn: 0.4154225 test: 0.4224623 best: 0.4224337 (558) total: 26.5s remaining: 49.5s 566: learn: 0.4154173 test: 0.4224707 best: 0.4224337 (558) total: 26.5s remaining: 49.4s 567: learn: 0.4154170 test: 0.4224729 best: 0.4224337 (558) total: 26.5s remaining: 49.4s 568: learn: 0.4154169 test: 0.4224750 best: 0.4224337 (558) total: 26.6s remaining: 49.3s 569: learn: 0.4154163 test: 0.4224760 best: 0.4224337 (558) total: 26.6s remaining: 49.3s 570: learn: 0.4154161 test: 0.4224781 best: 0.4224337 (558) total: 26.7s remaining: 49.2s 571: learn: 0.4154159 test: 0.4224801 best: 0.4224337 (558) total: 26.7s remaining: 49.2s 572: learn: 0.4153774 test: 0.4224639 best: 0.4224337 (558) total: 26.7s remaining: 49.1s 573: learn: 0.4153650 test: 0.4224550 best: 0.4224337 (558) total: 26.8s remaining: 49s 574: learn: 0.4153649 test: 0.4224570 best: 0.4224337 (558) total: 26.8s remaining: 49s 575: learn: 0.4153136 test: 0.4224196 best: 0.4224196 (575) total: 26.9s remaining: 48.9s 576: learn: 0.4152788 test: 0.4223800 best: 0.4223800 (576) total: 26.9s remaining: 48.9s 577: learn: 0.4152721 test: 0.4223837 best: 0.4223800 (576) total: 27s remaining: 48.8s 578: learn: 0.4152716 test: 0.4223848 best: 0.4223800 (576) total: 27s remaining: 48.8s 579: learn: 0.4152613 test: 0.4223781 best: 0.4223781 (579) total: 27.1s remaining: 48.8s 580: learn: 0.4152514 test: 0.4223841 best: 0.4223781 (579) total: 27.1s remaining: 48.7s 581: learn: 0.4152403 test: 0.4223754 best: 0.4223754 (581) total: 27.1s remaining: 48.6s 582: learn: 0.4152226 test: 0.4223678 best: 0.4223678 (582) total: 27.2s remaining: 48.6s 583: learn: 0.4151927 test: 0.4223620 best: 0.4223620 (583) total: 27.2s remaining: 48.5s 584: learn: 0.4151772 test: 0.4223671 best: 0.4223620 (583) total: 27.3s remaining: 48.5s 585: learn: 0.4151724 test: 0.4223667 best: 0.4223620 (583) total: 27.3s remaining: 48.4s 586: learn: 0.4151708 test: 0.4223667 best: 0.4223620 (583) total: 27.4s remaining: 48.4s 587: learn: 0.4151529 test: 0.4223718 best: 0.4223620 (583) total: 27.4s remaining: 48.4s 588: learn: 0.4151527 test: 0.4223737 best: 0.4223620 (583) total: 27.5s remaining: 48.3s 589: learn: 0.4151486 test: 0.4223758 best: 0.4223620 (583) total: 27.5s remaining: 48.3s 590: learn: 0.4151106 test: 0.4223543 best: 0.4223543 (590) total: 27.6s remaining: 48.2s 591: learn: 0.4150553 test: 0.4222911 best: 0.4222911 (591) total: 27.6s remaining: 48.2s 592: learn: 0.4150507 test: 0.4222885 best: 0.4222885 (592) total: 27.7s remaining: 48.1s 593: learn: 0.4150410 test: 0.4222751 best: 0.4222751 (593) total: 27.7s remaining: 48.1s 594: learn: 0.4150277 test: 0.4222816 best: 0.4222751 (593) total: 27.7s remaining: 48s 595: learn: 0.4150277 test: 0.4222835 best: 0.4222751 (593) total: 27.8s remaining: 48s 596: learn: 0.4150179 test: 0.4222785 best: 0.4222751 (593) total: 27.8s remaining: 47.9s 597: learn: 0.4150149 test: 0.4222902 best: 0.4222751 (593) total: 27.9s remaining: 47.9s 598: learn: 0.4149997 test: 0.4222902 best: 0.4222751 (593) total: 27.9s remaining: 47.8s 599: learn: 0.4149989 test: 0.4222932 best: 0.4222751 (593) total: 28s remaining: 47.8s 600: learn: 0.4149987 test: 0.4222949 best: 0.4222751 (593) total: 28s remaining: 47.8s 601: learn: 0.4149939 test: 0.4222985 best: 0.4222751 (593) total: 28.1s remaining: 47.7s 602: learn: 0.4149936 test: 0.4223009 best: 0.4222751 (593) total: 28.1s remaining: 47.7s 603: learn: 0.4149926 test: 0.4222972 best: 0.4222751 (593) total: 28.2s remaining: 47.6s 604: learn: 0.4148402 test: 0.4222215 best: 0.4222215 (604) total: 28.2s remaining: 47.6s 605: learn: 0.4148396 test: 0.4222259 best: 0.4222215 (604) total: 28.3s remaining: 47.5s 606: learn: 0.4148341 test: 0.4222256 best: 0.4222215 (604) total: 28.3s remaining: 47.5s 607: learn: 0.4148272 test: 0.4222309 best: 0.4222215 (604) total: 28.4s remaining: 47.4s 608: learn: 0.4148233 test: 0.4222303 best: 0.4222215 (604) total: 28.4s remaining: 47.4s 609: learn: 0.4147225 test: 0.4221243 best: 0.4221243 (609) total: 28.4s remaining: 47.3s 610: learn: 0.4147183 test: 0.4221248 best: 0.4221243 (609) total: 28.5s remaining: 47.3s 611: learn: 0.4147179 test: 0.4221250 best: 0.4221243 (609) total: 28.5s remaining: 47.2s 612: learn: 0.4146547 test: 0.4220965 best: 0.4220965 (612) total: 28.6s remaining: 47.2s 613: learn: 0.4146540 test: 0.4220982 best: 0.4220965 (612) total: 28.6s remaining: 47.1s 614: learn: 0.4146008 test: 0.4220617 best: 0.4220617 (614) total: 28.6s remaining: 47.1s 615: learn: 0.4145971 test: 0.4220621 best: 0.4220617 (614) total: 28.7s remaining: 47s 616: learn: 0.4145823 test: 0.4220633 best: 0.4220617 (614) total: 28.7s remaining: 46.9s 617: learn: 0.4145411 test: 0.4220410 best: 0.4220410 (617) total: 28.8s remaining: 46.9s 618: learn: 0.4145361 test: 0.4220438 best: 0.4220410 (617) total: 28.8s remaining: 46.8s 619: learn: 0.4145359 test: 0.4220439 best: 0.4220410 (617) total: 28.9s remaining: 46.8s 620: learn: 0.4145351 test: 0.4220428 best: 0.4220410 (617) total: 28.9s remaining: 46.7s 621: learn: 0.4145340 test: 0.4220422 best: 0.4220410 (617) total: 29s remaining: 46.7s 622: learn: 0.4145324 test: 0.4220450 best: 0.4220410 (617) total: 29s remaining: 46.7s 623: learn: 0.4145259 test: 0.4220447 best: 0.4220410 (617) total: 29.1s remaining: 46.6s 624: learn: 0.4145196 test: 0.4220394 best: 0.4220394 (624) total: 29.1s remaining: 46.6s 625: learn: 0.4145134 test: 0.4220351 best: 0.4220351 (625) total: 29.2s remaining: 46.5s 626: learn: 0.4145133 test: 0.4220364 best: 0.4220351 (625) total: 29.2s remaining: 46.5s 627: learn: 0.4145131 test: 0.4220364 best: 0.4220351 (625) total: 29.2s remaining: 46.4s 628: learn: 0.4145127 test: 0.4220375 best: 0.4220351 (625) total: 29.3s remaining: 46.4s 629: learn: 0.4145054 test: 0.4220295 best: 0.4220295 (629) total: 29.3s remaining: 46.3s 630: learn: 0.4144891 test: 0.4220299 best: 0.4220295 (629) total: 29.4s remaining: 46.2s 631: learn: 0.4144888 test: 0.4220299 best: 0.4220295 (629) total: 29.4s remaining: 46.2s 632: learn: 0.4143903 test: 0.4219346 best: 0.4219346 (632) total: 29.4s remaining: 46.1s 633: learn: 0.4142542 test: 0.4217976 best: 0.4217976 (633) total: 29.5s remaining: 46.1s 634: learn: 0.4142421 test: 0.4217947 best: 0.4217947 (634) total: 29.5s remaining: 46.1s 635: learn: 0.4142420 test: 0.4217958 best: 0.4217947 (634) total: 29.6s remaining: 46s 636: learn: 0.4142417 test: 0.4217974 best: 0.4217947 (634) total: 29.6s remaining: 45.9s 637: learn: 0.4142377 test: 0.4218073 best: 0.4217947 (634) total: 29.7s remaining: 45.9s 638: learn: 0.4142344 test: 0.4218077 best: 0.4217947 (634) total: 29.7s remaining: 45.8s 639: learn: 0.4142328 test: 0.4218147 best: 0.4217947 (634) total: 29.7s remaining: 45.8s 640: learn: 0.4141974 test: 0.4218085 best: 0.4217947 (634) total: 29.8s remaining: 45.7s 641: learn: 0.4141967 test: 0.4218110 best: 0.4217947 (634) total: 29.8s remaining: 45.7s 642: learn: 0.4141867 test: 0.4218111 best: 0.4217947 (634) total: 29.9s remaining: 45.6s 643: learn: 0.4141445 test: 0.4217843 best: 0.4217843 (643) total: 29.9s remaining: 45.5s 644: learn: 0.4141424 test: 0.4217840 best: 0.4217840 (644) total: 29.9s remaining: 45.5s 645: learn: 0.4141421 test: 0.4217875 best: 0.4217840 (644) total: 30s remaining: 45.4s 646: learn: 0.4141420 test: 0.4217876 best: 0.4217840 (644) total: 30s remaining: 45.4s 647: learn: 0.4141117 test: 0.4217737 best: 0.4217737 (647) total: 30.1s remaining: 45.3s 648: learn: 0.4141069 test: 0.4217851 best: 0.4217737 (647) total: 30.1s remaining: 45.3s 649: learn: 0.4141048 test: 0.4217906 best: 0.4217737 (647) total: 30.2s remaining: 45.2s 650: learn: 0.4140999 test: 0.4217914 best: 0.4217737 (647) total: 30.2s remaining: 45.2s 651: learn: 0.4140865 test: 0.4217767 best: 0.4217737 (647) total: 30.3s remaining: 45.2s 652: learn: 0.4140588 test: 0.4217739 best: 0.4217737 (647) total: 30.3s remaining: 45.1s 653: learn: 0.4140585 test: 0.4217759 best: 0.4217737 (647) total: 30.4s remaining: 45.1s 654: learn: 0.4140585 test: 0.4217755 best: 0.4217737 (647) total: 30.4s remaining: 45s 655: learn: 0.4140584 test: 0.4217755 best: 0.4217737 (647) total: 30.4s remaining: 45s 656: learn: 0.4140498 test: 0.4217773 best: 0.4217737 (647) total: 30.5s remaining: 44.9s 657: learn: 0.4140462 test: 0.4217797 best: 0.4217737 (647) total: 30.5s remaining: 44.9s 658: learn: 0.4140459 test: 0.4217808 best: 0.4217737 (647) total: 30.6s remaining: 44.8s 659: learn: 0.4140428 test: 0.4217857 best: 0.4217737 (647) total: 30.6s remaining: 44.8s 660: learn: 0.4140351 test: 0.4217842 best: 0.4217737 (647) total: 30.7s remaining: 44.8s 661: learn: 0.4140233 test: 0.4217783 best: 0.4217737 (647) total: 30.7s remaining: 44.7s 662: learn: 0.4140173 test: 0.4217935 best: 0.4217737 (647) total: 30.8s remaining: 44.7s 663: learn: 0.4140160 test: 0.4217936 best: 0.4217737 (647) total: 30.8s remaining: 44.6s 664: learn: 0.4139195 test: 0.4217754 best: 0.4217737 (647) total: 30.9s remaining: 44.6s 665: learn: 0.4139192 test: 0.4217764 best: 0.4217737 (647) total: 30.9s remaining: 44.5s 666: learn: 0.4139191 test: 0.4217764 best: 0.4217737 (647) total: 30.9s remaining: 44.5s 667: learn: 0.4139141 test: 0.4217753 best: 0.4217737 (647) total: 31s remaining: 44.4s 668: learn: 0.4139123 test: 0.4217838 best: 0.4217737 (647) total: 31s remaining: 44.3s 669: learn: 0.4138961 test: 0.4217703 best: 0.4217703 (669) total: 31.1s remaining: 44.3s 670: learn: 0.4138914 test: 0.4217690 best: 0.4217690 (670) total: 31.1s remaining: 44.3s 671: learn: 0.4138911 test: 0.4217698 best: 0.4217690 (670) total: 31.2s remaining: 44.2s 672: learn: 0.4138909 test: 0.4217698 best: 0.4217690 (670) total: 31.2s remaining: 44.2s 673: learn: 0.4138907 test: 0.4217698 best: 0.4217690 (670) total: 31.3s remaining: 44.1s 674: learn: 0.4138896 test: 0.4217698 best: 0.4217690 (670) total: 31.3s remaining: 44.1s 675: learn: 0.4138858 test: 0.4217636 best: 0.4217636 (675) total: 31.4s remaining: 44.1s 676: learn: 0.4138818 test: 0.4217530 best: 0.4217530 (676) total: 31.4s remaining: 44s 677: learn: 0.4138655 test: 0.4217568 best: 0.4217530 (676) total: 31.5s remaining: 44s 678: learn: 0.4138616 test: 0.4217550 best: 0.4217530 (676) total: 31.5s remaining: 43.9s 679: learn: 0.4138082 test: 0.4217051 best: 0.4217051 (679) total: 31.6s remaining: 43.9s 680: learn: 0.4138065 test: 0.4217080 best: 0.4217051 (679) total: 31.6s remaining: 43.8s 681: learn: 0.4137958 test: 0.4216971 best: 0.4216971 (681) total: 31.7s remaining: 43.8s 682: learn: 0.4137949 test: 0.4216988 best: 0.4216971 (681) total: 31.7s remaining: 43.7s 683: learn: 0.4137948 test: 0.4216988 best: 0.4216971 (681) total: 31.8s remaining: 43.7s 684: learn: 0.4137928 test: 0.4216989 best: 0.4216971 (681) total: 31.8s remaining: 43.6s 685: learn: 0.4137342 test: 0.4217159 best: 0.4216971 (681) total: 31.8s remaining: 43.6s 686: learn: 0.4137215 test: 0.4217161 best: 0.4216971 (681) total: 31.9s remaining: 43.5s 687: learn: 0.4135929 test: 0.4215814 best: 0.4215814 (687) total: 31.9s remaining: 43.5s 688: learn: 0.4135915 test: 0.4215810 best: 0.4215810 (688) total: 32s remaining: 43.4s 689: learn: 0.4135073 test: 0.4215172 best: 0.4215172 (689) total: 32s remaining: 43.4s 690: learn: 0.4135044 test: 0.4215215 best: 0.4215172 (689) total: 32s remaining: 43.3s 691: learn: 0.4135031 test: 0.4215167 best: 0.4215167 (691) total: 32.1s remaining: 43.2s 692: learn: 0.4134997 test: 0.4215128 best: 0.4215128 (692) total: 32.1s remaining: 43.2s 693: learn: 0.4134978 test: 0.4215192 best: 0.4215128 (692) total: 32.2s remaining: 43.1s 694: learn: 0.4134963 test: 0.4215236 best: 0.4215128 (692) total: 32.2s remaining: 43.1s 695: learn: 0.4134859 test: 0.4215252 best: 0.4215128 (692) total: 32.2s remaining: 43s 696: learn: 0.4134737 test: 0.4215192 best: 0.4215128 (692) total: 32.3s remaining: 43s 697: learn: 0.4134735 test: 0.4215200 best: 0.4215128 (692) total: 32.3s remaining: 43s 698: learn: 0.4134606 test: 0.4215211 best: 0.4215128 (692) total: 32.4s remaining: 42.9s 699: learn: 0.4134603 test: 0.4215218 best: 0.4215128 (692) total: 32.4s remaining: 42.9s 700: learn: 0.4134599 test: 0.4215245 best: 0.4215128 (692) total: 32.5s remaining: 42.8s 701: learn: 0.4134378 test: 0.4215224 best: 0.4215128 (692) total: 32.5s remaining: 42.8s 702: learn: 0.4134356 test: 0.4215250 best: 0.4215128 (692) total: 32.6s remaining: 42.7s 703: learn: 0.4132822 test: 0.4213540 best: 0.4213540 (703) total: 32.7s remaining: 42.7s 704: learn: 0.4132816 test: 0.4213551 best: 0.4213540 (703) total: 32.8s remaining: 42.7s 705: learn: 0.4132808 test: 0.4213546 best: 0.4213540 (703) total: 32.8s remaining: 42.7s 706: learn: 0.4132806 test: 0.4213547 best: 0.4213540 (703) total: 32.9s remaining: 42.7s 707: learn: 0.4132774 test: 0.4213574 best: 0.4213540 (703) total: 32.9s remaining: 42.7s 708: learn: 0.4132772 test: 0.4213580 best: 0.4213540 (703) total: 33s remaining: 42.6s 709: learn: 0.4132766 test: 0.4213586 best: 0.4213540 (703) total: 33s remaining: 42.6s 710: learn: 0.4132413 test: 0.4213510 best: 0.4213510 (710) total: 33.1s remaining: 42.5s 711: learn: 0.4132399 test: 0.4213474 best: 0.4213474 (711) total: 33.1s remaining: 42.5s 712: learn: 0.4132060 test: 0.4213236 best: 0.4213236 (712) total: 33.2s remaining: 42.4s 713: learn: 0.4132059 test: 0.4213241 best: 0.4213236 (712) total: 33.2s remaining: 42.4s 714: learn: 0.4132057 test: 0.4213245 best: 0.4213236 (712) total: 33.3s remaining: 42.3s 715: learn: 0.4131884 test: 0.4213057 best: 0.4213057 (715) total: 33.3s remaining: 42.3s 716: learn: 0.4131465 test: 0.4212650 best: 0.4212650 (716) total: 33.4s remaining: 42.2s 717: learn: 0.4131458 test: 0.4212655 best: 0.4212650 (716) total: 33.4s remaining: 42.2s 718: learn: 0.4131451 test: 0.4212694 best: 0.4212650 (716) total: 33.4s remaining: 42.1s 719: learn: 0.4130868 test: 0.4212629 best: 0.4212629 (719) total: 33.5s remaining: 42.1s 720: learn: 0.4130040 test: 0.4211926 best: 0.4211926 (720) total: 33.5s remaining: 42s 721: learn: 0.4130009 test: 0.4211921 best: 0.4211921 (721) total: 33.6s remaining: 42s 722: learn: 0.4129946 test: 0.4211849 best: 0.4211849 (722) total: 33.6s remaining: 42s 723: learn: 0.4129794 test: 0.4211839 best: 0.4211839 (723) total: 33.7s remaining: 41.9s 724: learn: 0.4129605 test: 0.4211675 best: 0.4211675 (724) total: 33.7s remaining: 41.9s 725: learn: 0.4129352 test: 0.4211643 best: 0.4211643 (725) total: 33.8s remaining: 41.8s 726: learn: 0.4129351 test: 0.4211640 best: 0.4211640 (726) total: 33.8s remaining: 41.8s 727: learn: 0.4129177 test: 0.4211461 best: 0.4211461 (727) total: 33.9s remaining: 41.7s 728: learn: 0.4128197 test: 0.4210288 best: 0.4210288 (728) total: 33.9s remaining: 41.7s 729: learn: 0.4127843 test: 0.4210086 best: 0.4210086 (729) total: 33.9s remaining: 41.6s 730: learn: 0.4127813 test: 0.4210081 best: 0.4210081 (730) total: 34s remaining: 41.6s 731: learn: 0.4127759 test: 0.4210101 best: 0.4210081 (730) total: 34s remaining: 41.5s 732: learn: 0.4127756 test: 0.4210103 best: 0.4210081 (730) total: 34.1s remaining: 41.5s 733: learn: 0.4127754 test: 0.4210098 best: 0.4210081 (730) total: 34.1s remaining: 41.4s 734: learn: 0.4127708 test: 0.4210095 best: 0.4210081 (730) total: 34.2s remaining: 41.4s 735: learn: 0.4127707 test: 0.4210095 best: 0.4210081 (730) total: 34.2s remaining: 41.3s 736: learn: 0.4127668 test: 0.4210102 best: 0.4210081 (730) total: 34.2s remaining: 41.3s 737: learn: 0.4127590 test: 0.4210109 best: 0.4210081 (730) total: 34.3s remaining: 41.2s 738: learn: 0.4127258 test: 0.4210001 best: 0.4210001 (738) total: 34.3s remaining: 41.2s 739: learn: 0.4127192 test: 0.4209984 best: 0.4209984 (739) total: 34.4s remaining: 41.1s 740: learn: 0.4127152 test: 0.4209964 best: 0.4209964 (740) total: 34.4s remaining: 41.1s 741: learn: 0.4127137 test: 0.4209956 best: 0.4209956 (741) total: 34.5s remaining: 41s 742: learn: 0.4127073 test: 0.4209657 best: 0.4209657 (742) total: 34.5s remaining: 41s 743: learn: 0.4126930 test: 0.4209559 best: 0.4209559 (743) total: 34.6s remaining: 40.9s 744: learn: 0.4126885 test: 0.4209669 best: 0.4209559 (743) total: 34.6s remaining: 40.9s 745: learn: 0.4126348 test: 0.4209688 best: 0.4209559 (743) total: 34.7s remaining: 40.8s 746: learn: 0.4125983 test: 0.4209504 best: 0.4209504 (746) total: 34.7s remaining: 40.8s 747: learn: 0.4125500 test: 0.4208879 best: 0.4208879 (747) total: 34.8s remaining: 40.8s 748: learn: 0.4125296 test: 0.4208928 best: 0.4208879 (747) total: 34.8s remaining: 40.7s 749: learn: 0.4125290 test: 0.4208928 best: 0.4208879 (747) total: 34.8s remaining: 40.7s 750: learn: 0.4125282 test: 0.4208932 best: 0.4208879 (747) total: 34.9s remaining: 40.6s 751: learn: 0.4125280 test: 0.4208932 best: 0.4208879 (747) total: 34.9s remaining: 40.6s 752: learn: 0.4125260 test: 0.4208918 best: 0.4208879 (747) total: 35s remaining: 40.5s 753: learn: 0.4125257 test: 0.4208918 best: 0.4208879 (747) total: 35s remaining: 40.5s 754: learn: 0.4124401 test: 0.4208475 best: 0.4208475 (754) total: 35.1s remaining: 40.4s 755: learn: 0.4124367 test: 0.4208477 best: 0.4208475 (754) total: 35.1s remaining: 40.4s 756: learn: 0.4124353 test: 0.4208481 best: 0.4208475 (754) total: 35.2s remaining: 40.3s 757: learn: 0.4124349 test: 0.4208480 best: 0.4208475 (754) total: 35.2s remaining: 40.3s 758: learn: 0.4124308 test: 0.4208480 best: 0.4208475 (754) total: 35.2s remaining: 40.2s 759: learn: 0.4124307 test: 0.4208480 best: 0.4208475 (754) total: 35.3s remaining: 40.2s 760: learn: 0.4124253 test: 0.4208418 best: 0.4208418 (760) total: 35.3s remaining: 40.1s 761: learn: 0.4124231 test: 0.4208380 best: 0.4208380 (761) total: 35.4s remaining: 40.1s 762: learn: 0.4124219 test: 0.4208426 best: 0.4208380 (761) total: 35.4s remaining: 40s 763: learn: 0.4123278 test: 0.4208105 best: 0.4208105 (763) total: 35.5s remaining: 40s 764: learn: 0.4122617 test: 0.4207964 best: 0.4207964 (764) total: 35.5s remaining: 39.9s 765: learn: 0.4122378 test: 0.4207836 best: 0.4207836 (765) total: 35.6s remaining: 39.9s 766: learn: 0.4122359 test: 0.4207850 best: 0.4207836 (765) total: 35.6s remaining: 39.8s 767: learn: 0.4122280 test: 0.4207815 best: 0.4207815 (767) total: 35.6s remaining: 39.8s 768: learn: 0.4122268 test: 0.4207830 best: 0.4207815 (767) total: 35.7s remaining: 39.7s 769: learn: 0.4121933 test: 0.4207651 best: 0.4207651 (769) total: 35.7s remaining: 39.7s 770: learn: 0.4121187 test: 0.4207191 best: 0.4207191 (770) total: 35.8s remaining: 39.6s 771: learn: 0.4121186 test: 0.4207190 best: 0.4207190 (771) total: 35.8s remaining: 39.6s 772: learn: 0.4120948 test: 0.4207057 best: 0.4207057 (772) total: 35.9s remaining: 39.5s 773: learn: 0.4120856 test: 0.4207059 best: 0.4207057 (772) total: 35.9s remaining: 39.5s 774: learn: 0.4120742 test: 0.4206966 best: 0.4206966 (774) total: 36s remaining: 39.5s 775: learn: 0.4118618 test: 0.4204752 best: 0.4204752 (775) total: 36s remaining: 39.4s 776: learn: 0.4118278 test: 0.4204332 best: 0.4204332 (776) total: 36.1s remaining: 39.4s 777: learn: 0.4118234 test: 0.4204298 best: 0.4204298 (777) total: 36.1s remaining: 39.3s 778: learn: 0.4117641 test: 0.4204076 best: 0.4204076 (778) total: 36.2s remaining: 39.3s 779: learn: 0.4117617 test: 0.4204074 best: 0.4204074 (779) total: 36.2s remaining: 39.2s 780: learn: 0.4117606 test: 0.4204032 best: 0.4204032 (780) total: 36.3s remaining: 39.2s 781: learn: 0.4117571 test: 0.4204005 best: 0.4204005 (781) total: 36.3s remaining: 39.1s 782: learn: 0.4117569 test: 0.4204006 best: 0.4204005 (781) total: 36.4s remaining: 39.1s 783: learn: 0.4117498 test: 0.4204000 best: 0.4204000 (783) total: 36.4s remaining: 39s 784: learn: 0.4117280 test: 0.4204047 best: 0.4204000 (783) total: 36.5s remaining: 39s 785: learn: 0.4117000 test: 0.4203899 best: 0.4203899 (785) total: 36.5s remaining: 39s 786: learn: 0.4116943 test: 0.4203819 best: 0.4203819 (786) total: 36.5s remaining: 38.9s 787: learn: 0.4116673 test: 0.4203543 best: 0.4203543 (787) total: 36.6s remaining: 38.9s 788: learn: 0.4116661 test: 0.4203589 best: 0.4203543 (787) total: 36.6s remaining: 38.8s 789: learn: 0.4116623 test: 0.4203612 best: 0.4203543 (787) total: 36.7s remaining: 38.8s 790: learn: 0.4116535 test: 0.4203636 best: 0.4203543 (787) total: 36.7s remaining: 38.7s 791: learn: 0.4116530 test: 0.4203659 best: 0.4203543 (787) total: 36.8s remaining: 38.7s 792: learn: 0.4116512 test: 0.4203688 best: 0.4203543 (787) total: 36.8s remaining: 38.6s 793: learn: 0.4116490 test: 0.4203690 best: 0.4203543 (787) total: 36.8s remaining: 38.6s 794: learn: 0.4116009 test: 0.4203385 best: 0.4203385 (794) total: 36.9s remaining: 38.5s 795: learn: 0.4115980 test: 0.4203407 best: 0.4203385 (794) total: 36.9s remaining: 38.5s 796: learn: 0.4115743 test: 0.4203291 best: 0.4203291 (796) total: 37s remaining: 38.4s 797: learn: 0.4115681 test: 0.4203286 best: 0.4203286 (797) total: 37s remaining: 38.4s 798: learn: 0.4115448 test: 0.4203354 best: 0.4203286 (797) total: 37.1s remaining: 38.3s 799: learn: 0.4115445 test: 0.4203355 best: 0.4203286 (797) total: 37.1s remaining: 38.3s 800: learn: 0.4115389 test: 0.4203363 best: 0.4203286 (797) total: 37.2s remaining: 38.3s 801: learn: 0.4115387 test: 0.4203364 best: 0.4203286 (797) total: 37.3s remaining: 38.2s 802: learn: 0.4114371 test: 0.4202241 best: 0.4202241 (802) total: 37.3s remaining: 38.2s 803: learn: 0.4114239 test: 0.4202213 best: 0.4202213 (803) total: 37.4s remaining: 38.1s 804: learn: 0.4113750 test: 0.4201892 best: 0.4201892 (804) total: 37.4s remaining: 38.1s 805: learn: 0.4113746 test: 0.4201868 best: 0.4201868 (805) total: 37.5s remaining: 38.1s 806: learn: 0.4113744 test: 0.4201868 best: 0.4201868 (805) total: 37.5s remaining: 38s 807: learn: 0.4113741 test: 0.4201865 best: 0.4201865 (807) total: 37.6s remaining: 38s 808: learn: 0.4113133 test: 0.4201038 best: 0.4201038 (808) total: 37.6s remaining: 37.9s 809: learn: 0.4113127 test: 0.4201039 best: 0.4201038 (808) total: 37.6s remaining: 37.9s 810: learn: 0.4113125 test: 0.4201041 best: 0.4201038 (808) total: 37.7s remaining: 37.8s 811: learn: 0.4113125 test: 0.4201041 best: 0.4201038 (808) total: 37.7s remaining: 37.8s 812: learn: 0.4113124 test: 0.4201042 best: 0.4201038 (808) total: 37.8s remaining: 37.7s 813: learn: 0.4113123 test: 0.4201042 best: 0.4201038 (808) total: 37.8s remaining: 37.6s 814: learn: 0.4113122 test: 0.4201042 best: 0.4201038 (808) total: 37.8s remaining: 37.6s 815: learn: 0.4113053 test: 0.4201075 best: 0.4201038 (808) total: 37.9s remaining: 37.5s 816: learn: 0.4112714 test: 0.4201057 best: 0.4201038 (808) total: 37.9s remaining: 37.5s 817: learn: 0.4112707 test: 0.4201028 best: 0.4201028 (817) total: 37.9s remaining: 37.4s 818: learn: 0.4112207 test: 0.4200434 best: 0.4200434 (818) total: 38s remaining: 37.4s 819: learn: 0.4112130 test: 0.4200453 best: 0.4200434 (818) total: 38s remaining: 37.3s 820: learn: 0.4111969 test: 0.4200272 best: 0.4200272 (820) total: 38.1s remaining: 37.3s 821: learn: 0.4111965 test: 0.4200273 best: 0.4200272 (820) total: 38.1s remaining: 37.2s 822: learn: 0.4111964 test: 0.4200273 best: 0.4200272 (820) total: 38.1s remaining: 37.2s 823: learn: 0.4111960 test: 0.4200266 best: 0.4200266 (823) total: 38.2s remaining: 37.1s 824: learn: 0.4111926 test: 0.4200259 best: 0.4200259 (824) total: 38.3s remaining: 37.1s 825: learn: 0.4111894 test: 0.4200282 best: 0.4200259 (824) total: 38.3s remaining: 37s 826: learn: 0.4111166 test: 0.4199521 best: 0.4199521 (826) total: 38.3s remaining: 37s 827: learn: 0.4111143 test: 0.4199516 best: 0.4199516 (827) total: 38.4s remaining: 37s 828: learn: 0.4111140 test: 0.4199509 best: 0.4199509 (828) total: 38.4s remaining: 36.9s 829: learn: 0.4111041 test: 0.4199444 best: 0.4199444 (829) total: 38.5s remaining: 36.9s 830: learn: 0.4111034 test: 0.4199443 best: 0.4199443 (830) total: 38.5s remaining: 36.8s 831: learn: 0.4111009 test: 0.4199437 best: 0.4199437 (831) total: 38.6s remaining: 36.7s 832: learn: 0.4110997 test: 0.4199449 best: 0.4199437 (831) total: 38.6s remaining: 36.7s 833: learn: 0.4110965 test: 0.4199489 best: 0.4199437 (831) total: 38.6s remaining: 36.6s 834: learn: 0.4110956 test: 0.4199513 best: 0.4199437 (831) total: 38.7s remaining: 36.6s 835: learn: 0.4110941 test: 0.4199512 best: 0.4199437 (831) total: 38.7s remaining: 36.5s 836: learn: 0.4110844 test: 0.4199485 best: 0.4199437 (831) total: 38.8s remaining: 36.5s 837: learn: 0.4110716 test: 0.4199430 best: 0.4199430 (837) total: 38.8s remaining: 36.4s 838: learn: 0.4110577 test: 0.4199351 best: 0.4199351 (838) total: 38.9s remaining: 36.4s 839: learn: 0.4110574 test: 0.4199352 best: 0.4199351 (838) total: 38.9s remaining: 36.4s 840: learn: 0.4110567 test: 0.4199374 best: 0.4199351 (838) total: 38.9s remaining: 36.3s 841: learn: 0.4110519 test: 0.4199380 best: 0.4199351 (838) total: 39s remaining: 36.3s 842: learn: 0.4110518 test: 0.4199380 best: 0.4199351 (838) total: 39s remaining: 36.2s 843: learn: 0.4110477 test: 0.4199390 best: 0.4199351 (838) total: 39.1s remaining: 36.2s 844: learn: 0.4110175 test: 0.4199529 best: 0.4199351 (838) total: 39.1s remaining: 36.1s 845: learn: 0.4109979 test: 0.4199446 best: 0.4199351 (838) total: 39.2s remaining: 36.1s 846: learn: 0.4109967 test: 0.4199448 best: 0.4199351 (838) total: 39.2s remaining: 36s 847: learn: 0.4109905 test: 0.4199455 best: 0.4199351 (838) total: 39.2s remaining: 36s 848: learn: 0.4109896 test: 0.4199458 best: 0.4199351 (838) total: 39.3s remaining: 35.9s 849: learn: 0.4109887 test: 0.4199448 best: 0.4199351 (838) total: 39.3s remaining: 35.9s 850: learn: 0.4109521 test: 0.4199500 best: 0.4199351 (838) total: 39.4s remaining: 35.8s 851: learn: 0.4109336 test: 0.4199401 best: 0.4199351 (838) total: 39.4s remaining: 35.8s 852: learn: 0.4109303 test: 0.4199409 best: 0.4199351 (838) total: 39.5s remaining: 35.7s 853: learn: 0.4109268 test: 0.4199392 best: 0.4199351 (838) total: 39.5s remaining: 35.7s 854: learn: 0.4108452 test: 0.4198678 best: 0.4198678 (854) total: 39.6s remaining: 35.6s 855: learn: 0.4108157 test: 0.4198471 best: 0.4198471 (855) total: 39.6s remaining: 35.6s 856: learn: 0.4108157 test: 0.4198478 best: 0.4198471 (855) total: 39.6s remaining: 35.5s 857: learn: 0.4108089 test: 0.4198374 best: 0.4198374 (857) total: 39.7s remaining: 35.5s 858: learn: 0.4107872 test: 0.4198322 best: 0.4198322 (858) total: 39.7s remaining: 35.4s 859: learn: 0.4107869 test: 0.4198319 best: 0.4198319 (859) total: 39.8s remaining: 35.4s 860: learn: 0.4107630 test: 0.4198149 best: 0.4198149 (860) total: 39.8s remaining: 35.3s 861: learn: 0.4107611 test: 0.4198155 best: 0.4198149 (860) total: 39.9s remaining: 35.3s 862: learn: 0.4107610 test: 0.4198154 best: 0.4198149 (860) total: 39.9s remaining: 35.2s 863: learn: 0.4107544 test: 0.4198153 best: 0.4198149 (860) total: 39.9s remaining: 35.2s 864: learn: 0.4107528 test: 0.4198150 best: 0.4198149 (860) total: 40s remaining: 35.1s 865: learn: 0.4107521 test: 0.4198197 best: 0.4198149 (860) total: 40s remaining: 35.1s 866: learn: 0.4107501 test: 0.4198166 best: 0.4198149 (860) total: 40s remaining: 35s 867: learn: 0.4107486 test: 0.4198174 best: 0.4198149 (860) total: 40.1s remaining: 35s 868: learn: 0.4107475 test: 0.4198173 best: 0.4198149 (860) total: 40.1s remaining: 34.9s 869: learn: 0.4107469 test: 0.4198169 best: 0.4198149 (860) total: 40.2s remaining: 34.9s 870: learn: 0.4107394 test: 0.4198145 best: 0.4198145 (870) total: 40.2s remaining: 34.8s 871: learn: 0.4107368 test: 0.4198146 best: 0.4198145 (870) total: 40.2s remaining: 34.8s 872: learn: 0.4107322 test: 0.4198150 best: 0.4198145 (870) total: 40.3s remaining: 34.7s 873: learn: 0.4106172 test: 0.4197048 best: 0.4197048 (873) total: 40.4s remaining: 34.7s 874: learn: 0.4106171 test: 0.4197046 best: 0.4197046 (874) total: 40.4s remaining: 34.6s 875: learn: 0.4106120 test: 0.4196968 best: 0.4196968 (875) total: 40.4s remaining: 34.6s 876: learn: 0.4106080 test: 0.4196966 best: 0.4196966 (876) total: 40.5s remaining: 34.5s 877: learn: 0.4105789 test: 0.4196721 best: 0.4196721 (877) total: 40.5s remaining: 34.5s 878: learn: 0.4105487 test: 0.4196810 best: 0.4196721 (877) total: 40.6s remaining: 34.5s 879: learn: 0.4105482 test: 0.4196806 best: 0.4196721 (877) total: 40.6s remaining: 34.4s 880: learn: 0.4105383 test: 0.4196868 best: 0.4196721 (877) total: 40.7s remaining: 34.4s 881: learn: 0.4105382 test: 0.4196888 best: 0.4196721 (877) total: 40.7s remaining: 34.3s 882: learn: 0.4105380 test: 0.4196888 best: 0.4196721 (877) total: 40.8s remaining: 34.3s 883: learn: 0.4105368 test: 0.4196904 best: 0.4196721 (877) total: 40.8s remaining: 34.2s 884: learn: 0.4105367 test: 0.4196917 best: 0.4196721 (877) total: 40.8s remaining: 34.2s 885: learn: 0.4105366 test: 0.4196912 best: 0.4196721 (877) total: 40.9s remaining: 34.1s 886: learn: 0.4105363 test: 0.4196908 best: 0.4196721 (877) total: 40.9s remaining: 34s 887: learn: 0.4105329 test: 0.4196908 best: 0.4196721 (877) total: 41s remaining: 34s 888: learn: 0.4105323 test: 0.4196880 best: 0.4196721 (877) total: 41s remaining: 33.9s 889: learn: 0.4104908 test: 0.4196877 best: 0.4196721 (877) total: 41.1s remaining: 33.9s 890: learn: 0.4104881 test: 0.4196879 best: 0.4196721 (877) total: 41.1s remaining: 33.9s 891: learn: 0.4104880 test: 0.4196873 best: 0.4196721 (877) total: 41.1s remaining: 33.8s 892: learn: 0.4104876 test: 0.4196851 best: 0.4196721 (877) total: 41.2s remaining: 33.8s 893: learn: 0.4104874 test: 0.4196850 best: 0.4196721 (877) total: 41.2s remaining: 33.7s 894: learn: 0.4104804 test: 0.4196796 best: 0.4196721 (877) total: 41.3s remaining: 33.7s 895: learn: 0.4104785 test: 0.4196797 best: 0.4196721 (877) total: 41.3s remaining: 33.6s 896: learn: 0.4104721 test: 0.4196796 best: 0.4196721 (877) total: 41.3s remaining: 33.6s 897: learn: 0.4104147 test: 0.4196502 best: 0.4196502 (897) total: 41.4s remaining: 33.5s 898: learn: 0.4104146 test: 0.4196498 best: 0.4196498 (898) total: 41.4s remaining: 33.5s 899: learn: 0.4103734 test: 0.4196212 best: 0.4196212 (899) total: 41.5s remaining: 33.4s 900: learn: 0.4103667 test: 0.4196188 best: 0.4196188 (900) total: 41.5s remaining: 33.4s 901: learn: 0.4103666 test: 0.4196188 best: 0.4196188 (900) total: 41.6s remaining: 33.3s 902: learn: 0.4103665 test: 0.4196189 best: 0.4196188 (900) total: 41.6s remaining: 33.3s 903: learn: 0.4102899 test: 0.4196073 best: 0.4196073 (903) total: 41.6s remaining: 33.2s 904: learn: 0.4102886 test: 0.4196066 best: 0.4196066 (904) total: 41.7s remaining: 33.2s 905: learn: 0.4102852 test: 0.4196115 best: 0.4196066 (904) total: 41.7s remaining: 33.1s 906: learn: 0.4102777 test: 0.4196114 best: 0.4196066 (904) total: 41.8s remaining: 33.1s 907: learn: 0.4102772 test: 0.4196103 best: 0.4196066 (904) total: 41.8s remaining: 33s 908: learn: 0.4102722 test: 0.4196089 best: 0.4196066 (904) total: 41.8s remaining: 33s 909: learn: 0.4102699 test: 0.4196098 best: 0.4196066 (904) total: 41.9s remaining: 32.9s 910: learn: 0.4102627 test: 0.4195974 best: 0.4195974 (910) total: 41.9s remaining: 32.9s 911: learn: 0.4102627 test: 0.4195974 best: 0.4195974 (911) total: 42s remaining: 32.8s 912: learn: 0.4102187 test: 0.4195619 best: 0.4195619 (912) total: 42s remaining: 32.8s 913: learn: 0.4102186 test: 0.4195613 best: 0.4195613 (913) total: 42.1s remaining: 32.7s 914: learn: 0.4102185 test: 0.4195613 best: 0.4195613 (913) total: 42.1s remaining: 32.7s 915: learn: 0.4102178 test: 0.4195608 best: 0.4195608 (915) total: 42.1s remaining: 32.6s 916: learn: 0.4102173 test: 0.4195586 best: 0.4195586 (916) total: 42.2s remaining: 32.6s 917: learn: 0.4102158 test: 0.4195583 best: 0.4195583 (917) total: 42.2s remaining: 32.5s 918: learn: 0.4102155 test: 0.4195567 best: 0.4195567 (918) total: 42.3s remaining: 32.5s 919: learn: 0.4102125 test: 0.4195579 best: 0.4195567 (918) total: 42.3s remaining: 32.4s 920: learn: 0.4102092 test: 0.4195583 best: 0.4195567 (918) total: 42.3s remaining: 32.4s 921: learn: 0.4102055 test: 0.4195584 best: 0.4195567 (918) total: 42.4s remaining: 32.3s 922: learn: 0.4102053 test: 0.4195584 best: 0.4195567 (918) total: 42.4s remaining: 32.3s 923: learn: 0.4101864 test: 0.4195450 best: 0.4195450 (923) total: 42.5s remaining: 32.2s 924: learn: 0.4101863 test: 0.4195450 best: 0.4195450 (924) total: 42.5s remaining: 32.2s 925: learn: 0.4101823 test: 0.4195420 best: 0.4195420 (925) total: 42.5s remaining: 32.1s 926: learn: 0.4101716 test: 0.4195397 best: 0.4195397 (926) total: 42.6s remaining: 32.1s 927: learn: 0.4101710 test: 0.4195410 best: 0.4195397 (926) total: 42.6s remaining: 32s 928: learn: 0.4101709 test: 0.4195400 best: 0.4195397 (926) total: 42.7s remaining: 32s 929: learn: 0.4101709 test: 0.4195400 best: 0.4195397 (926) total: 42.7s remaining: 31.9s 930: learn: 0.4101708 test: 0.4195413 best: 0.4195397 (926) total: 42.8s remaining: 31.9s 931: learn: 0.4101708 test: 0.4195413 best: 0.4195397 (926) total: 42.8s remaining: 31.8s 932: learn: 0.4101255 test: 0.4195171 best: 0.4195171 (932) total: 42.9s remaining: 31.8s 933: learn: 0.4101152 test: 0.4195153 best: 0.4195153 (933) total: 42.9s remaining: 31.8s 934: learn: 0.4100690 test: 0.4195024 best: 0.4195024 (934) total: 43s remaining: 31.7s 935: learn: 0.4100685 test: 0.4195072 best: 0.4195024 (934) total: 43s remaining: 31.7s 936: learn: 0.4100681 test: 0.4195038 best: 0.4195024 (934) total: 43s remaining: 31.6s 937: learn: 0.4100679 test: 0.4195031 best: 0.4195024 (934) total: 43.1s remaining: 31.6s 938: learn: 0.4100672 test: 0.4195032 best: 0.4195024 (934) total: 43.1s remaining: 31.5s 939: learn: 0.4100670 test: 0.4195026 best: 0.4195024 (934) total: 43.2s remaining: 31.5s 940: learn: 0.4100642 test: 0.4195038 best: 0.4195024 (934) total: 43.2s remaining: 31.4s 941: learn: 0.4100637 test: 0.4195054 best: 0.4195024 (934) total: 43.3s remaining: 31.4s 942: learn: 0.4100626 test: 0.4195052 best: 0.4195024 (934) total: 43.3s remaining: 31.3s 943: learn: 0.4100612 test: 0.4195058 best: 0.4195024 (934) total: 43.4s remaining: 31.3s 944: learn: 0.4100505 test: 0.4195041 best: 0.4195024 (934) total: 43.4s remaining: 31.3s 945: learn: 0.4100503 test: 0.4195040 best: 0.4195024 (934) total: 43.5s remaining: 31.2s 946: learn: 0.4100485 test: 0.4195116 best: 0.4195024 (934) total: 43.5s remaining: 31.2s 947: learn: 0.4100484 test: 0.4195117 best: 0.4195024 (934) total: 43.6s remaining: 31.1s 948: learn: 0.4100388 test: 0.4195078 best: 0.4195024 (934) total: 43.6s remaining: 31.1s 949: learn: 0.4099717 test: 0.4194619 best: 0.4194619 (949) total: 43.7s remaining: 31s 950: learn: 0.4099663 test: 0.4194585 best: 0.4194585 (950) total: 43.7s remaining: 31s 951: learn: 0.4099647 test: 0.4194585 best: 0.4194585 (951) total: 43.8s remaining: 30.9s 952: learn: 0.4099638 test: 0.4194587 best: 0.4194585 (951) total: 43.8s remaining: 30.9s 953: learn: 0.4099618 test: 0.4194586 best: 0.4194585 (951) total: 43.8s remaining: 30.8s 954: learn: 0.4099607 test: 0.4194608 best: 0.4194585 (951) total: 43.9s remaining: 30.8s 955: learn: 0.4099592 test: 0.4194614 best: 0.4194585 (951) total: 43.9s remaining: 30.7s 956: learn: 0.4099584 test: 0.4194613 best: 0.4194585 (951) total: 44s remaining: 30.7s 957: learn: 0.4099584 test: 0.4194607 best: 0.4194585 (951) total: 44s remaining: 30.6s 958: learn: 0.4099517 test: 0.4194589 best: 0.4194585 (951) total: 44.1s remaining: 30.6s 959: learn: 0.4099512 test: 0.4194615 best: 0.4194585 (951) total: 44.1s remaining: 30.6s 960: learn: 0.4099504 test: 0.4194618 best: 0.4194585 (951) total: 44.2s remaining: 30.5s 961: learn: 0.4099446 test: 0.4194578 best: 0.4194578 (961) total: 44.2s remaining: 30.5s 962: learn: 0.4099250 test: 0.4194553 best: 0.4194553 (962) total: 44.2s remaining: 30.4s 963: learn: 0.4099233 test: 0.4194557 best: 0.4194553 (962) total: 44.3s remaining: 30.4s 964: learn: 0.4098894 test: 0.4194544 best: 0.4194544 (964) total: 44.3s remaining: 30.3s 965: learn: 0.4097868 test: 0.4193568 best: 0.4193568 (965) total: 44.4s remaining: 30.3s 966: learn: 0.4097846 test: 0.4193594 best: 0.4193568 (965) total: 44.4s remaining: 30.2s 967: learn: 0.4097753 test: 0.4193531 best: 0.4193531 (967) total: 44.5s remaining: 30.2s 968: learn: 0.4097745 test: 0.4193555 best: 0.4193531 (967) total: 44.5s remaining: 30.1s 969: learn: 0.4097481 test: 0.4193461 best: 0.4193461 (969) total: 44.6s remaining: 30.1s 970: learn: 0.4097372 test: 0.4193381 best: 0.4193381 (970) total: 44.6s remaining: 30s 971: learn: 0.4097359 test: 0.4193397 best: 0.4193381 (970) total: 44.6s remaining: 30s 972: learn: 0.4097355 test: 0.4193423 best: 0.4193381 (970) total: 44.7s remaining: 29.9s 973: learn: 0.4096976 test: 0.4193227 best: 0.4193227 (973) total: 44.7s remaining: 29.9s 974: learn: 0.4096633 test: 0.4193150 best: 0.4193150 (974) total: 44.8s remaining: 29.8s 975: learn: 0.4096622 test: 0.4193149 best: 0.4193149 (975) total: 44.8s remaining: 29.8s 976: learn: 0.4096528 test: 0.4193144 best: 0.4193144 (976) total: 44.9s remaining: 29.7s 977: learn: 0.4096522 test: 0.4193147 best: 0.4193144 (976) total: 44.9s remaining: 29.7s 978: learn: 0.4096515 test: 0.4193146 best: 0.4193144 (976) total: 44.9s remaining: 29.7s 979: learn: 0.4096506 test: 0.4193136 best: 0.4193136 (979) total: 45s remaining: 29.6s 980: learn: 0.4096257 test: 0.4193099 best: 0.4193099 (980) total: 45s remaining: 29.6s 981: learn: 0.4096237 test: 0.4193134 best: 0.4193099 (980) total: 45.1s remaining: 29.5s 982: learn: 0.4096193 test: 0.4193223 best: 0.4193099 (980) total: 45.1s remaining: 29.5s 983: learn: 0.4095799 test: 0.4193011 best: 0.4193011 (983) total: 45.2s remaining: 29.4s 984: learn: 0.4095784 test: 0.4193012 best: 0.4193011 (983) total: 45.2s remaining: 29.4s 985: learn: 0.4095744 test: 0.4192945 best: 0.4192945 (985) total: 45.3s remaining: 29.3s 986: learn: 0.4095622 test: 0.4192679 best: 0.4192679 (986) total: 45.3s remaining: 29.3s 987: learn: 0.4095168 test: 0.4192475 best: 0.4192475 (987) total: 45.4s remaining: 29.3s 988: learn: 0.4094559 test: 0.4192119 best: 0.4192119 (988) total: 45.4s remaining: 29.2s 989: learn: 0.4094492 test: 0.4192119 best: 0.4192119 (989) total: 45.5s remaining: 29.2s 990: learn: 0.4094410 test: 0.4192105 best: 0.4192105 (990) total: 45.5s remaining: 29.1s 991: learn: 0.4094360 test: 0.4192120 best: 0.4192105 (990) total: 45.6s remaining: 29.1s 992: learn: 0.4094355 test: 0.4192143 best: 0.4192105 (990) total: 45.6s remaining: 29s 993: learn: 0.4094354 test: 0.4192137 best: 0.4192105 (990) total: 45.7s remaining: 29s 994: learn: 0.4094348 test: 0.4192112 best: 0.4192105 (990) total: 45.7s remaining: 28.9s 995: learn: 0.4094330 test: 0.4192101 best: 0.4192101 (995) total: 45.7s remaining: 28.9s 996: learn: 0.4094328 test: 0.4192098 best: 0.4192098 (996) total: 45.8s remaining: 28.8s 997: learn: 0.4094321 test: 0.4192097 best: 0.4192097 (997) total: 45.8s remaining: 28.8s 998: learn: 0.4094314 test: 0.4192096 best: 0.4192096 (998) total: 45.9s remaining: 28.8s 999: learn: 0.4094286 test: 0.4192082 best: 0.4192082 (999) total: 45.9s remaining: 28.7s 1000: learn: 0.4094038 test: 0.4191968 best: 0.4191968 (1000) total: 46s remaining: 28.7s 1001: learn: 0.4094038 test: 0.4191963 best: 0.4191963 (1001) total: 46s remaining: 28.6s 1002: learn: 0.4093994 test: 0.4191965 best: 0.4191963 (1001) total: 46.1s remaining: 28.6s 1003: learn: 0.4093985 test: 0.4191962 best: 0.4191962 (1003) total: 46.1s remaining: 28.5s 1004: learn: 0.4093984 test: 0.4191958 best: 0.4191958 (1004) total: 46.1s remaining: 28.5s 1005: learn: 0.4093980 test: 0.4191957 best: 0.4191957 (1005) total: 46.2s remaining: 28.4s 1006: learn: 0.4093934 test: 0.4191962 best: 0.4191957 (1005) total: 46.2s remaining: 28.4s 1007: learn: 0.4093933 test: 0.4191962 best: 0.4191957 (1005) total: 46.3s remaining: 28.3s 1008: learn: 0.4093932 test: 0.4191957 best: 0.4191957 (1008) total: 46.3s remaining: 28.3s 1009: learn: 0.4092891 test: 0.4191732 best: 0.4191732 (1009) total: 46.4s remaining: 28.2s 1010: learn: 0.4092882 test: 0.4191741 best: 0.4191732 (1009) total: 46.4s remaining: 28.2s 1011: learn: 0.4092351 test: 0.4191143 best: 0.4191143 (1011) total: 46.5s remaining: 28.1s 1012: learn: 0.4092335 test: 0.4191119 best: 0.4191119 (1012) total: 46.5s remaining: 28.1s 1013: learn: 0.4092296 test: 0.4191128 best: 0.4191119 (1012) total: 46.6s remaining: 28.1s 1014: learn: 0.4092289 test: 0.4191128 best: 0.4191119 (1012) total: 46.6s remaining: 28s 1015: learn: 0.4092286 test: 0.4191127 best: 0.4191119 (1012) total: 46.6s remaining: 28s 1016: learn: 0.4092200 test: 0.4191084 best: 0.4191084 (1016) total: 46.7s remaining: 27.9s 1017: learn: 0.4091642 test: 0.4190872 best: 0.4190872 (1017) total: 46.7s remaining: 27.9s 1018: learn: 0.4091628 test: 0.4190872 best: 0.4190872 (1018) total: 46.8s remaining: 27.8s 1019: learn: 0.4091600 test: 0.4190868 best: 0.4190868 (1019) total: 46.8s remaining: 27.8s 1020: learn: 0.4091594 test: 0.4190846 best: 0.4190846 (1020) total: 46.9s remaining: 27.7s 1021: learn: 0.4091593 test: 0.4190841 best: 0.4190841 (1021) total: 46.9s remaining: 27.7s 1022: learn: 0.4091589 test: 0.4190855 best: 0.4190841 (1021) total: 47s remaining: 27.6s 1023: learn: 0.4091585 test: 0.4190869 best: 0.4190841 (1021) total: 47s remaining: 27.6s 1024: learn: 0.4091563 test: 0.4190867 best: 0.4190841 (1021) total: 47s remaining: 27.5s 1025: learn: 0.4091479 test: 0.4190774 best: 0.4190774 (1025) total: 47.1s remaining: 27.5s 1026: learn: 0.4091471 test: 0.4190755 best: 0.4190755 (1026) total: 47.1s remaining: 27.5s 1027: learn: 0.4091447 test: 0.4190769 best: 0.4190755 (1026) total: 47.2s remaining: 27.4s 1028: learn: 0.4091445 test: 0.4190765 best: 0.4190755 (1026) total: 47.2s remaining: 27.4s 1029: learn: 0.4091288 test: 0.4190681 best: 0.4190681 (1029) total: 47.3s remaining: 27.3s 1030: learn: 0.4090425 test: 0.4189830 best: 0.4189830 (1030) total: 47.4s remaining: 27.3s 1031: learn: 0.4090422 test: 0.4189841 best: 0.4189830 (1030) total: 47.4s remaining: 27.2s 1032: learn: 0.4090421 test: 0.4189844 best: 0.4189830 (1030) total: 47.5s remaining: 27.2s 1033: learn: 0.4090421 test: 0.4189848 best: 0.4189830 (1030) total: 47.5s remaining: 27.2s 1034: learn: 0.4090420 test: 0.4189844 best: 0.4189830 (1030) total: 47.6s remaining: 27.1s 1035: learn: 0.4090406 test: 0.4189825 best: 0.4189825 (1035) total: 47.6s remaining: 27.1s 1036: learn: 0.4090405 test: 0.4189818 best: 0.4189818 (1036) total: 47.7s remaining: 27s 1037: learn: 0.4090396 test: 0.4189818 best: 0.4189818 (1037) total: 47.7s remaining: 27s 1038: learn: 0.4090171 test: 0.4189744 best: 0.4189744 (1038) total: 47.8s remaining: 26.9s 1039: learn: 0.4090171 test: 0.4189741 best: 0.4189741 (1039) total: 47.8s remaining: 26.9s 1040: learn: 0.4090165 test: 0.4189748 best: 0.4189741 (1039) total: 47.9s remaining: 26.9s 1041: learn: 0.4090154 test: 0.4189754 best: 0.4189741 (1039) total: 47.9s remaining: 26.8s 1042: learn: 0.4090145 test: 0.4189752 best: 0.4189741 (1039) total: 48s remaining: 26.8s 1043: learn: 0.4090141 test: 0.4189743 best: 0.4189741 (1039) total: 48s remaining: 26.7s 1044: learn: 0.4090120 test: 0.4189831 best: 0.4189741 (1039) total: 48.1s remaining: 26.7s 1045: learn: 0.4090086 test: 0.4189844 best: 0.4189741 (1039) total: 48.1s remaining: 26.6s 1046: learn: 0.4090084 test: 0.4189840 best: 0.4189741 (1039) total: 48.2s remaining: 26.6s 1047: learn: 0.4090076 test: 0.4189818 best: 0.4189741 (1039) total: 48.2s remaining: 26.5s 1048: learn: 0.4090076 test: 0.4189818 best: 0.4189741 (1039) total: 48.3s remaining: 26.5s 1049: learn: 0.4090074 test: 0.4189814 best: 0.4189741 (1039) total: 48.3s remaining: 26.4s 1050: learn: 0.4090073 test: 0.4189807 best: 0.4189741 (1039) total: 48.3s remaining: 26.4s 1051: learn: 0.4090068 test: 0.4189806 best: 0.4189741 (1039) total: 48.4s remaining: 26.4s 1052: learn: 0.4090064 test: 0.4189782 best: 0.4189741 (1039) total: 48.5s remaining: 26.3s 1053: learn: 0.4090045 test: 0.4189783 best: 0.4189741 (1039) total: 48.5s remaining: 26.3s 1054: learn: 0.4090030 test: 0.4189793 best: 0.4189741 (1039) total: 48.6s remaining: 26.3s 1055: learn: 0.4090030 test: 0.4189786 best: 0.4189741 (1039) total: 48.7s remaining: 26.2s 1056: learn: 0.4090012 test: 0.4189791 best: 0.4189741 (1039) total: 48.7s remaining: 26.2s 1057: learn: 0.4090010 test: 0.4189788 best: 0.4189741 (1039) total: 48.8s remaining: 26.1s 1058: learn: 0.4090005 test: 0.4189787 best: 0.4189741 (1039) total: 48.8s remaining: 26.1s 1059: learn: 0.4089971 test: 0.4189756 best: 0.4189741 (1039) total: 48.8s remaining: 26s 1060: learn: 0.4089911 test: 0.4189672 best: 0.4189672 (1060) total: 48.9s remaining: 26s 1061: learn: 0.4089911 test: 0.4189672 best: 0.4189672 (1060) total: 48.9s remaining: 25.9s 1062: learn: 0.4089385 test: 0.4189118 best: 0.4189118 (1062) total: 49s remaining: 25.9s 1063: learn: 0.4089199 test: 0.4188893 best: 0.4188893 (1063) total: 49s remaining: 25.9s 1064: learn: 0.4089143 test: 0.4188853 best: 0.4188853 (1064) total: 49.1s remaining: 25.8s 1065: learn: 0.4089072 test: 0.4188828 best: 0.4188828 (1065) total: 49.1s remaining: 25.8s 1066: learn: 0.4089071 test: 0.4188825 best: 0.4188825 (1066) total: 49.2s remaining: 25.7s 1067: learn: 0.4089070 test: 0.4188824 best: 0.4188824 (1067) total: 49.2s remaining: 25.7s 1068: learn: 0.4089070 test: 0.4188824 best: 0.4188824 (1067) total: 49.3s remaining: 25.6s 1069: learn: 0.4089070 test: 0.4188821 best: 0.4188821 (1069) total: 49.3s remaining: 25.6s 1070: learn: 0.4089069 test: 0.4188821 best: 0.4188821 (1070) total: 49.4s remaining: 25.5s 1071: learn: 0.4089068 test: 0.4188818 best: 0.4188818 (1071) total: 49.4s remaining: 25.5s 1072: learn: 0.4088957 test: 0.4188789 best: 0.4188789 (1072) total: 49.4s remaining: 25.4s 1073: learn: 0.4088957 test: 0.4188789 best: 0.4188789 (1072) total: 49.5s remaining: 25.4s 1074: learn: 0.4088944 test: 0.4188788 best: 0.4188788 (1074) total: 49.5s remaining: 25.3s 1075: learn: 0.4088942 test: 0.4188799 best: 0.4188788 (1074) total: 49.6s remaining: 25.3s 1076: learn: 0.4088935 test: 0.4188799 best: 0.4188788 (1074) total: 49.6s remaining: 25.2s 1077: learn: 0.4088918 test: 0.4188798 best: 0.4188788 (1074) total: 49.6s remaining: 25.2s 1078: learn: 0.4088890 test: 0.4188802 best: 0.4188788 (1074) total: 49.7s remaining: 25.2s 1079: learn: 0.4088888 test: 0.4188814 best: 0.4188788 (1074) total: 49.8s remaining: 25.1s 1080: learn: 0.4088855 test: 0.4188779 best: 0.4188779 (1080) total: 49.8s remaining: 25.1s 1081: learn: 0.4088853 test: 0.4188784 best: 0.4188779 (1080) total: 49.8s remaining: 25s 1082: learn: 0.4088766 test: 0.4188795 best: 0.4188779 (1080) total: 49.9s remaining: 25s 1083: learn: 0.4088716 test: 0.4188707 best: 0.4188707 (1083) total: 49.9s remaining: 24.9s 1084: learn: 0.4088715 test: 0.4188708 best: 0.4188707 (1083) total: 50s remaining: 24.9s 1085: learn: 0.4088710 test: 0.4188700 best: 0.4188700 (1085) total: 50s remaining: 24.8s 1086: learn: 0.4088709 test: 0.4188698 best: 0.4188698 (1086) total: 50.1s remaining: 24.8s 1087: learn: 0.4088684 test: 0.4188699 best: 0.4188698 (1086) total: 50.1s remaining: 24.7s 1088: learn: 0.4088684 test: 0.4188699 best: 0.4188698 (1086) total: 50.1s remaining: 24.7s 1089: learn: 0.4088676 test: 0.4188718 best: 0.4188698 (1086) total: 50.2s remaining: 24.6s 1090: learn: 0.4088667 test: 0.4188720 best: 0.4188698 (1086) total: 50.2s remaining: 24.6s 1091: learn: 0.4088666 test: 0.4188718 best: 0.4188698 (1086) total: 50.3s remaining: 24.5s 1092: learn: 0.4088666 test: 0.4188718 best: 0.4188698 (1086) total: 50.3s remaining: 24.5s 1093: learn: 0.4088665 test: 0.4188717 best: 0.4188698 (1086) total: 50.4s remaining: 24.4s 1094: learn: 0.4088664 test: 0.4188716 best: 0.4188698 (1086) total: 50.4s remaining: 24.4s 1095: learn: 0.4088662 test: 0.4188714 best: 0.4188698 (1086) total: 50.4s remaining: 24.3s 1096: learn: 0.4088661 test: 0.4188714 best: 0.4188698 (1086) total: 50.5s remaining: 24.3s 1097: learn: 0.4088661 test: 0.4188713 best: 0.4188698 (1086) total: 50.5s remaining: 24.2s 1098: learn: 0.4088660 test: 0.4188713 best: 0.4188698 (1086) total: 50.5s remaining: 24.2s 1099: learn: 0.4088649 test: 0.4188707 best: 0.4188698 (1086) total: 50.6s remaining: 24.1s 1100: learn: 0.4088647 test: 0.4188710 best: 0.4188698 (1086) total: 50.6s remaining: 24.1s 1101: learn: 0.4088591 test: 0.4188678 best: 0.4188678 (1101) total: 50.7s remaining: 24s 1102: learn: 0.4088582 test: 0.4188681 best: 0.4188678 (1101) total: 50.7s remaining: 24s 1103: learn: 0.4088569 test: 0.4188683 best: 0.4188678 (1101) total: 50.8s remaining: 24s 1104: learn: 0.4088479 test: 0.4188704 best: 0.4188678 (1101) total: 50.8s remaining: 23.9s 1105: learn: 0.4088476 test: 0.4188706 best: 0.4188678 (1101) total: 50.9s remaining: 23.9s 1106: learn: 0.4088343 test: 0.4188677 best: 0.4188677 (1106) total: 50.9s remaining: 23.8s 1107: learn: 0.4088309 test: 0.4188678 best: 0.4188677 (1106) total: 51s remaining: 23.8s 1108: learn: 0.4087708 test: 0.4188683 best: 0.4188677 (1106) total: 51s remaining: 23.7s 1109: learn: 0.4087605 test: 0.4188683 best: 0.4188677 (1106) total: 51s remaining: 23.7s 1110: learn: 0.4087600 test: 0.4188683 best: 0.4188677 (1106) total: 51.1s remaining: 23.6s 1111: learn: 0.4087596 test: 0.4188683 best: 0.4188677 (1106) total: 51.1s remaining: 23.6s 1112: learn: 0.4087593 test: 0.4188689 best: 0.4188677 (1106) total: 51.2s remaining: 23.5s 1113: learn: 0.4087589 test: 0.4188689 best: 0.4188677 (1106) total: 51.2s remaining: 23.5s 1114: learn: 0.4087588 test: 0.4188706 best: 0.4188677 (1106) total: 51.3s remaining: 23.4s 1115: learn: 0.4087587 test: 0.4188704 best: 0.4188677 (1106) total: 51.3s remaining: 23.4s 1116: learn: 0.4087535 test: 0.4188745 best: 0.4188677 (1106) total: 51.4s remaining: 23.4s 1117: learn: 0.4087506 test: 0.4188747 best: 0.4188677 (1106) total: 51.4s remaining: 23.3s 1118: learn: 0.4087440 test: 0.4188739 best: 0.4188677 (1106) total: 51.5s remaining: 23.3s 1119: learn: 0.4087429 test: 0.4188743 best: 0.4188677 (1106) total: 51.5s remaining: 23.2s 1120: learn: 0.4087226 test: 0.4188740 best: 0.4188677 (1106) total: 51.6s remaining: 23.2s 1121: learn: 0.4087223 test: 0.4188741 best: 0.4188677 (1106) total: 51.6s remaining: 23.1s 1122: learn: 0.4087211 test: 0.4188743 best: 0.4188677 (1106) total: 51.6s remaining: 23.1s 1123: learn: 0.4086761 test: 0.4188234 best: 0.4188234 (1123) total: 51.7s remaining: 23s 1124: learn: 0.4086757 test: 0.4188241 best: 0.4188234 (1123) total: 51.7s remaining: 23s 1125: learn: 0.4086746 test: 0.4188240 best: 0.4188234 (1123) total: 51.8s remaining: 22.9s 1126: learn: 0.4086736 test: 0.4188270 best: 0.4188234 (1123) total: 51.8s remaining: 22.9s 1127: learn: 0.4086712 test: 0.4188326 best: 0.4188234 (1123) total: 51.9s remaining: 22.8s 1128: learn: 0.4086692 test: 0.4188342 best: 0.4188234 (1123) total: 51.9s remaining: 22.8s 1129: learn: 0.4086059 test: 0.4187976 best: 0.4187976 (1129) total: 52s remaining: 22.8s 1130: learn: 0.4086058 test: 0.4187992 best: 0.4187976 (1129) total: 52s remaining: 22.7s 1131: learn: 0.4085994 test: 0.4187975 best: 0.4187975 (1131) total: 52.1s remaining: 22.7s 1132: learn: 0.4085988 test: 0.4187971 best: 0.4187971 (1132) total: 52.1s remaining: 22.6s 1133: learn: 0.4085988 test: 0.4187970 best: 0.4187970 (1133) total: 52.2s remaining: 22.6s 1134: learn: 0.4085473 test: 0.4187428 best: 0.4187428 (1134) total: 52.2s remaining: 22.5s 1135: learn: 0.4085472 test: 0.4187428 best: 0.4187428 (1134) total: 52.3s remaining: 22.5s 1136: learn: 0.4085446 test: 0.4187408 best: 0.4187408 (1136) total: 52.3s remaining: 22.4s 1137: learn: 0.4085443 test: 0.4187407 best: 0.4187407 (1137) total: 52.3s remaining: 22.4s 1138: learn: 0.4085442 test: 0.4187399 best: 0.4187399 (1138) total: 52.4s remaining: 22.3s 1139: learn: 0.4085438 test: 0.4187398 best: 0.4187398 (1139) total: 52.4s remaining: 22.3s 1140: learn: 0.4085438 test: 0.4187414 best: 0.4187398 (1139) total: 52.5s remaining: 22.3s 1141: learn: 0.4085437 test: 0.4187413 best: 0.4187398 (1139) total: 52.5s remaining: 22.2s 1142: learn: 0.4085437 test: 0.4187409 best: 0.4187398 (1139) total: 52.5s remaining: 22.2s 1143: learn: 0.4085136 test: 0.4187272 best: 0.4187272 (1143) total: 52.6s remaining: 22.1s 1144: learn: 0.4085135 test: 0.4187267 best: 0.4187267 (1144) total: 52.6s remaining: 22.1s 1145: learn: 0.4085134 test: 0.4187267 best: 0.4187267 (1145) total: 52.7s remaining: 22s 1146: learn: 0.4085042 test: 0.4187332 best: 0.4187267 (1145) total: 52.7s remaining: 22s 1147: learn: 0.4084992 test: 0.4187321 best: 0.4187267 (1145) total: 52.8s remaining: 21.9s 1148: learn: 0.4084512 test: 0.4186959 best: 0.4186959 (1148) total: 52.8s remaining: 21.9s 1149: learn: 0.4084485 test: 0.4186970 best: 0.4186959 (1148) total: 52.8s remaining: 21.8s 1150: learn: 0.4084484 test: 0.4186957 best: 0.4186957 (1150) total: 52.9s remaining: 21.8s 1151: learn: 0.4084480 test: 0.4186958 best: 0.4186957 (1150) total: 52.9s remaining: 21.7s 1152: learn: 0.4084467 test: 0.4186992 best: 0.4186957 (1150) total: 53s remaining: 21.7s 1153: learn: 0.4084366 test: 0.4187016 best: 0.4186957 (1150) total: 53s remaining: 21.6s 1154: learn: 0.4084365 test: 0.4187015 best: 0.4186957 (1150) total: 53.1s remaining: 21.6s 1155: learn: 0.4084362 test: 0.4187014 best: 0.4186957 (1150) total: 53.1s remaining: 21.5s 1156: learn: 0.4084351 test: 0.4187014 best: 0.4186957 (1150) total: 53.2s remaining: 21.5s 1157: learn: 0.4084347 test: 0.4187013 best: 0.4186957 (1150) total: 53.2s remaining: 21.5s 1158: learn: 0.4084332 test: 0.4187007 best: 0.4186957 (1150) total: 53.2s remaining: 21.4s 1159: learn: 0.4084235 test: 0.4186879 best: 0.4186879 (1159) total: 53.3s remaining: 21.4s 1160: learn: 0.4084235 test: 0.4186878 best: 0.4186878 (1160) total: 53.3s remaining: 21.3s 1161: learn: 0.4084056 test: 0.4186847 best: 0.4186847 (1161) total: 53.4s remaining: 21.3s 1162: learn: 0.4083079 test: 0.4186047 best: 0.4186047 (1162) total: 53.4s remaining: 21.2s 1163: learn: 0.4083079 test: 0.4186047 best: 0.4186047 (1163) total: 53.5s remaining: 21.2s 1164: learn: 0.4082426 test: 0.4185431 best: 0.4185431 (1164) total: 53.5s remaining: 21.1s 1165: learn: 0.4082362 test: 0.4185411 best: 0.4185411 (1165) total: 53.5s remaining: 21.1s 1166: learn: 0.4082330 test: 0.4185431 best: 0.4185411 (1165) total: 53.6s remaining: 21s 1167: learn: 0.4082212 test: 0.4185417 best: 0.4185411 (1165) total: 53.6s remaining: 21s 1168: learn: 0.4082154 test: 0.4185431 best: 0.4185411 (1165) total: 53.7s remaining: 20.9s 1169: learn: 0.4082133 test: 0.4185429 best: 0.4185411 (1165) total: 53.7s remaining: 20.9s 1170: learn: 0.4082088 test: 0.4185446 best: 0.4185411 (1165) total: 53.8s remaining: 20.8s 1171: learn: 0.4082029 test: 0.4185387 best: 0.4185387 (1171) total: 53.8s remaining: 20.8s 1172: learn: 0.4082012 test: 0.4185419 best: 0.4185387 (1171) total: 53.9s remaining: 20.8s 1173: learn: 0.4081897 test: 0.4185345 best: 0.4185345 (1173) total: 53.9s remaining: 20.7s 1174: learn: 0.4081885 test: 0.4185347 best: 0.4185345 (1173) total: 53.9s remaining: 20.7s 1175: learn: 0.4081852 test: 0.4185373 best: 0.4185345 (1173) total: 54s remaining: 20.6s 1176: learn: 0.4081827 test: 0.4185321 best: 0.4185321 (1176) total: 54s remaining: 20.6s 1177: learn: 0.4081785 test: 0.4185374 best: 0.4185321 (1176) total: 54.1s remaining: 20.5s 1178: learn: 0.4081736 test: 0.4185484 best: 0.4185321 (1176) total: 54.1s remaining: 20.5s 1179: learn: 0.4081725 test: 0.4185475 best: 0.4185321 (1176) total: 54.2s remaining: 20.4s 1180: learn: 0.4081721 test: 0.4185455 best: 0.4185321 (1176) total: 54.2s remaining: 20.4s 1181: learn: 0.4081714 test: 0.4185472 best: 0.4185321 (1176) total: 54.3s remaining: 20.3s 1182: learn: 0.4081125 test: 0.4184977 best: 0.4184977 (1182) total: 54.3s remaining: 20.3s 1183: learn: 0.4081107 test: 0.4184976 best: 0.4184976 (1183) total: 54.4s remaining: 20.2s 1184: learn: 0.4081082 test: 0.4184975 best: 0.4184975 (1184) total: 54.4s remaining: 20.2s 1185: learn: 0.4081078 test: 0.4184971 best: 0.4184971 (1185) total: 54.4s remaining: 20.1s 1186: learn: 0.4081049 test: 0.4184939 best: 0.4184939 (1186) total: 54.5s remaining: 20.1s 1187: learn: 0.4081044 test: 0.4184940 best: 0.4184939 (1186) total: 54.5s remaining: 20.1s 1188: learn: 0.4081019 test: 0.4185031 best: 0.4184939 (1186) total: 54.6s remaining: 20s 1189: learn: 0.4081014 test: 0.4185031 best: 0.4184939 (1186) total: 54.6s remaining: 20s 1190: learn: 0.4080999 test: 0.4185031 best: 0.4184939 (1186) total: 54.6s remaining: 19.9s 1191: learn: 0.4080963 test: 0.4184967 best: 0.4184939 (1186) total: 54.7s remaining: 19.9s 1192: learn: 0.4080962 test: 0.4184963 best: 0.4184939 (1186) total: 54.7s remaining: 19.8s 1193: learn: 0.4080959 test: 0.4184963 best: 0.4184939 (1186) total: 54.8s remaining: 19.8s 1194: learn: 0.4080744 test: 0.4184956 best: 0.4184939 (1186) total: 54.8s remaining: 19.7s 1195: learn: 0.4079722 test: 0.4183780 best: 0.4183780 (1195) total: 54.8s remaining: 19.7s 1196: learn: 0.4079596 test: 0.4183762 best: 0.4183762 (1196) total: 54.9s remaining: 19.6s 1197: learn: 0.4079587 test: 0.4183765 best: 0.4183762 (1196) total: 54.9s remaining: 19.6s 1198: learn: 0.4079586 test: 0.4183765 best: 0.4183762 (1196) total: 55s remaining: 19.5s 1199: learn: 0.4079585 test: 0.4183767 best: 0.4183762 (1196) total: 55s remaining: 19.5s 1200: learn: 0.4079570 test: 0.4183778 best: 0.4183762 (1196) total: 55s remaining: 19.4s 1201: learn: 0.4079558 test: 0.4183759 best: 0.4183759 (1201) total: 55.1s remaining: 19.4s 1202: learn: 0.4079555 test: 0.4183775 best: 0.4183759 (1201) total: 55.1s remaining: 19.3s 1203: learn: 0.4079385 test: 0.4183734 best: 0.4183734 (1203) total: 55.2s remaining: 19.3s 1204: learn: 0.4079384 test: 0.4183730 best: 0.4183730 (1204) total: 55.3s remaining: 19.3s 1205: learn: 0.4079384 test: 0.4183734 best: 0.4183730 (1204) total: 55.3s remaining: 19.2s 1206: learn: 0.4079356 test: 0.4183722 best: 0.4183722 (1206) total: 55.3s remaining: 19.2s 1207: learn: 0.4079214 test: 0.4183617 best: 0.4183617 (1207) total: 55.4s remaining: 19.1s 1208: learn: 0.4079192 test: 0.4183644 best: 0.4183617 (1207) total: 55.4s remaining: 19.1s 1209: learn: 0.4079137 test: 0.4183631 best: 0.4183617 (1207) total: 55.5s remaining: 19s 1210: learn: 0.4079129 test: 0.4183628 best: 0.4183617 (1207) total: 55.5s remaining: 19s 1211: learn: 0.4079116 test: 0.4183613 best: 0.4183613 (1211) total: 55.6s remaining: 18.9s 1212: learn: 0.4079097 test: 0.4183627 best: 0.4183613 (1211) total: 55.6s remaining: 18.9s 1213: learn: 0.4079091 test: 0.4183619 best: 0.4183613 (1211) total: 55.7s remaining: 18.9s 1214: learn: 0.4078044 test: 0.4182682 best: 0.4182682 (1214) total: 55.7s remaining: 18.8s 1215: learn: 0.4078036 test: 0.4182668 best: 0.4182668 (1215) total: 55.8s remaining: 18.8s 1216: learn: 0.4078033 test: 0.4182647 best: 0.4182647 (1216) total: 55.8s remaining: 18.7s 1217: learn: 0.4077998 test: 0.4182613 best: 0.4182613 (1217) total: 55.9s remaining: 18.7s 1218: learn: 0.4077978 test: 0.4182624 best: 0.4182613 (1217) total: 55.9s remaining: 18.6s 1219: learn: 0.4077976 test: 0.4182621 best: 0.4182613 (1217) total: 56s remaining: 18.6s 1220: learn: 0.4077967 test: 0.4182620 best: 0.4182613 (1217) total: 56s remaining: 18.5s 1221: learn: 0.4077964 test: 0.4182636 best: 0.4182613 (1217) total: 56.1s remaining: 18.5s 1222: learn: 0.4077963 test: 0.4182632 best: 0.4182613 (1217) total: 56.1s remaining: 18.4s 1223: learn: 0.4077790 test: 0.4182628 best: 0.4182613 (1217) total: 56.1s remaining: 18.4s 1224: learn: 0.4077738 test: 0.4182610 best: 0.4182610 (1224) total: 56.2s remaining: 18.3s 1225: learn: 0.4077737 test: 0.4182604 best: 0.4182604 (1225) total: 56.2s remaining: 18.3s 1226: learn: 0.4077675 test: 0.4182578 best: 0.4182578 (1226) total: 56.3s remaining: 18.3s 1227: learn: 0.4077590 test: 0.4182509 best: 0.4182509 (1227) total: 56.3s remaining: 18.2s 1228: learn: 0.4077222 test: 0.4182502 best: 0.4182502 (1228) total: 56.4s remaining: 18.2s 1229: learn: 0.4077219 test: 0.4182498 best: 0.4182498 (1229) total: 56.4s remaining: 18.1s 1230: learn: 0.4077210 test: 0.4182498 best: 0.4182498 (1230) total: 56.5s remaining: 18.1s 1231: learn: 0.4076992 test: 0.4182297 best: 0.4182297 (1231) total: 56.5s remaining: 18s 1232: learn: 0.4076991 test: 0.4182290 best: 0.4182290 (1232) total: 56.5s remaining: 18s 1233: learn: 0.4076941 test: 0.4182302 best: 0.4182290 (1232) total: 56.6s remaining: 17.9s 1234: learn: 0.4076895 test: 0.4182174 best: 0.4182174 (1234) total: 56.6s remaining: 17.9s 1235: learn: 0.4076521 test: 0.4181909 best: 0.4181909 (1235) total: 56.7s remaining: 17.8s 1236: learn: 0.4076512 test: 0.4181909 best: 0.4181909 (1236) total: 56.7s remaining: 17.8s 1237: learn: 0.4076506 test: 0.4181909 best: 0.4181909 (1237) total: 56.8s remaining: 17.7s 1238: learn: 0.4076420 test: 0.4181842 best: 0.4181842 (1238) total: 56.8s remaining: 17.7s 1239: learn: 0.4076415 test: 0.4181846 best: 0.4181842 (1238) total: 56.8s remaining: 17.6s 1240: learn: 0.4076413 test: 0.4181845 best: 0.4181842 (1238) total: 56.9s remaining: 17.6s 1241: learn: 0.4076410 test: 0.4181841 best: 0.4181841 (1241) total: 56.9s remaining: 17.6s 1242: learn: 0.4076406 test: 0.4181842 best: 0.4181841 (1241) total: 57s remaining: 17.5s 1243: learn: 0.4076367 test: 0.4181817 best: 0.4181817 (1243) total: 57s remaining: 17.5s 1244: learn: 0.4076365 test: 0.4181826 best: 0.4181817 (1243) total: 57.1s remaining: 17.4s 1245: learn: 0.4076365 test: 0.4181822 best: 0.4181817 (1243) total: 57.1s remaining: 17.4s 1246: learn: 0.4076010 test: 0.4181802 best: 0.4181802 (1246) total: 57.2s remaining: 17.3s 1247: learn: 0.4075998 test: 0.4181795 best: 0.4181795 (1247) total: 57.2s remaining: 17.3s 1248: learn: 0.4075615 test: 0.4181805 best: 0.4181795 (1247) total: 57.3s remaining: 17.2s 1249: learn: 0.4075611 test: 0.4181811 best: 0.4181795 (1247) total: 57.3s remaining: 17.2s 1250: learn: 0.4075605 test: 0.4181838 best: 0.4181795 (1247) total: 57.3s remaining: 17.1s 1251: learn: 0.4075553 test: 0.4181854 best: 0.4181795 (1247) total: 57.4s remaining: 17.1s 1252: learn: 0.4075549 test: 0.4181857 best: 0.4181795 (1247) total: 57.4s remaining: 17.1s 1253: learn: 0.4075548 test: 0.4181852 best: 0.4181795 (1247) total: 57.5s remaining: 17s 1254: learn: 0.4075548 test: 0.4181849 best: 0.4181795 (1247) total: 57.5s remaining: 17s 1255: learn: 0.4075532 test: 0.4181825 best: 0.4181795 (1247) total: 57.6s remaining: 16.9s 1256: learn: 0.4075433 test: 0.4181830 best: 0.4181795 (1247) total: 57.6s remaining: 16.9s 1257: learn: 0.4075416 test: 0.4181829 best: 0.4181795 (1247) total: 57.7s remaining: 16.8s 1258: learn: 0.4075399 test: 0.4181820 best: 0.4181795 (1247) total: 57.7s remaining: 16.8s 1259: learn: 0.4074961 test: 0.4181875 best: 0.4181795 (1247) total: 57.8s remaining: 16.7s 1260: learn: 0.4074960 test: 0.4181880 best: 0.4181795 (1247) total: 57.8s remaining: 16.7s 1261: learn: 0.4074546 test: 0.4181453 best: 0.4181453 (1261) total: 57.9s remaining: 16.6s 1262: learn: 0.4074544 test: 0.4181453 best: 0.4181453 (1262) total: 57.9s remaining: 16.6s 1263: learn: 0.4074453 test: 0.4181451 best: 0.4181451 (1263) total: 58s remaining: 16.6s 1264: learn: 0.4074452 test: 0.4181456 best: 0.4181451 (1263) total: 58s remaining: 16.5s 1265: learn: 0.4074418 test: 0.4181399 best: 0.4181399 (1265) total: 58.1s remaining: 16.5s 1266: learn: 0.4074401 test: 0.4181398 best: 0.4181398 (1266) total: 58.1s remaining: 16.4s 1267: learn: 0.4074400 test: 0.4181395 best: 0.4181395 (1267) total: 58.2s remaining: 16.4s 1268: learn: 0.4074364 test: 0.4181375 best: 0.4181375 (1268) total: 58.2s remaining: 16.3s 1269: learn: 0.4074159 test: 0.4181265 best: 0.4181265 (1269) total: 58.3s remaining: 16.3s 1270: learn: 0.4074144 test: 0.4181229 best: 0.4181229 (1270) total: 58.3s remaining: 16.2s 1271: learn: 0.4074139 test: 0.4181231 best: 0.4181229 (1270) total: 58.4s remaining: 16.2s 1272: learn: 0.4074125 test: 0.4181231 best: 0.4181229 (1270) total: 58.4s remaining: 16.1s 1273: learn: 0.4074115 test: 0.4181239 best: 0.4181229 (1270) total: 58.4s remaining: 16.1s 1274: learn: 0.4074115 test: 0.4181235 best: 0.4181229 (1270) total: 58.5s remaining: 16.1s 1275: learn: 0.4074113 test: 0.4181244 best: 0.4181229 (1270) total: 58.5s remaining: 16s 1276: learn: 0.4074113 test: 0.4181241 best: 0.4181229 (1270) total: 58.6s remaining: 16s 1277: learn: 0.4074111 test: 0.4181248 best: 0.4181229 (1270) total: 58.6s remaining: 15.9s 1278: learn: 0.4074109 test: 0.4181245 best: 0.4181229 (1270) total: 58.7s remaining: 15.9s 1279: learn: 0.4073877 test: 0.4181122 best: 0.4181122 (1279) total: 58.7s remaining: 15.8s 1280: learn: 0.4073780 test: 0.4181041 best: 0.4181041 (1280) total: 58.7s remaining: 15.8s 1281: learn: 0.4073598 test: 0.4181012 best: 0.4181012 (1281) total: 58.8s remaining: 15.7s 1282: learn: 0.4073553 test: 0.4180985 best: 0.4180985 (1282) total: 58.8s remaining: 15.7s 1283: learn: 0.4073415 test: 0.4180614 best: 0.4180614 (1283) total: 58.9s remaining: 15.6s 1284: learn: 0.4073249 test: 0.4180450 best: 0.4180450 (1284) total: 58.9s remaining: 15.6s 1285: learn: 0.4073243 test: 0.4180406 best: 0.4180406 (1285) total: 59s remaining: 15.6s 1286: learn: 0.4073232 test: 0.4180411 best: 0.4180406 (1285) total: 59s remaining: 15.5s 1287: learn: 0.4073205 test: 0.4180424 best: 0.4180406 (1285) total: 59.1s remaining: 15.5s 1288: learn: 0.4073188 test: 0.4180422 best: 0.4180406 (1285) total: 59.1s remaining: 15.4s 1289: learn: 0.4073109 test: 0.4180443 best: 0.4180406 (1285) total: 59.2s remaining: 15.4s 1290: learn: 0.4073103 test: 0.4180442 best: 0.4180406 (1285) total: 59.2s remaining: 15.3s 1291: learn: 0.4073097 test: 0.4180442 best: 0.4180406 (1285) total: 59.3s remaining: 15.3s 1292: learn: 0.4073089 test: 0.4180436 best: 0.4180406 (1285) total: 59.3s remaining: 15.2s 1293: learn: 0.4072819 test: 0.4180327 best: 0.4180327 (1293) total: 59.4s remaining: 15.2s 1294: learn: 0.4072769 test: 0.4180296 best: 0.4180296 (1294) total: 59.4s remaining: 15.1s 1295: learn: 0.4072767 test: 0.4180301 best: 0.4180296 (1294) total: 59.5s remaining: 15.1s 1296: learn: 0.4072491 test: 0.4180181 best: 0.4180181 (1296) total: 59.5s remaining: 15.1s 1297: learn: 0.4072435 test: 0.4180199 best: 0.4180181 (1296) total: 59.6s remaining: 15s 1298: learn: 0.4072255 test: 0.4180161 best: 0.4180161 (1298) total: 59.6s remaining: 15s 1299: learn: 0.4072253 test: 0.4180168 best: 0.4180161 (1298) total: 59.7s remaining: 14.9s 1300: learn: 0.4072236 test: 0.4180129 best: 0.4180129 (1300) total: 59.7s remaining: 14.9s 1301: learn: 0.4072231 test: 0.4180136 best: 0.4180129 (1300) total: 59.8s remaining: 14.8s 1302: learn: 0.4072124 test: 0.4180190 best: 0.4180129 (1300) total: 59.8s remaining: 14.8s 1303: learn: 0.4071563 test: 0.4179535 best: 0.4179535 (1303) total: 59.8s remaining: 14.7s 1304: learn: 0.4071536 test: 0.4179518 best: 0.4179518 (1304) total: 59.9s remaining: 14.7s 1305: learn: 0.4071493 test: 0.4179520 best: 0.4179518 (1304) total: 59.9s remaining: 14.6s 1306: learn: 0.4071442 test: 0.4179542 best: 0.4179518 (1304) total: 60s remaining: 14.6s 1307: learn: 0.4071424 test: 0.4179503 best: 0.4179503 (1307) total: 1m remaining: 14.5s 1308: learn: 0.4071285 test: 0.4179438 best: 0.4179438 (1308) total: 1m remaining: 14.5s 1309: learn: 0.4071281 test: 0.4179444 best: 0.4179438 (1308) total: 1m remaining: 14.5s 1310: learn: 0.4070958 test: 0.4179472 best: 0.4179438 (1308) total: 1m remaining: 14.4s 1311: learn: 0.4070946 test: 0.4179470 best: 0.4179438 (1308) total: 1m remaining: 14.4s 1312: learn: 0.4070342 test: 0.4179353 best: 0.4179353 (1312) total: 1m remaining: 14.3s 1313: learn: 0.4070341 test: 0.4179361 best: 0.4179353 (1312) total: 1m remaining: 14.3s 1314: learn: 0.4070336 test: 0.4179374 best: 0.4179353 (1312) total: 1m remaining: 14.2s 1315: learn: 0.4070323 test: 0.4179363 best: 0.4179353 (1312) total: 1m remaining: 14.2s 1316: learn: 0.4070301 test: 0.4179200 best: 0.4179200 (1316) total: 1m remaining: 14.1s 1317: learn: 0.4069560 test: 0.4178956 best: 0.4178956 (1317) total: 1m remaining: 14.1s 1318: learn: 0.4069556 test: 0.4178972 best: 0.4178956 (1317) total: 1m remaining: 14s 1319: learn: 0.4069552 test: 0.4178965 best: 0.4178956 (1317) total: 1m remaining: 14s 1320: learn: 0.4069526 test: 0.4178848 best: 0.4178848 (1320) total: 1m remaining: 14s 1321: learn: 0.4069526 test: 0.4178850 best: 0.4178848 (1320) total: 1m remaining: 13.9s 1322: learn: 0.4069050 test: 0.4178542 best: 0.4178542 (1322) total: 1m remaining: 13.9s 1323: learn: 0.4069038 test: 0.4178573 best: 0.4178542 (1322) total: 1m remaining: 13.8s 1324: learn: 0.4069004 test: 0.4178524 best: 0.4178524 (1324) total: 1m remaining: 13.8s 1325: learn: 0.4069004 test: 0.4178525 best: 0.4178524 (1324) total: 1m remaining: 13.7s 1326: learn: 0.4068983 test: 0.4178527 best: 0.4178524 (1324) total: 1m remaining: 13.7s 1327: learn: 0.4068967 test: 0.4178509 best: 0.4178509 (1327) total: 1m remaining: 13.6s 1328: learn: 0.4068964 test: 0.4178510 best: 0.4178509 (1327) total: 1m 1s remaining: 13.6s 1329: learn: 0.4068756 test: 0.4178465 best: 0.4178465 (1329) total: 1m 1s remaining: 13.5s 1330: learn: 0.4068750 test: 0.4178459 best: 0.4178459 (1330) total: 1m 1s remaining: 13.5s 1331: learn: 0.4068732 test: 0.4178458 best: 0.4178458 (1331) total: 1m 1s remaining: 13.5s 1332: learn: 0.4068727 test: 0.4178450 best: 0.4178450 (1332) total: 1m 1s remaining: 13.4s 1333: learn: 0.4068725 test: 0.4178449 best: 0.4178449 (1333) total: 1m 1s remaining: 13.4s 1334: learn: 0.4068082 test: 0.4177952 best: 0.4177952 (1334) total: 1m 1s remaining: 13.3s 1335: learn: 0.4068080 test: 0.4177959 best: 0.4177952 (1334) total: 1m 1s remaining: 13.3s 1336: learn: 0.4067997 test: 0.4177913 best: 0.4177913 (1336) total: 1m 1s remaining: 13.2s 1337: learn: 0.4067994 test: 0.4177934 best: 0.4177913 (1336) total: 1m 1s remaining: 13.2s 1338: learn: 0.4067993 test: 0.4177935 best: 0.4177913 (1336) total: 1m 1s remaining: 13.1s 1339: learn: 0.4067993 test: 0.4177935 best: 0.4177913 (1336) total: 1m 1s remaining: 13.1s 1340: learn: 0.4067991 test: 0.4177942 best: 0.4177913 (1336) total: 1m 1s remaining: 13s 1341: learn: 0.4067974 test: 0.4177956 best: 0.4177913 (1336) total: 1m 1s remaining: 13s 1342: learn: 0.4067903 test: 0.4177913 best: 0.4177913 (1342) total: 1m 1s remaining: 13s 1343: learn: 0.4067901 test: 0.4177915 best: 0.4177913 (1342) total: 1m 1s remaining: 12.9s 1344: learn: 0.4067899 test: 0.4177911 best: 0.4177911 (1344) total: 1m 1s remaining: 12.9s 1345: learn: 0.4067879 test: 0.4177900 best: 0.4177900 (1345) total: 1m 1s remaining: 12.8s 1346: learn: 0.4067837 test: 0.4177901 best: 0.4177900 (1345) total: 1m 1s remaining: 12.8s 1347: learn: 0.4067818 test: 0.4177882 best: 0.4177882 (1347) total: 1m 1s remaining: 12.7s 1348: learn: 0.4067795 test: 0.4177882 best: 0.4177882 (1347) total: 1m 1s remaining: 12.7s 1349: learn: 0.4067663 test: 0.4177910 best: 0.4177882 (1347) total: 1m 2s remaining: 12.6s 1350: learn: 0.4067663 test: 0.4177912 best: 0.4177882 (1347) total: 1m 2s remaining: 12.6s 1351: learn: 0.4067617 test: 0.4177922 best: 0.4177882 (1347) total: 1m 2s remaining: 12.5s 1352: learn: 0.4067590 test: 0.4177935 best: 0.4177882 (1347) total: 1m 2s remaining: 12.5s 1353: learn: 0.4067571 test: 0.4177934 best: 0.4177882 (1347) total: 1m 2s remaining: 12.4s 1354: learn: 0.4067568 test: 0.4177920 best: 0.4177882 (1347) total: 1m 2s remaining: 12.4s 1355: learn: 0.4067568 test: 0.4177922 best: 0.4177882 (1347) total: 1m 2s remaining: 12.4s 1356: learn: 0.4067420 test: 0.4177886 best: 0.4177882 (1347) total: 1m 2s remaining: 12.3s 1357: learn: 0.4067419 test: 0.4177888 best: 0.4177882 (1347) total: 1m 2s remaining: 12.3s 1358: learn: 0.4067354 test: 0.4177909 best: 0.4177882 (1347) total: 1m 2s remaining: 12.2s 1359: learn: 0.4067349 test: 0.4177900 best: 0.4177882 (1347) total: 1m 2s remaining: 12.2s 1360: learn: 0.4067326 test: 0.4177789 best: 0.4177789 (1360) total: 1m 2s remaining: 12.1s 1361: learn: 0.4067322 test: 0.4177789 best: 0.4177789 (1360) total: 1m 2s remaining: 12.1s 1362: learn: 0.4067321 test: 0.4177785 best: 0.4177785 (1362) total: 1m 2s remaining: 12s 1363: learn: 0.4067017 test: 0.4177770 best: 0.4177770 (1363) total: 1m 2s remaining: 12s 1364: learn: 0.4067014 test: 0.4177770 best: 0.4177770 (1363) total: 1m 2s remaining: 11.9s 1365: learn: 0.4067012 test: 0.4177770 best: 0.4177770 (1363) total: 1m 2s remaining: 11.9s 1366: learn: 0.4067010 test: 0.4177772 best: 0.4177770 (1363) total: 1m 2s remaining: 11.8s 1367: learn: 0.4066998 test: 0.4177851 best: 0.4177770 (1363) total: 1m 2s remaining: 11.8s 1368: learn: 0.4066998 test: 0.4177852 best: 0.4177770 (1363) total: 1m 2s remaining: 11.8s 1369: learn: 0.4066985 test: 0.4177930 best: 0.4177770 (1363) total: 1m 2s remaining: 11.7s 1370: learn: 0.4066891 test: 0.4177840 best: 0.4177770 (1363) total: 1m 2s remaining: 11.7s 1371: learn: 0.4066877 test: 0.4177868 best: 0.4177770 (1363) total: 1m 2s remaining: 11.6s 1372: learn: 0.4066796 test: 0.4177849 best: 0.4177770 (1363) total: 1m 3s remaining: 11.6s 1373: learn: 0.4066772 test: 0.4177852 best: 0.4177770 (1363) total: 1m 3s remaining: 11.5s 1374: learn: 0.4066653 test: 0.4177927 best: 0.4177770 (1363) total: 1m 3s remaining: 11.5s 1375: learn: 0.4066578 test: 0.4177952 best: 0.4177770 (1363) total: 1m 3s remaining: 11.4s 1376: learn: 0.4066573 test: 0.4177959 best: 0.4177770 (1363) total: 1m 3s remaining: 11.4s 1377: learn: 0.4066571 test: 0.4177961 best: 0.4177770 (1363) total: 1m 3s remaining: 11.3s 1378: learn: 0.4066570 test: 0.4177968 best: 0.4177770 (1363) total: 1m 3s remaining: 11.3s 1379: learn: 0.4066565 test: 0.4177962 best: 0.4177770 (1363) total: 1m 3s remaining: 11.2s 1380: learn: 0.4066554 test: 0.4177959 best: 0.4177770 (1363) total: 1m 3s remaining: 11.2s 1381: learn: 0.4066553 test: 0.4177961 best: 0.4177770 (1363) total: 1m 3s remaining: 11.2s 1382: learn: 0.4066529 test: 0.4177951 best: 0.4177770 (1363) total: 1m 3s remaining: 11.1s 1383: learn: 0.4066486 test: 0.4177948 best: 0.4177770 (1363) total: 1m 3s remaining: 11.1s 1384: learn: 0.4066485 test: 0.4177949 best: 0.4177770 (1363) total: 1m 3s remaining: 11s 1385: learn: 0.4066484 test: 0.4177951 best: 0.4177770 (1363) total: 1m 3s remaining: 11s 1386: learn: 0.4066289 test: 0.4177894 best: 0.4177770 (1363) total: 1m 3s remaining: 10.9s 1387: learn: 0.4066287 test: 0.4177882 best: 0.4177770 (1363) total: 1m 3s remaining: 10.9s 1388: learn: 0.4066273 test: 0.4177925 best: 0.4177770 (1363) total: 1m 3s remaining: 10.8s 1389: learn: 0.4066272 test: 0.4177933 best: 0.4177770 (1363) total: 1m 3s remaining: 10.8s 1390: learn: 0.4066272 test: 0.4177936 best: 0.4177770 (1363) total: 1m 3s remaining: 10.7s 1391: learn: 0.4066271 test: 0.4177943 best: 0.4177770 (1363) total: 1m 3s remaining: 10.7s 1392: learn: 0.4066264 test: 0.4177944 best: 0.4177770 (1363) total: 1m 3s remaining: 10.6s 1393: learn: 0.4066258 test: 0.4177946 best: 0.4177770 (1363) total: 1m 3s remaining: 10.6s 1394: learn: 0.4065881 test: 0.4177631 best: 0.4177631 (1394) total: 1m 3s remaining: 10.5s 1395: learn: 0.4065881 test: 0.4177636 best: 0.4177631 (1394) total: 1m 4s remaining: 10.5s 1396: learn: 0.4065678 test: 0.4177634 best: 0.4177631 (1394) total: 1m 4s remaining: 10.5s 1397: learn: 0.4065678 test: 0.4177634 best: 0.4177631 (1394) total: 1m 4s remaining: 10.4s 1398: learn: 0.4065406 test: 0.4177616 best: 0.4177616 (1398) total: 1m 4s remaining: 10.4s 1399: learn: 0.4065381 test: 0.4177619 best: 0.4177616 (1398) total: 1m 4s remaining: 10.3s 1400: learn: 0.4065101 test: 0.4177408 best: 0.4177408 (1400) total: 1m 4s remaining: 10.3s 1401: learn: 0.4065097 test: 0.4177394 best: 0.4177394 (1401) total: 1m 4s remaining: 10.2s 1402: learn: 0.4065097 test: 0.4177398 best: 0.4177394 (1401) total: 1m 4s remaining: 10.2s 1403: learn: 0.4065096 test: 0.4177403 best: 0.4177394 (1401) total: 1m 4s remaining: 10.1s 1404: learn: 0.4065096 test: 0.4177404 best: 0.4177394 (1401) total: 1m 4s remaining: 10.1s 1405: learn: 0.4065063 test: 0.4177397 best: 0.4177394 (1401) total: 1m 4s remaining: 10.1s 1406: learn: 0.4065038 test: 0.4177393 best: 0.4177393 (1406) total: 1m 4s remaining: 10s 1407: learn: 0.4065037 test: 0.4177398 best: 0.4177393 (1406) total: 1m 4s remaining: 9.96s 1408: learn: 0.4065031 test: 0.4177387 best: 0.4177387 (1408) total: 1m 4s remaining: 9.92s 1409: learn: 0.4065029 test: 0.4177377 best: 0.4177377 (1409) total: 1m 4s remaining: 9.87s 1410: learn: 0.4065022 test: 0.4177372 best: 0.4177372 (1410) total: 1m 4s remaining: 9.82s 1411: learn: 0.4065022 test: 0.4177375 best: 0.4177372 (1410) total: 1m 4s remaining: 9.78s 1412: learn: 0.4065014 test: 0.4177363 best: 0.4177363 (1412) total: 1m 4s remaining: 9.73s 1413: learn: 0.4065007 test: 0.4177352 best: 0.4177352 (1413) total: 1m 4s remaining: 9.68s 1414: learn: 0.4064922 test: 0.4177392 best: 0.4177352 (1413) total: 1m 4s remaining: 9.64s 1415: learn: 0.4064919 test: 0.4177392 best: 0.4177352 (1413) total: 1m 4s remaining: 9.59s 1416: learn: 0.4064832 test: 0.4177410 best: 0.4177352 (1413) total: 1m 5s remaining: 9.55s 1417: learn: 0.4064415 test: 0.4177257 best: 0.4177257 (1417) total: 1m 5s remaining: 9.5s 1418: learn: 0.4064094 test: 0.4177137 best: 0.4177137 (1418) total: 1m 5s remaining: 9.46s 1419: learn: 0.4063908 test: 0.4177103 best: 0.4177103 (1419) total: 1m 5s remaining: 9.41s 1420: learn: 0.4063633 test: 0.4177025 best: 0.4177025 (1420) total: 1m 5s remaining: 9.37s 1421: learn: 0.4063630 test: 0.4177029 best: 0.4177025 (1420) total: 1m 5s remaining: 9.32s 1422: learn: 0.4063629 test: 0.4177033 best: 0.4177025 (1420) total: 1m 5s remaining: 9.28s 1423: learn: 0.4063621 test: 0.4177034 best: 0.4177025 (1420) total: 1m 5s remaining: 9.23s 1424: learn: 0.4063600 test: 0.4177028 best: 0.4177025 (1420) total: 1m 5s remaining: 9.18s 1425: learn: 0.4063582 test: 0.4177029 best: 0.4177025 (1420) total: 1m 5s remaining: 9.14s 1426: learn: 0.4063582 test: 0.4177031 best: 0.4177025 (1420) total: 1m 5s remaining: 9.09s 1427: learn: 0.4063582 test: 0.4177033 best: 0.4177025 (1420) total: 1m 5s remaining: 9.04s 1428: learn: 0.4063579 test: 0.4177042 best: 0.4177025 (1420) total: 1m 5s remaining: 9s 1429: learn: 0.4063532 test: 0.4177069 best: 0.4177025 (1420) total: 1m 5s remaining: 8.95s 1430: learn: 0.4063530 test: 0.4177069 best: 0.4177025 (1420) total: 1m 5s remaining: 8.91s 1431: learn: 0.4062931 test: 0.4176466 best: 0.4176466 (1431) total: 1m 5s remaining: 8.86s 1432: learn: 0.4062921 test: 0.4176442 best: 0.4176442 (1432) total: 1m 5s remaining: 8.82s 1433: learn: 0.4062920 test: 0.4176446 best: 0.4176442 (1432) total: 1m 5s remaining: 8.77s 1434: learn: 0.4062761 test: 0.4176352 best: 0.4176352 (1434) total: 1m 5s remaining: 8.72s 1435: learn: 0.4062574 test: 0.4176484 best: 0.4176352 (1434) total: 1m 5s remaining: 8.68s 1436: learn: 0.4062559 test: 0.4176531 best: 0.4176352 (1434) total: 1m 5s remaining: 8.63s 1437: learn: 0.4062133 test: 0.4176382 best: 0.4176352 (1434) total: 1m 6s remaining: 8.59s 1438: learn: 0.4062132 test: 0.4176384 best: 0.4176352 (1434) total: 1m 6s remaining: 8.54s 1439: learn: 0.4062114 test: 0.4176390 best: 0.4176352 (1434) total: 1m 6s remaining: 8.49s 1440: learn: 0.4062111 test: 0.4176399 best: 0.4176352 (1434) total: 1m 6s remaining: 8.45s 1441: learn: 0.4062096 test: 0.4176363 best: 0.4176352 (1434) total: 1m 6s remaining: 8.4s 1442: learn: 0.4062095 test: 0.4176365 best: 0.4176352 (1434) total: 1m 6s remaining: 8.35s 1443: learn: 0.4062029 test: 0.4176332 best: 0.4176332 (1443) total: 1m 6s remaining: 8.31s 1444: learn: 0.4062027 test: 0.4176331 best: 0.4176331 (1444) total: 1m 6s remaining: 8.26s 1445: learn: 0.4061843 test: 0.4176327 best: 0.4176327 (1445) total: 1m 6s remaining: 8.22s 1446: learn: 0.4061389 test: 0.4176073 best: 0.4176073 (1446) total: 1m 6s remaining: 8.17s 1447: learn: 0.4060890 test: 0.4175843 best: 0.4175843 (1447) total: 1m 6s remaining: 8.12s 1448: learn: 0.4060887 test: 0.4175836 best: 0.4175836 (1448) total: 1m 6s remaining: 8.08s 1449: learn: 0.4060733 test: 0.4175858 best: 0.4175836 (1448) total: 1m 6s remaining: 8.03s 1450: learn: 0.4060733 test: 0.4175860 best: 0.4175836 (1448) total: 1m 6s remaining: 7.98s 1451: learn: 0.4060714 test: 0.4175921 best: 0.4175836 (1448) total: 1m 6s remaining: 7.94s 1452: learn: 0.4060703 test: 0.4175989 best: 0.4175836 (1448) total: 1m 6s remaining: 7.89s 1453: learn: 0.4060699 test: 0.4175988 best: 0.4175836 (1448) total: 1m 6s remaining: 7.85s 1454: learn: 0.4060699 test: 0.4175985 best: 0.4175836 (1448) total: 1m 6s remaining: 7.8s 1455: learn: 0.4060616 test: 0.4175990 best: 0.4175836 (1448) total: 1m 6s remaining: 7.76s 1456: learn: 0.4059994 test: 0.4175972 best: 0.4175836 (1448) total: 1m 6s remaining: 7.71s 1457: learn: 0.4059975 test: 0.4175975 best: 0.4175836 (1448) total: 1m 6s remaining: 7.67s 1458: learn: 0.4059968 test: 0.4175960 best: 0.4175836 (1448) total: 1m 6s remaining: 7.62s 1459: learn: 0.4059965 test: 0.4175961 best: 0.4175836 (1448) total: 1m 7s remaining: 7.57s 1460: learn: 0.4059964 test: 0.4175966 best: 0.4175836 (1448) total: 1m 7s remaining: 7.53s 1461: learn: 0.4059886 test: 0.4176030 best: 0.4175836 (1448) total: 1m 7s remaining: 7.48s 1462: learn: 0.4059886 test: 0.4176031 best: 0.4175836 (1448) total: 1m 7s remaining: 7.44s 1463: learn: 0.4059883 test: 0.4176031 best: 0.4175836 (1448) total: 1m 7s remaining: 7.39s 1464: learn: 0.4059883 test: 0.4176033 best: 0.4175836 (1448) total: 1m 7s remaining: 7.35s 1465: learn: 0.4059880 test: 0.4176029 best: 0.4175836 (1448) total: 1m 7s remaining: 7.3s 1466: learn: 0.4059877 test: 0.4176021 best: 0.4175836 (1448) total: 1m 7s remaining: 7.25s 1467: learn: 0.4059684 test: 0.4175992 best: 0.4175836 (1448) total: 1m 7s remaining: 7.21s 1468: learn: 0.4059683 test: 0.4175992 best: 0.4175836 (1448) total: 1m 7s remaining: 7.16s 1469: learn: 0.4059650 test: 0.4175991 best: 0.4175836 (1448) total: 1m 7s remaining: 7.12s 1470: learn: 0.4059637 test: 0.4175993 best: 0.4175836 (1448) total: 1m 7s remaining: 7.07s 1471: learn: 0.4059637 test: 0.4175991 best: 0.4175836 (1448) total: 1m 7s remaining: 7.02s 1472: learn: 0.4059622 test: 0.4175953 best: 0.4175836 (1448) total: 1m 7s remaining: 6.98s 1473: learn: 0.4059621 test: 0.4175945 best: 0.4175836 (1448) total: 1m 7s remaining: 6.93s 1474: learn: 0.4059618 test: 0.4175931 best: 0.4175836 (1448) total: 1m 7s remaining: 6.89s 1475: learn: 0.4059617 test: 0.4175935 best: 0.4175836 (1448) total: 1m 7s remaining: 6.84s 1476: learn: 0.4059603 test: 0.4175935 best: 0.4175836 (1448) total: 1m 7s remaining: 6.79s 1477: learn: 0.4059577 test: 0.4175940 best: 0.4175836 (1448) total: 1m 7s remaining: 6.75s 1478: learn: 0.4059565 test: 0.4175911 best: 0.4175836 (1448) total: 1m 7s remaining: 6.7s 1479: learn: 0.4059550 test: 0.4175913 best: 0.4175836 (1448) total: 1m 7s remaining: 6.66s 1480: learn: 0.4059460 test: 0.4175967 best: 0.4175836 (1448) total: 1m 8s remaining: 6.61s 1481: learn: 0.4059368 test: 0.4175974 best: 0.4175836 (1448) total: 1m 8s remaining: 6.57s 1482: learn: 0.4059158 test: 0.4176142 best: 0.4175836 (1448) total: 1m 8s remaining: 6.52s 1483: learn: 0.4059135 test: 0.4176149 best: 0.4175836 (1448) total: 1m 8s remaining: 6.47s 1484: learn: 0.4059076 test: 0.4176143 best: 0.4175836 (1448) total: 1m 8s remaining: 6.43s 1485: learn: 0.4059075 test: 0.4176138 best: 0.4175836 (1448) total: 1m 8s remaining: 6.38s 1486: learn: 0.4059026 test: 0.4176122 best: 0.4175836 (1448) total: 1m 8s remaining: 6.33s 1487: learn: 0.4059024 test: 0.4176130 best: 0.4175836 (1448) total: 1m 8s remaining: 6.29s 1488: learn: 0.4058994 test: 0.4176116 best: 0.4175836 (1448) total: 1m 8s remaining: 6.24s 1489: learn: 0.4057794 test: 0.4174441 best: 0.4174441 (1489) total: 1m 8s remaining: 6.2s 1490: learn: 0.4057739 test: 0.4174442 best: 0.4174441 (1489) total: 1m 8s remaining: 6.15s 1491: learn: 0.4057738 test: 0.4174443 best: 0.4174441 (1489) total: 1m 8s remaining: 6.1s 1492: learn: 0.4057735 test: 0.4174444 best: 0.4174441 (1489) total: 1m 8s remaining: 6.06s 1493: learn: 0.4057735 test: 0.4174445 best: 0.4174441 (1489) total: 1m 8s remaining: 6.01s 1494: learn: 0.4057729 test: 0.4174442 best: 0.4174441 (1489) total: 1m 8s remaining: 5.96s 1495: learn: 0.4057589 test: 0.4174496 best: 0.4174441 (1489) total: 1m 8s remaining: 5.92s 1496: learn: 0.4057588 test: 0.4174488 best: 0.4174441 (1489) total: 1m 8s remaining: 5.87s 1497: learn: 0.4057586 test: 0.4174488 best: 0.4174441 (1489) total: 1m 8s remaining: 5.83s 1498: learn: 0.4057572 test: 0.4174483 best: 0.4174441 (1489) total: 1m 8s remaining: 5.78s 1499: learn: 0.4057569 test: 0.4174488 best: 0.4174441 (1489) total: 1m 8s remaining: 5.73s 1500: learn: 0.4057141 test: 0.4174047 best: 0.4174047 (1500) total: 1m 8s remaining: 5.69s 1501: learn: 0.4057131 test: 0.4174045 best: 0.4174045 (1501) total: 1m 8s remaining: 5.64s 1502: learn: 0.4057131 test: 0.4174044 best: 0.4174044 (1502) total: 1m 8s remaining: 5.6s 1503: learn: 0.4057129 test: 0.4174044 best: 0.4174044 (1502) total: 1m 8s remaining: 5.55s 1504: learn: 0.4057125 test: 0.4174038 best: 0.4174038 (1504) total: 1m 9s remaining: 5.5s 1505: learn: 0.4056974 test: 0.4174027 best: 0.4174027 (1505) total: 1m 9s remaining: 5.46s 1506: learn: 0.4056968 test: 0.4174033 best: 0.4174027 (1505) total: 1m 9s remaining: 5.41s 1507: learn: 0.4056959 test: 0.4174007 best: 0.4174007 (1507) total: 1m 9s remaining: 5.37s 1508: learn: 0.4056957 test: 0.4174008 best: 0.4174007 (1507) total: 1m 9s remaining: 5.32s 1509: learn: 0.4056957 test: 0.4174008 best: 0.4174007 (1507) total: 1m 9s remaining: 5.28s 1510: learn: 0.4056698 test: 0.4173933 best: 0.4173933 (1510) total: 1m 9s remaining: 5.23s 1511: learn: 0.4056688 test: 0.4173934 best: 0.4173933 (1510) total: 1m 9s remaining: 5.18s 1512: learn: 0.4056668 test: 0.4173935 best: 0.4173933 (1510) total: 1m 9s remaining: 5.14s 1513: learn: 0.4056668 test: 0.4173936 best: 0.4173933 (1510) total: 1m 9s remaining: 5.09s 1514: learn: 0.4056653 test: 0.4173991 best: 0.4173933 (1510) total: 1m 9s remaining: 5.05s 1515: learn: 0.4056644 test: 0.4174053 best: 0.4173933 (1510) total: 1m 9s remaining: 5s 1516: learn: 0.4056640 test: 0.4174037 best: 0.4173933 (1510) total: 1m 9s remaining: 4.95s 1517: learn: 0.4056639 test: 0.4174037 best: 0.4173933 (1510) total: 1m 9s remaining: 4.91s 1518: learn: 0.4056590 test: 0.4173984 best: 0.4173933 (1510) total: 1m 9s remaining: 4.86s 1519: learn: 0.4056588 test: 0.4173987 best: 0.4173933 (1510) total: 1m 9s remaining: 4.82s 1520: learn: 0.4056585 test: 0.4173988 best: 0.4173933 (1510) total: 1m 9s remaining: 4.77s 1521: learn: 0.4056580 test: 0.4173993 best: 0.4173933 (1510) total: 1m 9s remaining: 4.72s 1522: learn: 0.4056474 test: 0.4173971 best: 0.4173933 (1510) total: 1m 9s remaining: 4.68s 1523: learn: 0.4055733 test: 0.4173554 best: 0.4173554 (1523) total: 1m 9s remaining: 4.63s 1524: learn: 0.4055656 test: 0.4173526 best: 0.4173526 (1524) total: 1m 9s remaining: 4.59s 1525: learn: 0.4055641 test: 0.4173551 best: 0.4173526 (1524) total: 1m 9s remaining: 4.54s 1526: learn: 0.4055451 test: 0.4173484 best: 0.4173484 (1526) total: 1m 10s remaining: 4.49s 1527: learn: 0.4055451 test: 0.4173492 best: 0.4173484 (1526) total: 1m 10s remaining: 4.45s 1528: learn: 0.4055450 test: 0.4173496 best: 0.4173484 (1526) total: 1m 10s remaining: 4.4s 1529: learn: 0.4055427 test: 0.4173512 best: 0.4173484 (1526) total: 1m 10s remaining: 4.36s 1530: learn: 0.4055425 test: 0.4173515 best: 0.4173484 (1526) total: 1m 10s remaining: 4.31s 1531: learn: 0.4055233 test: 0.4173448 best: 0.4173448 (1531) total: 1m 10s remaining: 4.26s 1532: learn: 0.4055229 test: 0.4173443 best: 0.4173443 (1532) total: 1m 10s remaining: 4.22s 1533: learn: 0.4055217 test: 0.4173443 best: 0.4173443 (1532) total: 1m 10s remaining: 4.17s 1534: learn: 0.4055116 test: 0.4173478 best: 0.4173443 (1532) total: 1m 10s remaining: 4.13s 1535: learn: 0.4055111 test: 0.4173482 best: 0.4173443 (1532) total: 1m 10s remaining: 4.08s 1536: learn: 0.4055095 test: 0.4173474 best: 0.4173443 (1532) total: 1m 10s remaining: 4.04s 1537: learn: 0.4055094 test: 0.4173474 best: 0.4173443 (1532) total: 1m 10s remaining: 3.99s 1538: learn: 0.4055093 test: 0.4173473 best: 0.4173443 (1532) total: 1m 10s remaining: 3.94s 1539: learn: 0.4054966 test: 0.4173300 best: 0.4173300 (1539) total: 1m 10s remaining: 3.9s 1540: learn: 0.4054164 test: 0.4173244 best: 0.4173244 (1540) total: 1m 10s remaining: 3.85s 1541: learn: 0.4054158 test: 0.4173239 best: 0.4173239 (1541) total: 1m 10s remaining: 3.81s 1542: learn: 0.4054156 test: 0.4173238 best: 0.4173238 (1542) total: 1m 10s remaining: 3.76s 1543: learn: 0.4054154 test: 0.4173239 best: 0.4173238 (1542) total: 1m 10s remaining: 3.71s 1544: learn: 0.4054130 test: 0.4173259 best: 0.4173238 (1542) total: 1m 10s remaining: 3.67s 1545: learn: 0.4054124 test: 0.4173258 best: 0.4173238 (1542) total: 1m 10s remaining: 3.62s 1546: learn: 0.4054119 test: 0.4173259 best: 0.4173238 (1542) total: 1m 10s remaining: 3.58s 1547: learn: 0.4054103 test: 0.4173251 best: 0.4173238 (1542) total: 1m 10s remaining: 3.53s 1548: learn: 0.4054101 test: 0.4173256 best: 0.4173238 (1542) total: 1m 11s remaining: 3.48s 1549: learn: 0.4053846 test: 0.4173054 best: 0.4173054 (1549) total: 1m 11s remaining: 3.44s 1550: learn: 0.4053845 test: 0.4173054 best: 0.4173054 (1550) total: 1m 11s remaining: 3.39s 1551: learn: 0.4053795 test: 0.4173103 best: 0.4173054 (1550) total: 1m 11s remaining: 3.35s 1552: learn: 0.4053793 test: 0.4173105 best: 0.4173054 (1550) total: 1m 11s remaining: 3.3s 1553: learn: 0.4053793 test: 0.4173104 best: 0.4173054 (1550) total: 1m 11s remaining: 3.26s 1554: learn: 0.4053793 test: 0.4173104 best: 0.4173054 (1550) total: 1m 11s remaining: 3.21s 1555: learn: 0.4053791 test: 0.4173101 best: 0.4173054 (1550) total: 1m 11s remaining: 3.16s 1556: learn: 0.4053788 test: 0.4173095 best: 0.4173054 (1550) total: 1m 11s remaining: 3.12s 1557: learn: 0.4053785 test: 0.4173069 best: 0.4173054 (1550) total: 1m 11s remaining: 3.07s 1558: learn: 0.4053765 test: 0.4173054 best: 0.4173054 (1558) total: 1m 11s remaining: 3.03s 1559: learn: 0.4053278 test: 0.4172696 best: 0.4172696 (1559) total: 1m 11s remaining: 2.98s 1560: learn: 0.4052644 test: 0.4172561 best: 0.4172561 (1560) total: 1m 11s remaining: 2.94s 1561: learn: 0.4052644 test: 0.4172561 best: 0.4172561 (1560) total: 1m 11s remaining: 2.89s 1562: learn: 0.4052643 test: 0.4172560 best: 0.4172560 (1562) total: 1m 11s remaining: 2.84s 1563: learn: 0.4052634 test: 0.4172531 best: 0.4172531 (1563) total: 1m 11s remaining: 2.8s 1564: learn: 0.4052634 test: 0.4172531 best: 0.4172531 (1564) total: 1m 11s remaining: 2.75s 1565: learn: 0.4052633 test: 0.4172530 best: 0.4172530 (1565) total: 1m 11s remaining: 2.71s 1566: learn: 0.4052602 test: 0.4172517 best: 0.4172517 (1566) total: 1m 11s remaining: 2.66s 1567: learn: 0.4052600 test: 0.4172517 best: 0.4172517 (1566) total: 1m 11s remaining: 2.62s 1568: learn: 0.4052529 test: 0.4172541 best: 0.4172517 (1566) total: 1m 11s remaining: 2.57s 1569: learn: 0.4052511 test: 0.4172511 best: 0.4172511 (1569) total: 1m 12s remaining: 2.52s 1570: learn: 0.4052511 test: 0.4172518 best: 0.4172511 (1569) total: 1m 12s remaining: 2.48s 1571: learn: 0.4052462 test: 0.4172513 best: 0.4172511 (1569) total: 1m 12s remaining: 2.43s 1572: learn: 0.4052377 test: 0.4172386 best: 0.4172386 (1572) total: 1m 12s remaining: 2.39s 1573: learn: 0.4052370 test: 0.4172375 best: 0.4172375 (1573) total: 1m 12s remaining: 2.34s 1574: learn: 0.4052358 test: 0.4172372 best: 0.4172372 (1574) total: 1m 12s remaining: 2.29s 1575: learn: 0.4052349 test: 0.4172323 best: 0.4172323 (1575) total: 1m 12s remaining: 2.25s 1576: learn: 0.4052263 test: 0.4172361 best: 0.4172323 (1575) total: 1m 12s remaining: 2.2s 1577: learn: 0.4052220 test: 0.4172382 best: 0.4172323 (1575) total: 1m 12s remaining: 2.16s 1578: learn: 0.4052067 test: 0.4172289 best: 0.4172289 (1578) total: 1m 12s remaining: 2.11s 1579: learn: 0.4052064 test: 0.4172291 best: 0.4172289 (1578) total: 1m 12s remaining: 2.07s 1580: learn: 0.4051648 test: 0.4172318 best: 0.4172289 (1578) total: 1m 12s remaining: 2.02s 1581: learn: 0.4051550 test: 0.4172320 best: 0.4172289 (1578) total: 1m 12s remaining: 1.97s 1582: learn: 0.4051518 test: 0.4172273 best: 0.4172273 (1582) total: 1m 12s remaining: 1.93s 1583: learn: 0.4051514 test: 0.4172278 best: 0.4172273 (1582) total: 1m 12s remaining: 1.88s 1584: learn: 0.4051482 test: 0.4172283 best: 0.4172273 (1582) total: 1m 12s remaining: 1.84s 1585: learn: 0.4051480 test: 0.4172287 best: 0.4172273 (1582) total: 1m 12s remaining: 1.79s 1586: learn: 0.4051473 test: 0.4172290 best: 0.4172273 (1582) total: 1m 12s remaining: 1.75s 1587: learn: 0.4051471 test: 0.4172294 best: 0.4172273 (1582) total: 1m 12s remaining: 1.7s 1588: learn: 0.4051453 test: 0.4172363 best: 0.4172273 (1582) total: 1m 12s remaining: 1.65s 1589: learn: 0.4051445 test: 0.4172367 best: 0.4172273 (1582) total: 1m 13s remaining: 1.61s 1590: learn: 0.4051418 test: 0.4172367 best: 0.4172273 (1582) total: 1m 13s remaining: 1.56s 1591: learn: 0.4051369 test: 0.4172327 best: 0.4172273 (1582) total: 1m 13s remaining: 1.51s 1592: learn: 0.4051367 test: 0.4172328 best: 0.4172273 (1582) total: 1m 13s remaining: 1.47s 1593: learn: 0.4051286 test: 0.4172343 best: 0.4172273 (1582) total: 1m 13s remaining: 1.42s 1594: learn: 0.4051283 test: 0.4172334 best: 0.4172273 (1582) total: 1m 13s remaining: 1.38s 1595: learn: 0.4051219 test: 0.4172334 best: 0.4172273 (1582) total: 1m 13s remaining: 1.33s 1596: learn: 0.4051207 test: 0.4172335 best: 0.4172273 (1582) total: 1m 13s remaining: 1.29s 1597: learn: 0.4051182 test: 0.4172271 best: 0.4172271 (1597) total: 1m 13s remaining: 1.24s 1598: learn: 0.4051173 test: 0.4172274 best: 0.4172271 (1597) total: 1m 13s remaining: 1.19s 1599: learn: 0.4051109 test: 0.4172260 best: 0.4172260 (1599) total: 1m 13s remaining: 1.15s 1600: learn: 0.4051044 test: 0.4172207 best: 0.4172207 (1600) total: 1m 13s remaining: 1.1s 1601: learn: 0.4050840 test: 0.4171923 best: 0.4171923 (1601) total: 1m 13s remaining: 1.06s 1602: learn: 0.4050723 test: 0.4171817 best: 0.4171817 (1602) total: 1m 13s remaining: 1.01s 1603: learn: 0.4050720 test: 0.4171821 best: 0.4171817 (1602) total: 1m 13s remaining: 965ms 1604: learn: 0.4050708 test: 0.4171824 best: 0.4171817 (1602) total: 1m 13s remaining: 919ms 1605: learn: 0.4050707 test: 0.4171829 best: 0.4171817 (1602) total: 1m 13s remaining: 874ms 1606: learn: 0.4050523 test: 0.4171652 best: 0.4171652 (1606) total: 1m 13s remaining: 828ms 1607: learn: 0.4050515 test: 0.4171658 best: 0.4171652 (1606) total: 1m 13s remaining: 782ms 1608: learn: 0.4049901 test: 0.4170584 best: 0.4170584 (1608) total: 1m 13s remaining: 735ms 1609: learn: 0.4049898 test: 0.4170581 best: 0.4170581 (1609) total: 1m 14s remaining: 690ms 1610: learn: 0.4049890 test: 0.4170548 best: 0.4170548 (1610) total: 1m 14s remaining: 644ms 1611: learn: 0.4049878 test: 0.4170546 best: 0.4170546 (1611) total: 1m 14s remaining: 598ms 1612: learn: 0.4049868 test: 0.4170554 best: 0.4170546 (1611) total: 1m 14s remaining: 552ms 1613: learn: 0.4049852 test: 0.4170559 best: 0.4170546 (1611) total: 1m 14s remaining: 506ms 1614: learn: 0.4049839 test: 0.4170559 best: 0.4170546 (1611) total: 1m 14s remaining: 460ms 1615: learn: 0.4049762 test: 0.4170548 best: 0.4170546 (1611) total: 1m 14s remaining: 414ms 1616: learn: 0.4049757 test: 0.4170540 best: 0.4170540 (1616) total: 1m 14s remaining: 368ms 1617: learn: 0.4049699 test: 0.4170525 best: 0.4170525 (1617) total: 1m 14s remaining: 322ms 1618: learn: 0.4049696 test: 0.4170535 best: 0.4170525 (1617) total: 1m 14s remaining: 276ms 1619: learn: 0.4049574 test: 0.4170426 best: 0.4170426 (1619) total: 1m 14s remaining: 230ms 1620: learn: 0.4049570 test: 0.4170429 best: 0.4170426 (1619) total: 1m 14s remaining: 184ms 1621: learn: 0.4049529 test: 0.4170447 best: 0.4170426 (1619) total: 1m 14s remaining: 138ms 1622: learn: 0.4049528 test: 0.4170454 best: 0.4170426 (1619) total: 1m 14s remaining: 91.9ms 1623: learn: 0.4049519 test: 0.4170450 best: 0.4170426 (1619) total: 1m 14s remaining: 45.9ms 1624: learn: 0.4049413 test: 0.4170450 best: 0.4170426 (1619) total: 1m 14s remaining: 0us bestTest = 0.4170426064 bestIteration = 1619 Shrink model to first 1620 iterations. [CV] learning_rate=0.1, l2_leaf_reg=4, iterations=1625, depth=4, total= 1.3min [CV] learning_rate=0.1, l2_leaf_reg=1, iterations=2000, depth=8 ...... 0: learn: 4.0424622 test: 4.0381866 best: 4.0381866 (0) total: 143ms remaining: 4m 45s 1: learn: 3.6508511 test: 3.6471953 best: 3.6471953 (1) total: 282ms remaining: 4m 41s 2: learn: 3.2957122 test: 3.2930880 best: 3.2930880 (2) total: 414ms remaining: 4m 35s 3: learn: 2.9762286 test: 2.9743532 best: 2.9743532 (3) total: 551ms remaining: 4m 35s 4: learn: 2.6901042 test: 2.6889429 best: 2.6889429 (4) total: 605ms remaining: 4m 1s 5: learn: 2.4338252 test: 2.4332973 best: 2.4332973 (5) total: 625ms remaining: 3m 27s 6: learn: 2.2040898 test: 2.2043112 best: 2.2043112 (6) total: 762ms remaining: 3m 36s 7: learn: 1.9980189 test: 1.9985429 best: 1.9985429 (7) total: 900ms remaining: 3m 44s 8: learn: 1.8135444 test: 1.8144187 best: 1.8144187 (8) total: 1.05s remaining: 3m 52s 9: learn: 1.6481720 test: 1.6495141 best: 1.6495141 (9) total: 1.21s remaining: 3m 59s 10: learn: 1.5015093 test: 1.5033236 best: 1.5033236 (10) total: 1.36s remaining: 4m 5s 11: learn: 1.3708104 test: 1.3729946 best: 1.3729946 (11) total: 1.51s remaining: 4m 10s 12: learn: 1.2547382 test: 1.2573764 best: 1.2573764 (12) total: 1.66s remaining: 4m 13s 13: learn: 1.1521828 test: 1.1551790 best: 1.1551790 (13) total: 1.8s remaining: 4m 15s 14: learn: 1.0617839 test: 1.0652032 best: 1.0652032 (14) total: 1.94s remaining: 4m 17s 15: learn: 0.9822890 test: 0.9859531 best: 0.9859531 (15) total: 2.02s remaining: 4m 10s 16: learn: 0.9123404 test: 0.9164945 best: 0.9164945 (16) total: 2.16s remaining: 4m 11s 17: learn: 0.8502504 test: 0.8549354 best: 0.8549354 (17) total: 2.3s remaining: 4m 13s 18: learn: 0.7975288 test: 0.8025078 best: 0.8025078 (18) total: 2.34s remaining: 4m 4s 19: learn: 0.7507450 test: 0.7560806 best: 0.7560806 (19) total: 2.49s remaining: 4m 6s 20: learn: 0.7093217 test: 0.7148544 best: 0.7148544 (20) total: 2.63s remaining: 4m 7s 21: learn: 0.6746353 test: 0.6804258 best: 0.6804258 (21) total: 2.76s remaining: 4m 7s 22: learn: 0.6438278 test: 0.6499695 best: 0.6499695 (22) total: 2.9s remaining: 4m 9s 23: learn: 0.6157391 test: 0.6221949 best: 0.6221949 (23) total: 3.05s remaining: 4m 11s 24: learn: 0.5906387 test: 0.5977449 best: 0.5977449 (24) total: 3.19s remaining: 4m 12s 25: learn: 0.5698611 test: 0.5771038 best: 0.5771038 (25) total: 3.24s remaining: 4m 6s 26: learn: 0.5523172 test: 0.5596461 best: 0.5596461 (26) total: 3.38s remaining: 4m 6s 27: learn: 0.5359820 test: 0.5438107 best: 0.5438107 (27) total: 3.52s remaining: 4m 8s 28: learn: 0.5230904 test: 0.5310816 best: 0.5310816 (28) total: 3.67s remaining: 4m 9s 29: learn: 0.5117745 test: 0.5197641 best: 0.5197641 (29) total: 3.81s remaining: 4m 10s 30: learn: 0.5013943 test: 0.5093977 best: 0.5093977 (30) total: 3.96s remaining: 4m 11s 31: learn: 0.4933274 test: 0.5014151 best: 0.5014151 (31) total: 4.07s remaining: 4m 10s 32: learn: 0.4874805 test: 0.4955555 best: 0.4955555 (32) total: 4.14s remaining: 4m 6s 33: learn: 0.4803884 test: 0.4885905 best: 0.4885905 (33) total: 4.35s remaining: 4m 11s 34: learn: 0.4754227 test: 0.4836017 best: 0.4836017 (34) total: 4.53s remaining: 4m 14s 35: learn: 0.4712125 test: 0.4794699 best: 0.4794699 (35) total: 4.67s remaining: 4m 14s 36: learn: 0.4673613 test: 0.4755281 best: 0.4755281 (36) total: 4.83s remaining: 4m 16s 37: learn: 0.4640675 test: 0.4723580 best: 0.4723580 (37) total: 4.99s remaining: 4m 17s 38: learn: 0.4611853 test: 0.4695043 best: 0.4695043 (38) total: 5.12s remaining: 4m 17s 39: learn: 0.4573715 test: 0.4653827 best: 0.4653827 (39) total: 5.26s remaining: 4m 17s 40: learn: 0.4556680 test: 0.4637624 best: 0.4637624 (40) total: 5.4s remaining: 4m 17s 41: learn: 0.4524834 test: 0.4605219 best: 0.4605219 (41) total: 5.54s remaining: 4m 18s 42: learn: 0.4502477 test: 0.4583221 best: 0.4583221 (42) total: 5.68s remaining: 4m 18s 43: learn: 0.4484568 test: 0.4567456 best: 0.4567456 (43) total: 5.83s remaining: 4m 19s 44: learn: 0.4470280 test: 0.4554121 best: 0.4554121 (44) total: 5.99s remaining: 4m 20s 45: learn: 0.4456019 test: 0.4541229 best: 0.4541229 (45) total: 6.16s remaining: 4m 21s 46: learn: 0.4445674 test: 0.4532271 best: 0.4532271 (46) total: 6.31s remaining: 4m 22s 47: learn: 0.4435862 test: 0.4521936 best: 0.4521936 (47) total: 6.47s remaining: 4m 23s 48: learn: 0.4419723 test: 0.4507479 best: 0.4507479 (48) total: 6.61s remaining: 4m 23s 49: learn: 0.4413777 test: 0.4500926 best: 0.4500926 (49) total: 6.68s remaining: 4m 20s 50: learn: 0.4411135 test: 0.4498529 best: 0.4498529 (50) total: 6.72s remaining: 4m 16s 51: learn: 0.4402344 test: 0.4491039 best: 0.4491039 (51) total: 6.86s remaining: 4m 16s 52: learn: 0.4391689 test: 0.4481375 best: 0.4481375 (52) total: 7s remaining: 4m 17s 53: learn: 0.4374904 test: 0.4465581 best: 0.4465581 (53) total: 7.16s remaining: 4m 17s 54: learn: 0.4370385 test: 0.4461023 best: 0.4461023 (54) total: 7.33s remaining: 4m 19s 55: learn: 0.4353853 test: 0.4445974 best: 0.4445974 (55) total: 7.48s remaining: 4m 19s 56: learn: 0.4349174 test: 0.4442119 best: 0.4442119 (56) total: 7.62s remaining: 4m 19s 57: learn: 0.4346672 test: 0.4439325 best: 0.4439325 (57) total: 7.66s remaining: 4m 16s 58: learn: 0.4337111 test: 0.4430094 best: 0.4430094 (58) total: 7.8s remaining: 4m 16s 59: learn: 0.4334297 test: 0.4426901 best: 0.4426901 (59) total: 7.86s remaining: 4m 14s 60: learn: 0.4326611 test: 0.4422916 best: 0.4422916 (60) total: 8.01s remaining: 4m 14s 61: learn: 0.4323025 test: 0.4419460 best: 0.4419460 (61) total: 8.07s remaining: 4m 12s 62: learn: 0.4320043 test: 0.4416489 best: 0.4416489 (62) total: 8.23s remaining: 4m 12s 63: learn: 0.4309245 test: 0.4405160 best: 0.4405160 (63) total: 8.41s remaining: 4m 14s 64: learn: 0.4309143 test: 0.4404998 best: 0.4404998 (64) total: 8.44s remaining: 4m 11s 65: learn: 0.4306134 test: 0.4402924 best: 0.4402924 (65) total: 8.59s remaining: 4m 11s 66: learn: 0.4306045 test: 0.4402744 best: 0.4402744 (66) total: 8.65s remaining: 4m 9s 67: learn: 0.4298675 test: 0.4395786 best: 0.4395786 (67) total: 8.78s remaining: 4m 9s 68: learn: 0.4298558 test: 0.4395674 best: 0.4395674 (68) total: 8.83s remaining: 4m 7s 69: learn: 0.4298482 test: 0.4395444 best: 0.4395444 (69) total: 8.88s remaining: 4m 4s 70: learn: 0.4297820 test: 0.4395009 best: 0.4395009 (70) total: 9.02s remaining: 4m 4s 71: learn: 0.4297627 test: 0.4394707 best: 0.4394707 (71) total: 9.06s remaining: 4m 2s 72: learn: 0.4297609 test: 0.4394686 best: 0.4394686 (72) total: 9.09s remaining: 3m 59s 73: learn: 0.4297438 test: 0.4394302 best: 0.4394302 (73) total: 9.16s remaining: 3m 58s 74: learn: 0.4297379 test: 0.4394251 best: 0.4394251 (74) total: 9.21s remaining: 3m 56s 75: learn: 0.4296092 test: 0.4393524 best: 0.4393524 (75) total: 9.35s remaining: 3m 56s 76: learn: 0.4296085 test: 0.4393510 best: 0.4393510 (76) total: 9.39s remaining: 3m 54s 77: learn: 0.4295988 test: 0.4393492 best: 0.4393492 (77) total: 9.44s remaining: 3m 52s 78: learn: 0.4295980 test: 0.4393466 best: 0.4393466 (78) total: 9.47s remaining: 3m 50s 79: learn: 0.4295794 test: 0.4393327 best: 0.4393327 (79) total: 9.54s remaining: 3m 48s 80: learn: 0.4295791 test: 0.4393317 best: 0.4393317 (80) total: 9.57s remaining: 3m 46s 81: learn: 0.4295770 test: 0.4393257 best: 0.4393257 (81) total: 9.61s remaining: 3m 44s 82: learn: 0.4295620 test: 0.4393146 best: 0.4393146 (82) total: 9.68s remaining: 3m 43s 83: learn: 0.4295513 test: 0.4393135 best: 0.4393135 (83) total: 9.74s remaining: 3m 42s 84: learn: 0.4295390 test: 0.4393122 best: 0.4393122 (84) total: 9.81s remaining: 3m 41s 85: learn: 0.4294887 test: 0.4392960 best: 0.4392960 (85) total: 9.86s remaining: 3m 39s 86: learn: 0.4294306 test: 0.4392772 best: 0.4392772 (86) total: 10s remaining: 3m 40s 87: learn: 0.4294301 test: 0.4392756 best: 0.4392756 (87) total: 10.1s remaining: 3m 38s 88: learn: 0.4294294 test: 0.4392765 best: 0.4392756 (87) total: 10.1s remaining: 3m 37s 89: learn: 0.4294271 test: 0.4392772 best: 0.4392756 (87) total: 10.1s remaining: 3m 35s 90: learn: 0.4294262 test: 0.4392755 best: 0.4392755 (90) total: 10.2s remaining: 3m 33s 91: learn: 0.4294219 test: 0.4392724 best: 0.4392724 (91) total: 10.2s remaining: 3m 32s 92: learn: 0.4294193 test: 0.4392719 best: 0.4392719 (92) total: 10.3s remaining: 3m 31s 93: learn: 0.4288529 test: 0.4389250 best: 0.4389250 (93) total: 10.4s remaining: 3m 31s 94: learn: 0.4288378 test: 0.4389195 best: 0.4389195 (94) total: 10.5s remaining: 3m 30s 95: learn: 0.4288366 test: 0.4389200 best: 0.4389195 (94) total: 10.6s remaining: 3m 30s 96: learn: 0.4288366 test: 0.4389198 best: 0.4389195 (94) total: 10.6s remaining: 3m 28s 97: learn: 0.4288366 test: 0.4389197 best: 0.4389195 (94) total: 10.6s remaining: 3m 26s 98: learn: 0.4288356 test: 0.4389201 best: 0.4389195 (94) total: 10.7s remaining: 3m 25s 99: learn: 0.4288340 test: 0.4389205 best: 0.4389195 (94) total: 10.7s remaining: 3m 23s 100: learn: 0.4288245 test: 0.4389150 best: 0.4389150 (100) total: 10.8s remaining: 3m 22s 101: learn: 0.4288179 test: 0.4389156 best: 0.4389150 (100) total: 10.9s remaining: 3m 22s 102: learn: 0.4288178 test: 0.4389155 best: 0.4389150 (100) total: 10.9s remaining: 3m 21s 103: learn: 0.4288178 test: 0.4389154 best: 0.4389150 (100) total: 11s remaining: 3m 20s 104: learn: 0.4288176 test: 0.4389153 best: 0.4389150 (100) total: 11s remaining: 3m 18s 105: learn: 0.4287791 test: 0.4388990 best: 0.4388990 (105) total: 11.1s remaining: 3m 17s 106: learn: 0.4287775 test: 0.4388989 best: 0.4388989 (106) total: 11.1s remaining: 3m 16s 107: learn: 0.4287775 test: 0.4388989 best: 0.4388989 (107) total: 11.1s remaining: 3m 15s 108: learn: 0.4287765 test: 0.4388973 best: 0.4388973 (108) total: 11.2s remaining: 3m 13s 109: learn: 0.4287765 test: 0.4388972 best: 0.4388972 (109) total: 11.2s remaining: 3m 12s 110: learn: 0.4287645 test: 0.4388872 best: 0.4388872 (110) total: 11.2s remaining: 3m 11s 111: learn: 0.4287582 test: 0.4388868 best: 0.4388868 (111) total: 11.3s remaining: 3m 11s 112: learn: 0.4287582 test: 0.4388868 best: 0.4388868 (112) total: 11.4s remaining: 3m 9s 113: learn: 0.4287381 test: 0.4388796 best: 0.4388796 (113) total: 11.5s remaining: 3m 10s 114: learn: 0.4287359 test: 0.4388796 best: 0.4388796 (114) total: 11.5s remaining: 3m 9s 115: learn: 0.4287359 test: 0.4388795 best: 0.4388795 (115) total: 11.6s remaining: 3m 8s 116: learn: 0.4287359 test: 0.4388795 best: 0.4388795 (116) total: 11.6s remaining: 3m 6s 117: learn: 0.4287359 test: 0.4388795 best: 0.4388795 (117) total: 11.6s remaining: 3m 5s 118: learn: 0.4287351 test: 0.4388795 best: 0.4388795 (118) total: 11.6s remaining: 3m 4s 119: learn: 0.4287351 test: 0.4388794 best: 0.4388794 (119) total: 11.7s remaining: 3m 2s 120: learn: 0.4287292 test: 0.4388791 best: 0.4388791 (120) total: 11.8s remaining: 3m 3s 121: learn: 0.4287292 test: 0.4388791 best: 0.4388791 (121) total: 11.8s remaining: 3m 2s 122: learn: 0.4287223 test: 0.4388791 best: 0.4388791 (121) total: 11.9s remaining: 3m 1s 123: learn: 0.4287223 test: 0.4388791 best: 0.4388791 (121) total: 11.9s remaining: 2m 59s 124: learn: 0.4286524 test: 0.4388751 best: 0.4388751 (124) total: 12s remaining: 3m 125: learn: 0.4286524 test: 0.4388751 best: 0.4388751 (125) total: 12.1s remaining: 2m 59s 126: learn: 0.4286380 test: 0.4388788 best: 0.4388751 (125) total: 12.2s remaining: 2m 59s 127: learn: 0.4286380 test: 0.4388787 best: 0.4388751 (125) total: 12.2s remaining: 2m 58s 128: learn: 0.4286283 test: 0.4388714 best: 0.4388714 (128) total: 12.4s remaining: 2m 59s 129: learn: 0.4286283 test: 0.4388714 best: 0.4388714 (129) total: 12.4s remaining: 2m 57s 130: learn: 0.4286226 test: 0.4388712 best: 0.4388712 (130) total: 12.4s remaining: 2m 57s 131: learn: 0.4286225 test: 0.4388711 best: 0.4388711 (131) total: 12.5s remaining: 2m 56s 132: learn: 0.4286225 test: 0.4388711 best: 0.4388711 (132) total: 12.5s remaining: 2m 55s 133: learn: 0.4286225 test: 0.4388711 best: 0.4388711 (133) total: 12.5s remaining: 2m 54s 134: learn: 0.4286203 test: 0.4388726 best: 0.4388711 (133) total: 12.6s remaining: 2m 54s 135: learn: 0.4286203 test: 0.4388726 best: 0.4388711 (133) total: 12.6s remaining: 2m 52s 136: learn: 0.4286203 test: 0.4388726 best: 0.4388711 (133) total: 12.7s remaining: 2m 52s 137: learn: 0.4286200 test: 0.4388726 best: 0.4388711 (133) total: 12.7s remaining: 2m 51s 138: learn: 0.4286191 test: 0.4388727 best: 0.4388711 (133) total: 12.8s remaining: 2m 51s 139: learn: 0.4286191 test: 0.4388727 best: 0.4388711 (133) total: 12.8s remaining: 2m 49s 140: learn: 0.4286188 test: 0.4388727 best: 0.4388711 (133) total: 12.8s remaining: 2m 49s 141: learn: 0.4286188 test: 0.4388727 best: 0.4388711 (133) total: 12.9s remaining: 2m 48s 142: learn: 0.4286188 test: 0.4388727 best: 0.4388711 (133) total: 12.9s remaining: 2m 47s 143: learn: 0.4286111 test: 0.4388683 best: 0.4388683 (143) total: 13s remaining: 2m 47s 144: learn: 0.4286104 test: 0.4388684 best: 0.4388683 (143) total: 13.1s remaining: 2m 47s 145: learn: 0.4286101 test: 0.4388684 best: 0.4388683 (143) total: 13.2s remaining: 2m 47s 146: learn: 0.4286088 test: 0.4388711 best: 0.4388683 (143) total: 13.2s remaining: 2m 46s 147: learn: 0.4286088 test: 0.4388711 best: 0.4388683 (143) total: 13.3s remaining: 2m 45s 148: learn: 0.4286050 test: 0.4388711 best: 0.4388683 (143) total: 13.4s remaining: 2m 45s 149: learn: 0.4286048 test: 0.4388711 best: 0.4388683 (143) total: 13.4s remaining: 2m 45s 150: learn: 0.4286048 test: 0.4388711 best: 0.4388683 (143) total: 13.5s remaining: 2m 44s 151: learn: 0.4286048 test: 0.4388711 best: 0.4388683 (143) total: 13.5s remaining: 2m 44s 152: learn: 0.4286017 test: 0.4388711 best: 0.4388683 (143) total: 13.6s remaining: 2m 44s 153: learn: 0.4286017 test: 0.4388711 best: 0.4388683 (143) total: 13.7s remaining: 2m 43s 154: learn: 0.4285942 test: 0.4388751 best: 0.4388683 (143) total: 13.8s remaining: 2m 44s 155: learn: 0.4285932 test: 0.4388778 best: 0.4388683 (143) total: 13.8s remaining: 2m 43s 156: learn: 0.4285921 test: 0.4388805 best: 0.4388683 (143) total: 13.9s remaining: 2m 43s 157: learn: 0.4285903 test: 0.4388805 best: 0.4388683 (143) total: 14s remaining: 2m 42s 158: learn: 0.4285837 test: 0.4388752 best: 0.4388683 (143) total: 14.1s remaining: 2m 43s 159: learn: 0.4285827 test: 0.4388779 best: 0.4388683 (143) total: 14.2s remaining: 2m 43s 160: learn: 0.4285821 test: 0.4388805 best: 0.4388683 (143) total: 14.3s remaining: 2m 42s 161: learn: 0.4285819 test: 0.4388805 best: 0.4388683 (143) total: 14.4s remaining: 2m 42s 162: learn: 0.4285775 test: 0.4388868 best: 0.4388683 (143) total: 14.5s remaining: 2m 43s 163: learn: 0.4285723 test: 0.4388867 best: 0.4388683 (143) total: 14.7s remaining: 2m 44s 164: learn: 0.4285723 test: 0.4388867 best: 0.4388683 (143) total: 14.7s remaining: 2m 43s 165: learn: 0.4285710 test: 0.4388924 best: 0.4388683 (143) total: 14.7s remaining: 2m 42s 166: learn: 0.4285548 test: 0.4388873 best: 0.4388683 (143) total: 14.9s remaining: 2m 43s 167: learn: 0.4285485 test: 0.4389007 best: 0.4388683 (143) total: 15s remaining: 2m 43s 168: learn: 0.4285431 test: 0.4389150 best: 0.4388683 (143) total: 15.1s remaining: 2m 43s 169: learn: 0.4274329 test: 0.4383933 best: 0.4383933 (169) total: 15.2s remaining: 2m 44s 170: learn: 0.4274300 test: 0.4384052 best: 0.4383933 (169) total: 15.3s remaining: 2m 43s 171: learn: 0.4274190 test: 0.4384108 best: 0.4383933 (169) total: 15.4s remaining: 2m 44s 172: learn: 0.4274158 test: 0.4384229 best: 0.4383933 (169) total: 15.6s remaining: 2m 44s 173: learn: 0.4274101 test: 0.4384197 best: 0.4383933 (169) total: 15.7s remaining: 2m 44s 174: learn: 0.4274063 test: 0.4384319 best: 0.4383933 (169) total: 15.9s remaining: 2m 45s 175: learn: 0.4273997 test: 0.4384320 best: 0.4383933 (169) total: 15.9s remaining: 2m 44s 176: learn: 0.4273982 test: 0.4384320 best: 0.4383933 (169) total: 16s remaining: 2m 44s 177: learn: 0.4273913 test: 0.4384316 best: 0.4383933 (169) total: 16.1s remaining: 2m 45s 178: learn: 0.4273912 test: 0.4384316 best: 0.4383933 (169) total: 16.2s remaining: 2m 44s 179: learn: 0.4273882 test: 0.4384246 best: 0.4383933 (169) total: 16.3s remaining: 2m 45s 180: learn: 0.4273842 test: 0.4384305 best: 0.4383933 (169) total: 16.5s remaining: 2m 45s 181: learn: 0.4273782 test: 0.4384456 best: 0.4383933 (169) total: 16.6s remaining: 2m 46s 182: learn: 0.4273774 test: 0.4384456 best: 0.4383933 (169) total: 16.7s remaining: 2m 45s 183: learn: 0.4273726 test: 0.4384506 best: 0.4383933 (169) total: 16.9s remaining: 2m 46s 184: learn: 0.4273686 test: 0.4384554 best: 0.4383933 (169) total: 17.1s remaining: 2m 47s 185: learn: 0.4273611 test: 0.4384589 best: 0.4383933 (169) total: 17.2s remaining: 2m 47s 186: learn: 0.4271206 test: 0.4382160 best: 0.4382160 (186) total: 17.3s remaining: 2m 48s 187: learn: 0.4269782 test: 0.4380961 best: 0.4380961 (187) total: 17.5s remaining: 2m 48s 188: learn: 0.4269771 test: 0.4380983 best: 0.4380961 (187) total: 17.6s remaining: 2m 48s 189: learn: 0.4269735 test: 0.4381010 best: 0.4380961 (187) total: 17.8s remaining: 2m 49s 190: learn: 0.4269502 test: 0.4381121 best: 0.4380961 (187) total: 17.9s remaining: 2m 49s 191: learn: 0.4269464 test: 0.4381233 best: 0.4380961 (187) total: 18s remaining: 2m 49s 192: learn: 0.4269447 test: 0.4381268 best: 0.4380961 (187) total: 18.2s remaining: 2m 50s 193: learn: 0.4269429 test: 0.4381302 best: 0.4380961 (187) total: 18.3s remaining: 2m 50s 194: learn: 0.4269397 test: 0.4381411 best: 0.4380961 (187) total: 18.5s remaining: 2m 51s 195: learn: 0.4269386 test: 0.4381439 best: 0.4380961 (187) total: 18.6s remaining: 2m 51s 196: learn: 0.4269385 test: 0.4381468 best: 0.4380961 (187) total: 18.7s remaining: 2m 50s 197: learn: 0.4269324 test: 0.4381573 best: 0.4380961 (187) total: 18.8s remaining: 2m 51s 198: learn: 0.4269309 test: 0.4381574 best: 0.4380961 (187) total: 19s remaining: 2m 51s 199: learn: 0.4269308 test: 0.4381574 best: 0.4380961 (187) total: 19s remaining: 2m 51s 200: learn: 0.4269288 test: 0.4381573 best: 0.4380961 (187) total: 19.2s remaining: 2m 51s 201: learn: 0.4269276 test: 0.4381574 best: 0.4380961 (187) total: 19.3s remaining: 2m 52s 202: learn: 0.4269264 test: 0.4381596 best: 0.4380961 (187) total: 19.5s remaining: 2m 52s 203: learn: 0.4269226 test: 0.4381698 best: 0.4380961 (187) total: 19.6s remaining: 2m 52s 204: learn: 0.4269225 test: 0.4381716 best: 0.4380961 (187) total: 19.8s remaining: 2m 52s 205: learn: 0.4269180 test: 0.4381728 best: 0.4380961 (187) total: 19.9s remaining: 2m 53s 206: learn: 0.4269134 test: 0.4381729 best: 0.4380961 (187) total: 20.1s remaining: 2m 54s 207: learn: 0.4269118 test: 0.4381717 best: 0.4380961 (187) total: 20.3s remaining: 2m 54s 208: learn: 0.4269058 test: 0.4381712 best: 0.4380961 (187) total: 20.4s remaining: 2m 55s 209: learn: 0.4269032 test: 0.4381708 best: 0.4380961 (187) total: 20.6s remaining: 2m 55s 210: learn: 0.4269032 test: 0.4381708 best: 0.4380961 (187) total: 20.6s remaining: 2m 55s 211: learn: 0.4269017 test: 0.4381719 best: 0.4380961 (187) total: 20.8s remaining: 2m 55s 212: learn: 0.4269017 test: 0.4381733 best: 0.4380961 (187) total: 20.9s remaining: 2m 55s 213: learn: 0.4269016 test: 0.4381746 best: 0.4380961 (187) total: 20.9s remaining: 2m 54s 214: learn: 0.4269016 test: 0.4381759 best: 0.4380961 (187) total: 21s remaining: 2m 54s 215: learn: 0.4269012 test: 0.4381758 best: 0.4380961 (187) total: 21s remaining: 2m 53s 216: learn: 0.4269004 test: 0.4381769 best: 0.4380961 (187) total: 21.2s remaining: 2m 53s 217: learn: 0.4262373 test: 0.4376372 best: 0.4376372 (217) total: 21.3s remaining: 2m 54s 218: learn: 0.4254229 test: 0.4369030 best: 0.4369030 (218) total: 21.5s remaining: 2m 54s 219: learn: 0.4254185 test: 0.4368986 best: 0.4368986 (219) total: 21.6s remaining: 2m 54s 220: learn: 0.4254160 test: 0.4368987 best: 0.4368986 (219) total: 21.8s remaining: 2m 55s 221: learn: 0.4254159 test: 0.4368998 best: 0.4368986 (219) total: 21.8s remaining: 2m 54s 222: learn: 0.4254121 test: 0.4368998 best: 0.4368986 (219) total: 22s remaining: 2m 55s 223: learn: 0.4254117 test: 0.4368984 best: 0.4368984 (223) total: 22.1s remaining: 2m 55s 224: learn: 0.4254090 test: 0.4368996 best: 0.4368984 (223) total: 22.3s remaining: 2m 55s 225: learn: 0.4254053 test: 0.4368996 best: 0.4368984 (223) total: 22.4s remaining: 2m 55s 226: learn: 0.4254025 test: 0.4368996 best: 0.4368984 (223) total: 22.6s remaining: 2m 56s 227: learn: 0.4254001 test: 0.4369094 best: 0.4368984 (223) total: 22.7s remaining: 2m 56s 228: learn: 0.4253998 test: 0.4369074 best: 0.4368984 (223) total: 22.8s remaining: 2m 56s 229: learn: 0.4253963 test: 0.4369074 best: 0.4368984 (223) total: 22.8s remaining: 2m 55s 230: learn: 0.4253945 test: 0.4369170 best: 0.4368984 (223) total: 23s remaining: 2m 55s 231: learn: 0.4253945 test: 0.4369175 best: 0.4368984 (223) total: 23s remaining: 2m 55s 232: learn: 0.4253940 test: 0.4369179 best: 0.4368984 (223) total: 23.1s remaining: 2m 55s 233: learn: 0.4253940 test: 0.4369183 best: 0.4368984 (223) total: 23.2s remaining: 2m 54s 234: learn: 0.4253918 test: 0.4369186 best: 0.4368984 (223) total: 23.3s remaining: 2m 55s 235: learn: 0.4253915 test: 0.4369190 best: 0.4368984 (223) total: 23.5s remaining: 2m 55s 236: learn: 0.4253915 test: 0.4369193 best: 0.4368984 (223) total: 23.5s remaining: 2m 54s 237: learn: 0.4253915 test: 0.4369196 best: 0.4368984 (223) total: 23.6s remaining: 2m 54s 238: learn: 0.4253906 test: 0.4369130 best: 0.4368984 (223) total: 23.6s remaining: 2m 54s 239: learn: 0.4253703 test: 0.4369115 best: 0.4368984 (223) total: 23.8s remaining: 2m 54s 240: learn: 0.4253672 test: 0.4369115 best: 0.4368984 (223) total: 23.8s remaining: 2m 53s 241: learn: 0.4253669 test: 0.4369115 best: 0.4368984 (223) total: 23.9s remaining: 2m 53s 242: learn: 0.4253669 test: 0.4369116 best: 0.4368984 (223) total: 23.9s remaining: 2m 53s 243: learn: 0.4253640 test: 0.4369116 best: 0.4368984 (223) total: 24s remaining: 2m 52s 244: learn: 0.4253631 test: 0.4369155 best: 0.4368984 (223) total: 24.1s remaining: 2m 52s 245: learn: 0.4253605 test: 0.4369156 best: 0.4368984 (223) total: 24.1s remaining: 2m 52s 246: learn: 0.4253605 test: 0.4369154 best: 0.4368984 (223) total: 24.2s remaining: 2m 51s 247: learn: 0.4253605 test: 0.4369153 best: 0.4368984 (223) total: 24.3s remaining: 2m 51s 248: learn: 0.4253597 test: 0.4369193 best: 0.4368984 (223) total: 24.4s remaining: 2m 51s 249: learn: 0.4253597 test: 0.4369193 best: 0.4368984 (223) total: 24.4s remaining: 2m 50s 250: learn: 0.4253597 test: 0.4369193 best: 0.4368984 (223) total: 24.4s remaining: 2m 50s 251: learn: 0.4253596 test: 0.4369190 best: 0.4368984 (223) total: 24.4s remaining: 2m 49s 252: learn: 0.4253594 test: 0.4369189 best: 0.4368984 (223) total: 24.5s remaining: 2m 49s 253: learn: 0.4253567 test: 0.4369146 best: 0.4368984 (223) total: 24.6s remaining: 2m 48s 254: learn: 0.4253544 test: 0.4369106 best: 0.4368984 (223) total: 24.6s remaining: 2m 48s 255: learn: 0.4253541 test: 0.4369105 best: 0.4368984 (223) total: 24.7s remaining: 2m 48s 256: learn: 0.4253540 test: 0.4369105 best: 0.4368984 (223) total: 24.7s remaining: 2m 47s 257: learn: 0.4253538 test: 0.4369105 best: 0.4368984 (223) total: 24.7s remaining: 2m 47s 258: learn: 0.4253538 test: 0.4369105 best: 0.4368984 (223) total: 24.8s remaining: 2m 46s 259: learn: 0.4253536 test: 0.4369105 best: 0.4368984 (223) total: 24.8s remaining: 2m 46s 260: learn: 0.4253529 test: 0.4369151 best: 0.4368984 (223) total: 24.9s remaining: 2m 45s 261: learn: 0.4253529 test: 0.4369147 best: 0.4368984 (223) total: 25s remaining: 2m 45s 262: learn: 0.4253523 test: 0.4369193 best: 0.4368984 (223) total: 25.1s remaining: 2m 45s 263: learn: 0.4253523 test: 0.4369193 best: 0.4368984 (223) total: 25.1s remaining: 2m 45s 264: learn: 0.4253517 test: 0.4369239 best: 0.4368984 (223) total: 25.2s remaining: 2m 44s 265: learn: 0.4253505 test: 0.4369227 best: 0.4368984 (223) total: 25.3s remaining: 2m 45s 266: learn: 0.4253503 test: 0.4369227 best: 0.4368984 (223) total: 25.4s remaining: 2m 44s 267: learn: 0.4253501 test: 0.4369219 best: 0.4368984 (223) total: 25.5s remaining: 2m 45s 268: learn: 0.4253500 test: 0.4369219 best: 0.4368984 (223) total: 25.6s remaining: 2m 44s 269: learn: 0.4253480 test: 0.4369184 best: 0.4368984 (223) total: 25.7s remaining: 2m 44s 270: learn: 0.4253480 test: 0.4369184 best: 0.4368984 (223) total: 25.7s remaining: 2m 43s 271: learn: 0.4253473 test: 0.4369160 best: 0.4368984 (223) total: 25.8s remaining: 2m 44s 272: learn: 0.4253458 test: 0.4369234 best: 0.4368984 (223) total: 26s remaining: 2m 44s 273: learn: 0.4253455 test: 0.4369226 best: 0.4368984 (223) total: 26s remaining: 2m 43s 274: learn: 0.4253454 test: 0.4369218 best: 0.4368984 (223) total: 26.1s remaining: 2m 43s 275: learn: 0.4253451 test: 0.4369210 best: 0.4368984 (223) total: 26.1s remaining: 2m 43s 276: learn: 0.4253447 test: 0.4369256 best: 0.4368984 (223) total: 26.3s remaining: 2m 43s 277: learn: 0.4253446 test: 0.4369248 best: 0.4368984 (223) total: 26.3s remaining: 2m 43s 278: learn: 0.4253446 test: 0.4369248 best: 0.4368984 (223) total: 26.4s remaining: 2m 42s 279: learn: 0.4253446 test: 0.4369248 best: 0.4368984 (223) total: 26.4s remaining: 2m 42s 280: learn: 0.4253442 test: 0.4369293 best: 0.4368984 (223) total: 26.6s remaining: 2m 42s 281: learn: 0.4253438 test: 0.4369337 best: 0.4368984 (223) total: 26.7s remaining: 2m 42s 282: learn: 0.4253438 test: 0.4369326 best: 0.4368984 (223) total: 26.8s remaining: 2m 42s 283: learn: 0.4253436 test: 0.4369283 best: 0.4368984 (223) total: 26.9s remaining: 2m 42s 284: learn: 0.4253434 test: 0.4369283 best: 0.4368984 (223) total: 26.9s remaining: 2m 42s 285: learn: 0.4253421 test: 0.4369283 best: 0.4368984 (223) total: 27.1s remaining: 2m 42s 286: learn: 0.4253420 test: 0.4369283 best: 0.4368984 (223) total: 27.1s remaining: 2m 42s 287: learn: 0.4253420 test: 0.4369274 best: 0.4368984 (223) total: 27.2s remaining: 2m 41s 288: learn: 0.4253420 test: 0.4369267 best: 0.4368984 (223) total: 27.2s remaining: 2m 41s 289: learn: 0.4249307 test: 0.4366040 best: 0.4366040 (289) total: 27.4s remaining: 2m 41s 290: learn: 0.4249282 test: 0.4366040 best: 0.4366040 (289) total: 27.5s remaining: 2m 41s 291: learn: 0.4249280 test: 0.4366040 best: 0.4366040 (289) total: 27.6s remaining: 2m 41s 292: learn: 0.4249264 test: 0.4366038 best: 0.4366038 (292) total: 27.7s remaining: 2m 41s 293: learn: 0.4242508 test: 0.4360684 best: 0.4360684 (293) total: 27.9s remaining: 2m 41s 294: learn: 0.4242484 test: 0.4360740 best: 0.4360684 (293) total: 28s remaining: 2m 41s 295: learn: 0.4242484 test: 0.4360740 best: 0.4360684 (293) total: 28.1s remaining: 2m 41s 296: learn: 0.4229052 test: 0.4349680 best: 0.4349680 (296) total: 28.2s remaining: 2m 41s 297: learn: 0.4229047 test: 0.4349680 best: 0.4349680 (297) total: 28.3s remaining: 2m 41s 298: learn: 0.4229040 test: 0.4349680 best: 0.4349680 (297) total: 28.4s remaining: 2m 41s 299: learn: 0.4229033 test: 0.4349677 best: 0.4349677 (299) total: 28.5s remaining: 2m 41s 300: learn: 0.4229031 test: 0.4349677 best: 0.4349677 (300) total: 28.6s remaining: 2m 41s 301: learn: 0.4229002 test: 0.4349677 best: 0.4349677 (300) total: 28.7s remaining: 2m 41s 302: learn: 0.4217782 test: 0.4337603 best: 0.4337603 (302) total: 28.9s remaining: 2m 41s 303: learn: 0.4217775 test: 0.4337603 best: 0.4337603 (302) total: 29.1s remaining: 2m 42s 304: learn: 0.4217769 test: 0.4337603 best: 0.4337603 (304) total: 29.2s remaining: 2m 42s 305: learn: 0.4217767 test: 0.4337603 best: 0.4337603 (305) total: 29.3s remaining: 2m 42s 306: learn: 0.4217765 test: 0.4337602 best: 0.4337602 (306) total: 29.4s remaining: 2m 42s 307: learn: 0.4217763 test: 0.4337603 best: 0.4337602 (306) total: 29.5s remaining: 2m 42s 308: learn: 0.4217758 test: 0.4337602 best: 0.4337602 (308) total: 29.6s remaining: 2m 42s 309: learn: 0.4217741 test: 0.4337673 best: 0.4337602 (308) total: 29.8s remaining: 2m 42s 310: learn: 0.4217741 test: 0.4337673 best: 0.4337602 (308) total: 29.8s remaining: 2m 42s 311: learn: 0.4217737 test: 0.4337723 best: 0.4337602 (308) total: 29.9s remaining: 2m 41s 312: learn: 0.4217734 test: 0.4337772 best: 0.4337602 (308) total: 30s remaining: 2m 41s 313: learn: 0.4217733 test: 0.4337772 best: 0.4337602 (308) total: 30.1s remaining: 2m 41s 314: learn: 0.4217729 test: 0.4337835 best: 0.4337602 (308) total: 30.2s remaining: 2m 41s 315: learn: 0.4217712 test: 0.4337895 best: 0.4337602 (308) total: 30.4s remaining: 2m 41s 316: learn: 0.4217711 test: 0.4337894 best: 0.4337602 (308) total: 30.4s remaining: 2m 41s 317: learn: 0.4217709 test: 0.4337937 best: 0.4337602 (308) total: 30.5s remaining: 2m 41s 318: learn: 0.4217661 test: 0.4337936 best: 0.4337602 (308) total: 30.7s remaining: 2m 41s 319: learn: 0.4217515 test: 0.4337935 best: 0.4337602 (308) total: 30.8s remaining: 2m 41s 320: learn: 0.4217467 test: 0.4337935 best: 0.4337602 (308) total: 31s remaining: 2m 42s 321: learn: 0.4217408 test: 0.4337935 best: 0.4337602 (308) total: 31.2s remaining: 2m 42s 322: learn: 0.4217408 test: 0.4337935 best: 0.4337602 (308) total: 31.2s remaining: 2m 42s 323: learn: 0.4217408 test: 0.4337935 best: 0.4337602 (308) total: 31.2s remaining: 2m 41s 324: learn: 0.4217407 test: 0.4337935 best: 0.4337602 (308) total: 31.3s remaining: 2m 41s 325: learn: 0.4217407 test: 0.4337935 best: 0.4337602 (308) total: 31.3s remaining: 2m 40s 326: learn: 0.4217407 test: 0.4337935 best: 0.4337602 (308) total: 31.4s remaining: 2m 40s 327: learn: 0.4217397 test: 0.4337935 best: 0.4337602 (308) total: 31.4s remaining: 2m 40s 328: learn: 0.4217397 test: 0.4337935 best: 0.4337602 (308) total: 31.5s remaining: 2m 40s 329: learn: 0.4217394 test: 0.4337935 best: 0.4337602 (308) total: 31.6s remaining: 2m 39s 330: learn: 0.4217389 test: 0.4337933 best: 0.4337602 (308) total: 31.8s remaining: 2m 40s 331: learn: 0.4217387 test: 0.4337933 best: 0.4337602 (308) total: 31.9s remaining: 2m 40s 332: learn: 0.4217387 test: 0.4337933 best: 0.4337602 (308) total: 32s remaining: 2m 39s 333: learn: 0.4217385 test: 0.4337933 best: 0.4337602 (308) total: 32s remaining: 2m 39s 334: learn: 0.4217383 test: 0.4337974 best: 0.4337602 (308) total: 32.2s remaining: 2m 39s 335: learn: 0.4217381 test: 0.4337974 best: 0.4337602 (308) total: 32.2s remaining: 2m 39s 336: learn: 0.4217373 test: 0.4337974 best: 0.4337602 (308) total: 32.3s remaining: 2m 39s 337: learn: 0.4217119 test: 0.4337921 best: 0.4337602 (308) total: 32.4s remaining: 2m 39s 338: learn: 0.4216771 test: 0.4337712 best: 0.4337602 (308) total: 32.5s remaining: 2m 39s 339: learn: 0.4216767 test: 0.4337711 best: 0.4337602 (308) total: 32.7s remaining: 2m 39s 340: learn: 0.4216626 test: 0.4337690 best: 0.4337602 (308) total: 32.9s remaining: 2m 39s 341: learn: 0.4215394 test: 0.4337026 best: 0.4337026 (341) total: 33s remaining: 2m 40s 342: learn: 0.4215367 test: 0.4337026 best: 0.4337026 (341) total: 33.2s remaining: 2m 40s 343: learn: 0.4215367 test: 0.4337026 best: 0.4337026 (341) total: 33.2s remaining: 2m 39s 344: learn: 0.4215360 test: 0.4337026 best: 0.4337026 (341) total: 33.4s remaining: 2m 40s 345: learn: 0.4215358 test: 0.4337026 best: 0.4337026 (345) total: 33.5s remaining: 2m 40s 346: learn: 0.4215334 test: 0.4337026 best: 0.4337026 (345) total: 33.6s remaining: 2m 40s 347: learn: 0.4215327 test: 0.4337026 best: 0.4337026 (345) total: 33.7s remaining: 2m 40s 348: learn: 0.4215317 test: 0.4337028 best: 0.4337026 (345) total: 33.9s remaining: 2m 40s 349: learn: 0.4215308 test: 0.4337028 best: 0.4337026 (345) total: 34s remaining: 2m 40s 350: learn: 0.4215305 test: 0.4337028 best: 0.4337026 (345) total: 34.1s remaining: 2m 40s 351: learn: 0.4215302 test: 0.4337068 best: 0.4337026 (345) total: 34.2s remaining: 2m 40s 352: learn: 0.4207759 test: 0.4329443 best: 0.4329443 (352) total: 34.4s remaining: 2m 40s 353: learn: 0.4207758 test: 0.4329443 best: 0.4329443 (353) total: 34.4s remaining: 2m 40s 354: learn: 0.4207758 test: 0.4329443 best: 0.4329443 (353) total: 34.5s remaining: 2m 39s 355: learn: 0.4207757 test: 0.4329443 best: 0.4329443 (353) total: 34.7s remaining: 2m 40s 356: learn: 0.4207757 test: 0.4329443 best: 0.4329443 (353) total: 34.7s remaining: 2m 39s 357: learn: 0.4207756 test: 0.4329443 best: 0.4329443 (353) total: 34.8s remaining: 2m 39s 358: learn: 0.4207755 test: 0.4329482 best: 0.4329443 (353) total: 34.8s remaining: 2m 39s 359: learn: 0.4207753 test: 0.4329482 best: 0.4329443 (353) total: 34.9s remaining: 2m 38s 360: learn: 0.4207751 test: 0.4329482 best: 0.4329443 (353) total: 35s remaining: 2m 38s 361: learn: 0.4207748 test: 0.4329481 best: 0.4329443 (353) total: 35.1s remaining: 2m 38s 362: learn: 0.4207743 test: 0.4329481 best: 0.4329443 (353) total: 35.3s remaining: 2m 39s 363: learn: 0.4207658 test: 0.4329479 best: 0.4329443 (353) total: 35.5s remaining: 2m 39s 364: learn: 0.4207653 test: 0.4329478 best: 0.4329443 (353) total: 35.6s remaining: 2m 39s 365: learn: 0.4207652 test: 0.4329478 best: 0.4329443 (353) total: 35.8s remaining: 2m 39s 366: learn: 0.4207652 test: 0.4329478 best: 0.4329443 (353) total: 35.9s remaining: 2m 39s 367: learn: 0.4207651 test: 0.4329478 best: 0.4329443 (353) total: 36s remaining: 2m 39s 368: learn: 0.4207651 test: 0.4329478 best: 0.4329443 (353) total: 36s remaining: 2m 39s 369: learn: 0.4207617 test: 0.4329469 best: 0.4329443 (353) total: 36.2s remaining: 2m 39s 370: learn: 0.4207568 test: 0.4329472 best: 0.4329443 (353) total: 36.4s remaining: 2m 39s 371: learn: 0.4207566 test: 0.4329472 best: 0.4329443 (353) total: 36.6s remaining: 2m 39s 372: learn: 0.4207566 test: 0.4329472 best: 0.4329443 (353) total: 36.6s remaining: 2m 39s 373: learn: 0.4207564 test: 0.4329472 best: 0.4329443 (353) total: 36.7s remaining: 2m 39s 374: learn: 0.4207563 test: 0.4329471 best: 0.4329443 (353) total: 36.8s remaining: 2m 39s 375: learn: 0.4207532 test: 0.4329487 best: 0.4329443 (353) total: 36.9s remaining: 2m 39s 376: learn: 0.4207532 test: 0.4329487 best: 0.4329443 (353) total: 37s remaining: 2m 39s 377: learn: 0.4207524 test: 0.4329486 best: 0.4329443 (353) total: 37.1s remaining: 2m 39s 378: learn: 0.4207523 test: 0.4329524 best: 0.4329443 (353) total: 37.2s remaining: 2m 38s 379: learn: 0.4207523 test: 0.4329524 best: 0.4329443 (353) total: 37.2s remaining: 2m 38s 380: learn: 0.4207476 test: 0.4329524 best: 0.4329443 (353) total: 37.3s remaining: 2m 38s 381: learn: 0.4207455 test: 0.4329547 best: 0.4329443 (353) total: 37.5s remaining: 2m 38s 382: learn: 0.4201737 test: 0.4325389 best: 0.4325389 (382) total: 37.6s remaining: 2m 38s 383: learn: 0.4201137 test: 0.4325257 best: 0.4325257 (383) total: 37.8s remaining: 2m 39s 384: learn: 0.4201129 test: 0.4325289 best: 0.4325257 (383) total: 37.9s remaining: 2m 39s 385: learn: 0.4201122 test: 0.4325319 best: 0.4325257 (383) total: 38.1s remaining: 2m 39s 386: learn: 0.4201121 test: 0.4325319 best: 0.4325257 (383) total: 38.2s remaining: 2m 39s 387: learn: 0.4201121 test: 0.4325319 best: 0.4325257 (383) total: 38.2s remaining: 2m 38s 388: learn: 0.4201121 test: 0.4325319 best: 0.4325257 (383) total: 38.3s remaining: 2m 38s 389: learn: 0.4201121 test: 0.4325319 best: 0.4325257 (383) total: 38.4s remaining: 2m 38s 390: learn: 0.4201121 test: 0.4325319 best: 0.4325257 (383) total: 38.4s remaining: 2m 37s 391: learn: 0.4201119 test: 0.4325319 best: 0.4325257 (383) total: 38.5s remaining: 2m 37s 392: learn: 0.4201119 test: 0.4325319 best: 0.4325257 (383) total: 38.6s remaining: 2m 37s 393: learn: 0.4201119 test: 0.4325319 best: 0.4325257 (383) total: 38.6s remaining: 2m 37s 394: learn: 0.4201118 test: 0.4325348 best: 0.4325257 (383) total: 38.7s remaining: 2m 37s 395: learn: 0.4201118 test: 0.4325348 best: 0.4325257 (383) total: 38.7s remaining: 2m 36s 396: learn: 0.4201118 test: 0.4325348 best: 0.4325257 (383) total: 38.8s remaining: 2m 36s 397: learn: 0.4201116 test: 0.4325376 best: 0.4325257 (383) total: 38.9s remaining: 2m 36s 398: learn: 0.4201116 test: 0.4325376 best: 0.4325257 (383) total: 39.1s remaining: 2m 36s 399: learn: 0.4201115 test: 0.4325376 best: 0.4325257 (383) total: 39.1s remaining: 2m 36s 400: learn: 0.4201115 test: 0.4325376 best: 0.4325257 (383) total: 39.2s remaining: 2m 36s 401: learn: 0.4201115 test: 0.4325376 best: 0.4325257 (383) total: 39.2s remaining: 2m 35s 402: learn: 0.4201115 test: 0.4325376 best: 0.4325257 (383) total: 39.4s remaining: 2m 36s 403: learn: 0.4201115 test: 0.4325376 best: 0.4325257 (383) total: 39.4s remaining: 2m 35s 404: learn: 0.4201115 test: 0.4325376 best: 0.4325257 (383) total: 39.5s remaining: 2m 35s 405: learn: 0.4201115 test: 0.4325376 best: 0.4325257 (383) total: 39.5s remaining: 2m 35s 406: learn: 0.4201105 test: 0.4325350 best: 0.4325257 (383) total: 39.6s remaining: 2m 35s 407: learn: 0.4201105 test: 0.4325350 best: 0.4325257 (383) total: 39.7s remaining: 2m 34s 408: learn: 0.4201094 test: 0.4325341 best: 0.4325257 (383) total: 39.8s remaining: 2m 34s 409: learn: 0.4201094 test: 0.4325341 best: 0.4325257 (383) total: 39.9s remaining: 2m 34s 410: learn: 0.4201094 test: 0.4325341 best: 0.4325257 (383) total: 39.9s remaining: 2m 34s 411: learn: 0.4201093 test: 0.4325341 best: 0.4325257 (383) total: 40.1s remaining: 2m 34s 412: learn: 0.4201093 test: 0.4325341 best: 0.4325257 (383) total: 40.1s remaining: 2m 34s 413: learn: 0.4201090 test: 0.4325340 best: 0.4325257 (383) total: 40.2s remaining: 2m 34s 414: learn: 0.4201089 test: 0.4325367 best: 0.4325257 (383) total: 40.4s remaining: 2m 34s 415: learn: 0.4201087 test: 0.4325367 best: 0.4325257 (383) total: 40.5s remaining: 2m 34s 416: learn: 0.4201087 test: 0.4325367 best: 0.4325257 (383) total: 40.6s remaining: 2m 34s 417: learn: 0.4201087 test: 0.4325367 best: 0.4325257 (383) total: 40.6s remaining: 2m 33s 418: learn: 0.4201087 test: 0.4325367 best: 0.4325257 (383) total: 40.7s remaining: 2m 33s 419: learn: 0.4201086 test: 0.4325367 best: 0.4325257 (383) total: 40.8s remaining: 2m 33s 420: learn: 0.4201086 test: 0.4325367 best: 0.4325257 (383) total: 40.8s remaining: 2m 32s 421: learn: 0.4201085 test: 0.4325367 best: 0.4325257 (383) total: 40.9s remaining: 2m 33s 422: learn: 0.4201079 test: 0.4325392 best: 0.4325257 (383) total: 41.1s remaining: 2m 33s 423: learn: 0.4201079 test: 0.4325392 best: 0.4325257 (383) total: 41.1s remaining: 2m 32s 424: learn: 0.4201079 test: 0.4325392 best: 0.4325257 (383) total: 41.2s remaining: 2m 32s 425: learn: 0.4201078 test: 0.4325392 best: 0.4325257 (383) total: 41.3s remaining: 2m 32s 426: learn: 0.4201078 test: 0.4325392 best: 0.4325257 (383) total: 41.3s remaining: 2m 32s 427: learn: 0.4200847 test: 0.4325411 best: 0.4325257 (383) total: 41.5s remaining: 2m 32s 428: learn: 0.4200847 test: 0.4325411 best: 0.4325257 (383) total: 41.6s remaining: 2m 32s 429: learn: 0.4200846 test: 0.4325411 best: 0.4325257 (383) total: 41.7s remaining: 2m 32s 430: learn: 0.4200846 test: 0.4325411 best: 0.4325257 (383) total: 41.8s remaining: 2m 32s 431: learn: 0.4200846 test: 0.4325411 best: 0.4325257 (383) total: 41.8s remaining: 2m 31s 432: learn: 0.4200840 test: 0.4325426 best: 0.4325257 (383) total: 42s remaining: 2m 31s 433: learn: 0.4200840 test: 0.4325426 best: 0.4325257 (383) total: 42.1s remaining: 2m 31s 434: learn: 0.4200840 test: 0.4325426 best: 0.4325257 (383) total: 42.1s remaining: 2m 31s 435: learn: 0.4200835 test: 0.4325441 best: 0.4325257 (383) total: 42.3s remaining: 2m 31s 436: learn: 0.4200835 test: 0.4325441 best: 0.4325257 (383) total: 42.3s remaining: 2m 31s 437: learn: 0.4200835 test: 0.4325441 best: 0.4325257 (383) total: 42.4s remaining: 2m 31s 438: learn: 0.4200835 test: 0.4325441 best: 0.4325257 (383) total: 42.5s remaining: 2m 30s 439: learn: 0.4200835 test: 0.4325463 best: 0.4325257 (383) total: 42.6s remaining: 2m 31s 440: learn: 0.4200835 test: 0.4325463 best: 0.4325257 (383) total: 42.7s remaining: 2m 30s 441: learn: 0.4200835 test: 0.4325463 best: 0.4325257 (383) total: 42.7s remaining: 2m 30s 442: learn: 0.4200835 test: 0.4325463 best: 0.4325257 (383) total: 42.8s remaining: 2m 30s 443: learn: 0.4200835 test: 0.4325463 best: 0.4325257 (383) total: 42.8s remaining: 2m 30s 444: learn: 0.4200835 test: 0.4325484 best: 0.4325257 (383) total: 42.9s remaining: 2m 30s 445: learn: 0.4200834 test: 0.4325484 best: 0.4325257 (383) total: 43.1s remaining: 2m 30s 446: learn: 0.4200833 test: 0.4325503 best: 0.4325257 (383) total: 43.2s remaining: 2m 30s 447: learn: 0.4200833 test: 0.4325522 best: 0.4325257 (383) total: 43.3s remaining: 2m 29s 448: learn: 0.4200833 test: 0.4325522 best: 0.4325257 (383) total: 43.3s remaining: 2m 29s 449: learn: 0.4200833 test: 0.4325522 best: 0.4325257 (383) total: 43.3s remaining: 2m 29s 450: learn: 0.4200832 test: 0.4325540 best: 0.4325257 (383) total: 43.5s remaining: 2m 29s 451: learn: 0.4200832 test: 0.4325540 best: 0.4325257 (383) total: 43.6s remaining: 2m 29s 452: learn: 0.4200831 test: 0.4325540 best: 0.4325257 (383) total: 43.7s remaining: 2m 29s 453: learn: 0.4200831 test: 0.4325540 best: 0.4325257 (383) total: 43.8s remaining: 2m 29s 454: learn: 0.4200831 test: 0.4325540 best: 0.4325257 (383) total: 43.9s remaining: 2m 28s 455: learn: 0.4200831 test: 0.4325540 best: 0.4325257 (383) total: 43.9s remaining: 2m 28s 456: learn: 0.4200831 test: 0.4325540 best: 0.4325257 (383) total: 44s remaining: 2m 28s 457: learn: 0.4200831 test: 0.4325540 best: 0.4325257 (383) total: 44.1s remaining: 2m 28s 458: learn: 0.4200830 test: 0.4325540 best: 0.4325257 (383) total: 44.2s remaining: 2m 28s 459: learn: 0.4200826 test: 0.4325540 best: 0.4325257 (383) total: 44.4s remaining: 2m 28s 460: learn: 0.4200822 test: 0.4325548 best: 0.4325257 (383) total: 44.5s remaining: 2m 28s 461: learn: 0.4200661 test: 0.4325564 best: 0.4325257 (383) total: 44.7s remaining: 2m 28s 462: learn: 0.4200656 test: 0.4325574 best: 0.4325257 (383) total: 44.8s remaining: 2m 28s 463: learn: 0.4200649 test: 0.4325574 best: 0.4325257 (383) total: 44.9s remaining: 2m 28s 464: learn: 0.4200649 test: 0.4325574 best: 0.4325257 (383) total: 44.9s remaining: 2m 28s 465: learn: 0.4200649 test: 0.4325574 best: 0.4325257 (383) total: 45s remaining: 2m 28s 466: learn: 0.4200630 test: 0.4325548 best: 0.4325257 (383) total: 45.1s remaining: 2m 28s 467: learn: 0.4200629 test: 0.4325548 best: 0.4325257 (383) total: 45.2s remaining: 2m 27s 468: learn: 0.4200625 test: 0.4325557 best: 0.4325257 (383) total: 45.3s remaining: 2m 28s 469: learn: 0.4200604 test: 0.4325537 best: 0.4325257 (383) total: 45.5s remaining: 2m 28s 470: learn: 0.4200604 test: 0.4325537 best: 0.4325257 (383) total: 45.5s remaining: 2m 27s 471: learn: 0.4200600 test: 0.4325546 best: 0.4325257 (383) total: 45.6s remaining: 2m 27s 472: learn: 0.4200597 test: 0.4325555 best: 0.4325257 (383) total: 45.8s remaining: 2m 27s 473: learn: 0.4200596 test: 0.4325555 best: 0.4325257 (383) total: 45.9s remaining: 2m 27s 474: learn: 0.4200582 test: 0.4325537 best: 0.4325257 (383) total: 46.1s remaining: 2m 28s 475: learn: 0.4200579 test: 0.4325545 best: 0.4325257 (383) total: 46.3s remaining: 2m 28s 476: learn: 0.4200512 test: 0.4325533 best: 0.4325257 (383) total: 46.4s remaining: 2m 28s 477: learn: 0.4200508 test: 0.4325533 best: 0.4325257 (383) total: 46.5s remaining: 2m 28s 478: learn: 0.4200492 test: 0.4325534 best: 0.4325257 (383) total: 46.6s remaining: 2m 28s 479: learn: 0.4200491 test: 0.4325534 best: 0.4325257 (383) total: 46.8s remaining: 2m 28s 480: learn: 0.4200228 test: 0.4325732 best: 0.4325257 (383) total: 46.9s remaining: 2m 28s 481: learn: 0.4200228 test: 0.4325732 best: 0.4325257 (383) total: 47s remaining: 2m 27s 482: learn: 0.4200215 test: 0.4325719 best: 0.4325257 (383) total: 47.1s remaining: 2m 27s 483: learn: 0.4200193 test: 0.4325721 best: 0.4325257 (383) total: 47.3s remaining: 2m 28s 484: learn: 0.4200191 test: 0.4325721 best: 0.4325257 (383) total: 47.4s remaining: 2m 28s 485: learn: 0.4200191 test: 0.4325721 best: 0.4325257 (383) total: 47.6s remaining: 2m 28s 486: learn: 0.4200186 test: 0.4325721 best: 0.4325257 (383) total: 47.7s remaining: 2m 28s 487: learn: 0.4200170 test: 0.4325728 best: 0.4325257 (383) total: 47.8s remaining: 2m 28s 488: learn: 0.4200055 test: 0.4325706 best: 0.4325257 (383) total: 48s remaining: 2m 28s 489: learn: 0.4200049 test: 0.4325706 best: 0.4325257 (383) total: 48.1s remaining: 2m 28s 490: learn: 0.4200049 test: 0.4325720 best: 0.4325257 (383) total: 48.3s remaining: 2m 28s 491: learn: 0.4200044 test: 0.4325720 best: 0.4325257 (383) total: 48.4s remaining: 2m 28s 492: learn: 0.4200042 test: 0.4325720 best: 0.4325257 (383) total: 48.6s remaining: 2m 28s 493: learn: 0.4200037 test: 0.4325720 best: 0.4325257 (383) total: 48.7s remaining: 2m 28s 494: learn: 0.4200030 test: 0.4325703 best: 0.4325257 (383) total: 48.8s remaining: 2m 28s 495: learn: 0.4200029 test: 0.4325703 best: 0.4325257 (383) total: 49s remaining: 2m 28s 496: learn: 0.4190161 test: 0.4316216 best: 0.4316216 (496) total: 49.1s remaining: 2m 28s 497: learn: 0.4190160 test: 0.4316216 best: 0.4316216 (496) total: 49.2s remaining: 2m 28s 498: learn: 0.4190146 test: 0.4316218 best: 0.4316216 (496) total: 49.4s remaining: 2m 28s 499: learn: 0.4190137 test: 0.4316205 best: 0.4316205 (499) total: 49.5s remaining: 2m 28s 500: learn: 0.4190126 test: 0.4316191 best: 0.4316191 (500) total: 49.7s remaining: 2m 28s 501: learn: 0.4190103 test: 0.4316186 best: 0.4316186 (501) total: 49.8s remaining: 2m 28s 502: learn: 0.4190103 test: 0.4316186 best: 0.4316186 (501) total: 49.9s remaining: 2m 28s 503: learn: 0.4190091 test: 0.4316155 best: 0.4316155 (503) total: 50.1s remaining: 2m 28s 504: learn: 0.4190090 test: 0.4316155 best: 0.4316155 (503) total: 50.2s remaining: 2m 28s 505: learn: 0.4189939 test: 0.4316045 best: 0.4316045 (505) total: 50.3s remaining: 2m 28s 506: learn: 0.4189884 test: 0.4315966 best: 0.4315966 (506) total: 50.5s remaining: 2m 28s 507: learn: 0.4189882 test: 0.4315966 best: 0.4315966 (507) total: 50.6s remaining: 2m 28s 508: learn: 0.4189838 test: 0.4315974 best: 0.4315966 (507) total: 50.8s remaining: 2m 28s 509: learn: 0.4189732 test: 0.4315974 best: 0.4315966 (507) total: 51s remaining: 2m 28s 510: learn: 0.4189713 test: 0.4315974 best: 0.4315966 (507) total: 51.1s remaining: 2m 28s 511: learn: 0.4189708 test: 0.4315974 best: 0.4315966 (507) total: 51.3s remaining: 2m 28s 512: learn: 0.4189699 test: 0.4315966 best: 0.4315966 (507) total: 51.4s remaining: 2m 28s 513: learn: 0.4189699 test: 0.4315982 best: 0.4315966 (507) total: 51.5s remaining: 2m 28s 514: learn: 0.4189696 test: 0.4315982 best: 0.4315966 (507) total: 51.7s remaining: 2m 28s 515: learn: 0.4189695 test: 0.4315981 best: 0.4315966 (507) total: 51.8s remaining: 2m 29s 516: learn: 0.4189694 test: 0.4315993 best: 0.4315966 (507) total: 52s remaining: 2m 29s 517: learn: 0.4189692 test: 0.4316004 best: 0.4315966 (507) total: 52.2s remaining: 2m 29s 518: learn: 0.4189692 test: 0.4316004 best: 0.4315966 (507) total: 52.3s remaining: 2m 29s 519: learn: 0.4189691 test: 0.4316002 best: 0.4315966 (507) total: 52.4s remaining: 2m 29s 520: learn: 0.4189684 test: 0.4315995 best: 0.4315966 (507) total: 52.5s remaining: 2m 29s 521: learn: 0.4189678 test: 0.4315988 best: 0.4315966 (507) total: 52.6s remaining: 2m 28s 522: learn: 0.4189675 test: 0.4315987 best: 0.4315966 (507) total: 52.8s remaining: 2m 29s 523: learn: 0.4189674 test: 0.4315985 best: 0.4315966 (507) total: 52.9s remaining: 2m 29s 524: learn: 0.4189672 test: 0.4315996 best: 0.4315966 (507) total: 53.1s remaining: 2m 29s 525: learn: 0.4189672 test: 0.4315996 best: 0.4315966 (507) total: 53.2s remaining: 2m 29s 526: learn: 0.4189670 test: 0.4315995 best: 0.4315966 (507) total: 53.3s remaining: 2m 29s 527: learn: 0.4189670 test: 0.4316008 best: 0.4315966 (507) total: 53.4s remaining: 2m 28s 528: learn: 0.4189670 test: 0.4316008 best: 0.4315966 (507) total: 53.5s remaining: 2m 28s 529: learn: 0.4189670 test: 0.4316008 best: 0.4315966 (507) total: 53.6s remaining: 2m 28s 530: learn: 0.4189667 test: 0.4316008 best: 0.4315966 (507) total: 53.7s remaining: 2m 28s 531: learn: 0.4189666 test: 0.4316017 best: 0.4315966 (507) total: 53.9s remaining: 2m 28s 532: learn: 0.4189665 test: 0.4316027 best: 0.4315966 (507) total: 54s remaining: 2m 28s 533: learn: 0.4189665 test: 0.4316027 best: 0.4315966 (507) total: 54.1s remaining: 2m 28s 534: learn: 0.4189664 test: 0.4316026 best: 0.4315966 (507) total: 54.2s remaining: 2m 28s 535: learn: 0.4189663 test: 0.4316035 best: 0.4315966 (507) total: 54.4s remaining: 2m 28s 536: learn: 0.4189663 test: 0.4316035 best: 0.4315966 (507) total: 54.4s remaining: 2m 28s 537: learn: 0.4189658 test: 0.4316035 best: 0.4315966 (507) total: 54.5s remaining: 2m 28s 538: learn: 0.4189657 test: 0.4316043 best: 0.4315966 (507) total: 54.7s remaining: 2m 28s 539: learn: 0.4189657 test: 0.4316043 best: 0.4315966 (507) total: 54.7s remaining: 2m 27s 540: learn: 0.4189657 test: 0.4316043 best: 0.4315966 (507) total: 54.8s remaining: 2m 27s 541: learn: 0.4189657 test: 0.4316043 best: 0.4315966 (507) total: 54.9s remaining: 2m 27s 542: learn: 0.4189657 test: 0.4316043 best: 0.4315966 (507) total: 55s remaining: 2m 27s 543: learn: 0.4189656 test: 0.4316043 best: 0.4315966 (507) total: 55s remaining: 2m 27s 544: learn: 0.4189656 test: 0.4316043 best: 0.4315966 (507) total: 55.1s remaining: 2m 27s 545: learn: 0.4189648 test: 0.4316045 best: 0.4315966 (507) total: 55.2s remaining: 2m 27s 546: learn: 0.4189644 test: 0.4316045 best: 0.4315966 (507) total: 55.3s remaining: 2m 27s 547: learn: 0.4189644 test: 0.4316045 best: 0.4315966 (507) total: 55.4s remaining: 2m 26s 548: learn: 0.4189637 test: 0.4316039 best: 0.4315966 (507) total: 55.5s remaining: 2m 26s 549: learn: 0.4189619 test: 0.4316035 best: 0.4315966 (507) total: 55.7s remaining: 2m 26s 550: learn: 0.4189612 test: 0.4316030 best: 0.4315966 (507) total: 55.7s remaining: 2m 26s 551: learn: 0.4189612 test: 0.4316030 best: 0.4315966 (507) total: 55.8s remaining: 2m 26s 552: learn: 0.4189551 test: 0.4316030 best: 0.4315966 (507) total: 55.9s remaining: 2m 26s 553: learn: 0.4189550 test: 0.4316038 best: 0.4315966 (507) total: 56.1s remaining: 2m 26s 554: learn: 0.4189550 test: 0.4316038 best: 0.4315966 (507) total: 56.2s remaining: 2m 26s 555: learn: 0.4189512 test: 0.4316037 best: 0.4315966 (507) total: 56.3s remaining: 2m 26s 556: learn: 0.4189507 test: 0.4316032 best: 0.4315966 (507) total: 56.5s remaining: 2m 26s 557: learn: 0.4189506 test: 0.4316039 best: 0.4315966 (507) total: 56.6s remaining: 2m 26s 558: learn: 0.4189497 test: 0.4316034 best: 0.4315966 (507) total: 56.7s remaining: 2m 26s 559: learn: 0.4189354 test: 0.4316013 best: 0.4315966 (507) total: 56.9s remaining: 2m 26s 560: learn: 0.4189353 test: 0.4316019 best: 0.4315966 (507) total: 57s remaining: 2m 26s 561: learn: 0.4189348 test: 0.4316019 best: 0.4315966 (507) total: 57.2s remaining: 2m 26s 562: learn: 0.4189348 test: 0.4316024 best: 0.4315966 (507) total: 57.3s remaining: 2m 26s 563: learn: 0.4189347 test: 0.4316031 best: 0.4315966 (507) total: 57.5s remaining: 2m 26s 564: learn: 0.4189286 test: 0.4316027 best: 0.4315966 (507) total: 57.7s remaining: 2m 26s 565: learn: 0.4189286 test: 0.4316027 best: 0.4315966 (507) total: 57.8s remaining: 2m 26s 566: learn: 0.4189285 test: 0.4316032 best: 0.4315966 (507) total: 57.9s remaining: 2m 26s 567: learn: 0.4189283 test: 0.4316032 best: 0.4315966 (507) total: 58s remaining: 2m 26s 568: learn: 0.4189278 test: 0.4316032 best: 0.4315966 (507) total: 58.2s remaining: 2m 26s 569: learn: 0.4189278 test: 0.4316037 best: 0.4315966 (507) total: 58.3s remaining: 2m 26s 570: learn: 0.4189276 test: 0.4316036 best: 0.4315966 (507) total: 58.5s remaining: 2m 26s 571: learn: 0.4189272 test: 0.4316031 best: 0.4315966 (507) total: 58.5s remaining: 2m 26s 572: learn: 0.4189246 test: 0.4316032 best: 0.4315966 (507) total: 58.7s remaining: 2m 26s 573: learn: 0.4189243 test: 0.4316028 best: 0.4315966 (507) total: 58.8s remaining: 2m 26s 574: learn: 0.4189240 test: 0.4316024 best: 0.4315966 (507) total: 58.9s remaining: 2m 25s 575: learn: 0.4189234 test: 0.4316024 best: 0.4315966 (507) total: 59.1s remaining: 2m 26s 576: learn: 0.4189233 test: 0.4316024 best: 0.4315966 (507) total: 59.2s remaining: 2m 26s 577: learn: 0.4189233 test: 0.4316028 best: 0.4315966 (507) total: 59.4s remaining: 2m 26s 578: learn: 0.4189233 test: 0.4316033 best: 0.4315966 (507) total: 59.5s remaining: 2m 26s 579: learn: 0.4189211 test: 0.4316033 best: 0.4315966 (507) total: 59.7s remaining: 2m 26s 580: learn: 0.4189181 test: 0.4316042 best: 0.4315966 (507) total: 59.8s remaining: 2m 26s 581: learn: 0.4189167 test: 0.4316051 best: 0.4315966 (507) total: 60s remaining: 2m 26s 582: learn: 0.4189167 test: 0.4316051 best: 0.4315966 (507) total: 1m remaining: 2m 26s 583: learn: 0.4189124 test: 0.4316059 best: 0.4315966 (507) total: 1m remaining: 2m 26s 584: learn: 0.4189120 test: 0.4316059 best: 0.4315966 (507) total: 1m remaining: 2m 26s 585: learn: 0.4189116 test: 0.4316059 best: 0.4315966 (507) total: 1m remaining: 2m 26s 586: learn: 0.4189113 test: 0.4316054 best: 0.4315966 (507) total: 1m remaining: 2m 26s 587: learn: 0.4189110 test: 0.4316054 best: 0.4315966 (507) total: 1m remaining: 2m 26s 588: learn: 0.4189110 test: 0.4316054 best: 0.4315966 (507) total: 1m 1s remaining: 2m 26s 589: learn: 0.4189108 test: 0.4316054 best: 0.4315966 (507) total: 1m 1s remaining: 2m 26s 590: learn: 0.4189107 test: 0.4316053 best: 0.4315966 (507) total: 1m 1s remaining: 2m 26s 591: learn: 0.4189075 test: 0.4316062 best: 0.4315966 (507) total: 1m 1s remaining: 2m 26s 592: learn: 0.4189065 test: 0.4316072 best: 0.4315966 (507) total: 1m 1s remaining: 2m 26s 593: learn: 0.4189064 test: 0.4316076 best: 0.4315966 (507) total: 1m 1s remaining: 2m 26s 594: learn: 0.4189062 test: 0.4316076 best: 0.4315966 (507) total: 1m 2s remaining: 2m 26s 595: learn: 0.4189058 test: 0.4316076 best: 0.4315966 (507) total: 1m 2s remaining: 2m 26s 596: learn: 0.4189058 test: 0.4316080 best: 0.4315966 (507) total: 1m 2s remaining: 2m 26s 597: learn: 0.4189055 test: 0.4316080 best: 0.4315966 (507) total: 1m 2s remaining: 2m 26s 598: learn: 0.4189054 test: 0.4316080 best: 0.4315966 (507) total: 1m 2s remaining: 2m 26s 599: learn: 0.4188019 test: 0.4315405 best: 0.4315405 (599) total: 1m 2s remaining: 2m 26s 600: learn: 0.4188018 test: 0.4315405 best: 0.4315405 (600) total: 1m 2s remaining: 2m 26s 601: learn: 0.4188016 test: 0.4315405 best: 0.4315405 (601) total: 1m 2s remaining: 2m 26s 602: learn: 0.4188015 test: 0.4315405 best: 0.4315405 (602) total: 1m 3s remaining: 2m 26s 603: learn: 0.4188011 test: 0.4315365 best: 0.4315365 (603) total: 1m 3s remaining: 2m 26s 604: learn: 0.4188008 test: 0.4315361 best: 0.4315361 (604) total: 1m 3s remaining: 2m 26s 605: learn: 0.4188008 test: 0.4315361 best: 0.4315361 (605) total: 1m 3s remaining: 2m 26s 606: learn: 0.4188007 test: 0.4315364 best: 0.4315361 (605) total: 1m 3s remaining: 2m 26s 607: learn: 0.4188006 test: 0.4315364 best: 0.4315361 (605) total: 1m 3s remaining: 2m 26s 608: learn: 0.4188006 test: 0.4315367 best: 0.4315361 (605) total: 1m 3s remaining: 2m 26s 609: learn: 0.4188006 test: 0.4315370 best: 0.4315361 (605) total: 1m 4s remaining: 2m 26s 610: learn: 0.4187982 test: 0.4315371 best: 0.4315361 (605) total: 1m 4s remaining: 2m 26s 611: learn: 0.4187981 test: 0.4315371 best: 0.4315361 (605) total: 1m 4s remaining: 2m 25s 612: learn: 0.4187979 test: 0.4315367 best: 0.4315361 (605) total: 1m 4s remaining: 2m 26s 613: learn: 0.4187979 test: 0.4315367 best: 0.4315361 (605) total: 1m 4s remaining: 2m 25s 614: learn: 0.4187979 test: 0.4315370 best: 0.4315361 (605) total: 1m 4s remaining: 2m 25s 615: learn: 0.4187978 test: 0.4315369 best: 0.4315361 (605) total: 1m 4s remaining: 2m 25s 616: learn: 0.4187977 test: 0.4315366 best: 0.4315361 (605) total: 1m 4s remaining: 2m 25s 617: learn: 0.4187977 test: 0.4315366 best: 0.4315361 (605) total: 1m 5s remaining: 2m 25s 618: learn: 0.4187975 test: 0.4315363 best: 0.4315361 (605) total: 1m 5s remaining: 2m 25s 619: learn: 0.4187975 test: 0.4315363 best: 0.4315361 (605) total: 1m 5s remaining: 2m 25s 620: learn: 0.4187975 test: 0.4315363 best: 0.4315361 (605) total: 1m 5s remaining: 2m 24s 621: learn: 0.4187974 test: 0.4315362 best: 0.4315361 (605) total: 1m 5s remaining: 2m 24s 622: learn: 0.4187974 test: 0.4315362 best: 0.4315361 (605) total: 1m 5s remaining: 2m 24s 623: learn: 0.4187973 test: 0.4315363 best: 0.4315361 (605) total: 1m 5s remaining: 2m 24s 624: learn: 0.4187972 test: 0.4315362 best: 0.4315361 (605) total: 1m 5s remaining: 2m 24s 625: learn: 0.4187962 test: 0.4315358 best: 0.4315358 (625) total: 1m 5s remaining: 2m 24s 626: learn: 0.4187961 test: 0.4315356 best: 0.4315356 (626) total: 1m 6s remaining: 2m 24s 627: learn: 0.4187919 test: 0.4315336 best: 0.4315336 (627) total: 1m 6s remaining: 2m 24s 628: learn: 0.4187909 test: 0.4315339 best: 0.4315336 (627) total: 1m 6s remaining: 2m 24s 629: learn: 0.4187909 test: 0.4315338 best: 0.4315336 (627) total: 1m 6s remaining: 2m 24s 630: learn: 0.4187908 test: 0.4315338 best: 0.4315336 (627) total: 1m 6s remaining: 2m 24s 631: learn: 0.4187908 test: 0.4315338 best: 0.4315336 (627) total: 1m 6s remaining: 2m 24s 632: learn: 0.4187908 test: 0.4315337 best: 0.4315336 (627) total: 1m 6s remaining: 2m 24s 633: learn: 0.4187908 test: 0.4315340 best: 0.4315336 (627) total: 1m 7s remaining: 2m 24s 634: learn: 0.4187908 test: 0.4315343 best: 0.4315336 (627) total: 1m 7s remaining: 2m 24s 635: learn: 0.4187908 test: 0.4315342 best: 0.4315336 (627) total: 1m 7s remaining: 2m 24s 636: learn: 0.4187908 test: 0.4315342 best: 0.4315336 (627) total: 1m 7s remaining: 2m 24s 637: learn: 0.4187900 test: 0.4315342 best: 0.4315336 (627) total: 1m 7s remaining: 2m 24s 638: learn: 0.4187900 test: 0.4315342 best: 0.4315336 (627) total: 1m 7s remaining: 2m 24s 639: learn: 0.4187899 test: 0.4315341 best: 0.4315336 (627) total: 1m 7s remaining: 2m 24s 640: learn: 0.4187899 test: 0.4315341 best: 0.4315336 (627) total: 1m 7s remaining: 2m 24s 641: learn: 0.4187898 test: 0.4315340 best: 0.4315336 (627) total: 1m 8s remaining: 2m 23s 642: learn: 0.4187898 test: 0.4315339 best: 0.4315336 (627) total: 1m 8s remaining: 2m 23s 643: learn: 0.4187898 test: 0.4315339 best: 0.4315336 (627) total: 1m 8s remaining: 2m 23s 644: learn: 0.4187898 test: 0.4315339 best: 0.4315336 (627) total: 1m 8s remaining: 2m 23s 645: learn: 0.4187897 test: 0.4315337 best: 0.4315336 (627) total: 1m 8s remaining: 2m 23s 646: learn: 0.4187897 test: 0.4315336 best: 0.4315336 (646) total: 1m 8s remaining: 2m 23s 647: learn: 0.4187897 test: 0.4315339 best: 0.4315336 (646) total: 1m 8s remaining: 2m 23s 648: learn: 0.4187896 test: 0.4315338 best: 0.4315336 (646) total: 1m 8s remaining: 2m 23s 649: learn: 0.4187896 test: 0.4315337 best: 0.4315336 (646) total: 1m 8s remaining: 2m 23s 650: learn: 0.4187895 test: 0.4315337 best: 0.4315336 (646) total: 1m 9s remaining: 2m 23s 651: learn: 0.4187895 test: 0.4315337 best: 0.4315336 (646) total: 1m 9s remaining: 2m 22s 652: learn: 0.4187895 test: 0.4315336 best: 0.4315336 (646) total: 1m 9s remaining: 2m 22s 653: learn: 0.4187895 test: 0.4315339 best: 0.4315336 (646) total: 1m 9s remaining: 2m 22s 654: learn: 0.4187895 test: 0.4315339 best: 0.4315336 (646) total: 1m 9s remaining: 2m 22s 655: learn: 0.4187895 test: 0.4315339 best: 0.4315336 (646) total: 1m 9s remaining: 2m 22s 656: learn: 0.4187895 test: 0.4315341 best: 0.4315336 (646) total: 1m 9s remaining: 2m 22s 657: learn: 0.4187895 test: 0.4315341 best: 0.4315336 (646) total: 1m 9s remaining: 2m 22s 658: learn: 0.4187895 test: 0.4315340 best: 0.4315336 (646) total: 1m 9s remaining: 2m 22s 659: learn: 0.4187895 test: 0.4315342 best: 0.4315336 (646) total: 1m 10s remaining: 2m 22s 660: learn: 0.4187895 test: 0.4315344 best: 0.4315336 (646) total: 1m 10s remaining: 2m 22s 661: learn: 0.4187895 test: 0.4315344 best: 0.4315336 (646) total: 1m 10s remaining: 2m 22s 662: learn: 0.4187895 test: 0.4315346 best: 0.4315336 (646) total: 1m 10s remaining: 2m 22s 663: learn: 0.4187894 test: 0.4315346 best: 0.4315336 (646) total: 1m 10s remaining: 2m 21s 664: learn: 0.4187894 test: 0.4315345 best: 0.4315336 (646) total: 1m 10s remaining: 2m 21s 665: learn: 0.4187894 test: 0.4315345 best: 0.4315336 (646) total: 1m 10s remaining: 2m 21s 666: learn: 0.4187894 test: 0.4315345 best: 0.4315336 (646) total: 1m 10s remaining: 2m 21s 667: learn: 0.4187894 test: 0.4315345 best: 0.4315336 (646) total: 1m 10s remaining: 2m 21s 668: learn: 0.4187894 test: 0.4315344 best: 0.4315336 (646) total: 1m 11s remaining: 2m 21s 669: learn: 0.4187894 test: 0.4315344 best: 0.4315336 (646) total: 1m 11s remaining: 2m 21s 670: learn: 0.4187894 test: 0.4315344 best: 0.4315336 (646) total: 1m 11s remaining: 2m 21s 671: learn: 0.4187894 test: 0.4315344 best: 0.4315336 (646) total: 1m 11s remaining: 2m 21s 672: learn: 0.4187894 test: 0.4315346 best: 0.4315336 (646) total: 1m 11s remaining: 2m 21s 673: learn: 0.4187893 test: 0.4315345 best: 0.4315336 (646) total: 1m 11s remaining: 2m 20s 674: learn: 0.4187893 test: 0.4315347 best: 0.4315336 (646) total: 1m 11s remaining: 2m 20s 675: learn: 0.4187893 test: 0.4315347 best: 0.4315336 (646) total: 1m 11s remaining: 2m 20s 676: learn: 0.4187893 test: 0.4315347 best: 0.4315336 (646) total: 1m 12s remaining: 2m 20s 677: learn: 0.4187893 test: 0.4315349 best: 0.4315336 (646) total: 1m 12s remaining: 2m 20s 678: learn: 0.4187893 test: 0.4315349 best: 0.4315336 (646) total: 1m 12s remaining: 2m 20s 679: learn: 0.4187893 test: 0.4315349 best: 0.4315336 (646) total: 1m 12s remaining: 2m 20s 680: learn: 0.4187893 test: 0.4315348 best: 0.4315336 (646) total: 1m 12s remaining: 2m 20s 681: learn: 0.4187891 test: 0.4315348 best: 0.4315336 (646) total: 1m 12s remaining: 2m 20s 682: learn: 0.4187891 test: 0.4315350 best: 0.4315336 (646) total: 1m 12s remaining: 2m 20s 683: learn: 0.4187891 test: 0.4315350 best: 0.4315336 (646) total: 1m 12s remaining: 2m 20s 684: learn: 0.4187891 test: 0.4315350 best: 0.4315336 (646) total: 1m 12s remaining: 2m 19s 685: learn: 0.4187891 test: 0.4315350 best: 0.4315336 (646) total: 1m 12s remaining: 2m 19s 686: learn: 0.4187891 test: 0.4315350 best: 0.4315336 (646) total: 1m 12s remaining: 2m 19s 687: learn: 0.4187891 test: 0.4315351 best: 0.4315336 (646) total: 1m 13s remaining: 2m 19s 688: learn: 0.4187891 test: 0.4315350 best: 0.4315336 (646) total: 1m 13s remaining: 2m 19s 689: learn: 0.4187891 test: 0.4315350 best: 0.4315336 (646) total: 1m 13s remaining: 2m 19s 690: learn: 0.4187891 test: 0.4315350 best: 0.4315336 (646) total: 1m 13s remaining: 2m 19s 691: learn: 0.4187891 test: 0.4315351 best: 0.4315336 (646) total: 1m 13s remaining: 2m 19s 692: learn: 0.4187891 test: 0.4315351 best: 0.4315336 (646) total: 1m 13s remaining: 2m 18s 693: learn: 0.4187891 test: 0.4315351 best: 0.4315336 (646) total: 1m 13s remaining: 2m 18s 694: learn: 0.4187891 test: 0.4315353 best: 0.4315336 (646) total: 1m 13s remaining: 2m 18s 695: learn: 0.4187891 test: 0.4315353 best: 0.4315336 (646) total: 1m 13s remaining: 2m 18s 696: learn: 0.4187891 test: 0.4315353 best: 0.4315336 (646) total: 1m 14s remaining: 2m 18s 697: learn: 0.4187889 test: 0.4315354 best: 0.4315336 (646) total: 1m 14s remaining: 2m 18s 698: learn: 0.4187889 test: 0.4315355 best: 0.4315336 (646) total: 1m 14s remaining: 2m 18s 699: learn: 0.4187889 test: 0.4315355 best: 0.4315336 (646) total: 1m 14s remaining: 2m 18s 700: learn: 0.4187888 test: 0.4315353 best: 0.4315336 (646) total: 1m 14s remaining: 2m 18s 701: learn: 0.4187888 test: 0.4315353 best: 0.4315336 (646) total: 1m 14s remaining: 2m 18s 702: learn: 0.4187887 test: 0.4315353 best: 0.4315336 (646) total: 1m 14s remaining: 2m 18s 703: learn: 0.4187886 test: 0.4315354 best: 0.4315336 (646) total: 1m 14s remaining: 2m 18s 704: learn: 0.4187886 test: 0.4315354 best: 0.4315336 (646) total: 1m 15s remaining: 2m 17s 705: learn: 0.4187885 test: 0.4315354 best: 0.4315336 (646) total: 1m 15s remaining: 2m 17s 706: learn: 0.4187884 test: 0.4315354 best: 0.4315336 (646) total: 1m 15s remaining: 2m 17s 707: learn: 0.4187884 test: 0.4315354 best: 0.4315336 (646) total: 1m 15s remaining: 2m 17s 708: learn: 0.4187884 test: 0.4315354 best: 0.4315336 (646) total: 1m 15s remaining: 2m 17s 709: learn: 0.4187878 test: 0.4315354 best: 0.4315336 (646) total: 1m 15s remaining: 2m 17s 710: learn: 0.4187878 test: 0.4315354 best: 0.4315336 (646) total: 1m 15s remaining: 2m 17s 711: learn: 0.4187878 test: 0.4315354 best: 0.4315336 (646) total: 1m 15s remaining: 2m 17s 712: learn: 0.4187876 test: 0.4315353 best: 0.4315336 (646) total: 1m 16s remaining: 2m 17s 713: learn: 0.4187875 test: 0.4315353 best: 0.4315336 (646) total: 1m 16s remaining: 2m 17s 714: learn: 0.4187875 test: 0.4315353 best: 0.4315336 (646) total: 1m 16s remaining: 2m 17s 715: learn: 0.4187875 test: 0.4315353 best: 0.4315336 (646) total: 1m 16s remaining: 2m 17s 716: learn: 0.4187875 test: 0.4315353 best: 0.4315336 (646) total: 1m 16s remaining: 2m 16s 717: learn: 0.4187875 test: 0.4315353 best: 0.4315336 (646) total: 1m 16s remaining: 2m 16s 718: learn: 0.4187874 test: 0.4315353 best: 0.4315336 (646) total: 1m 16s remaining: 2m 16s 719: learn: 0.4187874 test: 0.4315353 best: 0.4315336 (646) total: 1m 16s remaining: 2m 16s 720: learn: 0.4187874 test: 0.4315353 best: 0.4315336 (646) total: 1m 16s remaining: 2m 16s 721: learn: 0.4187874 test: 0.4315353 best: 0.4315336 (646) total: 1m 16s remaining: 2m 16s 722: learn: 0.4187874 test: 0.4315353 best: 0.4315336 (646) total: 1m 16s remaining: 2m 15s 723: learn: 0.4187874 test: 0.4315353 best: 0.4315336 (646) total: 1m 17s remaining: 2m 15s 724: learn: 0.4187874 test: 0.4315353 best: 0.4315336 (646) total: 1m 17s remaining: 2m 15s 725: learn: 0.4187874 test: 0.4315353 best: 0.4315336 (646) total: 1m 17s remaining: 2m 15s 726: learn: 0.4187771 test: 0.4315356 best: 0.4315336 (646) total: 1m 17s remaining: 2m 15s 727: learn: 0.4187771 test: 0.4315356 best: 0.4315336 (646) total: 1m 17s remaining: 2m 15s 728: learn: 0.4187767 test: 0.4315356 best: 0.4315336 (646) total: 1m 17s remaining: 2m 15s 729: learn: 0.4187767 test: 0.4315356 best: 0.4315336 (646) total: 1m 17s remaining: 2m 15s 730: learn: 0.4187763 test: 0.4315356 best: 0.4315336 (646) total: 1m 17s remaining: 2m 14s 731: learn: 0.4187763 test: 0.4315356 best: 0.4315336 (646) total: 1m 17s remaining: 2m 14s 732: learn: 0.4187763 test: 0.4315356 best: 0.4315336 (646) total: 1m 17s remaining: 2m 14s 733: learn: 0.4187763 test: 0.4315356 best: 0.4315336 (646) total: 1m 17s remaining: 2m 14s 734: learn: 0.4187763 test: 0.4315356 best: 0.4315336 (646) total: 1m 18s remaining: 2m 14s 735: learn: 0.4187763 test: 0.4315356 best: 0.4315336 (646) total: 1m 18s remaining: 2m 14s 736: learn: 0.4187763 test: 0.4315357 best: 0.4315336 (646) total: 1m 18s remaining: 2m 13s 737: learn: 0.4187763 test: 0.4315357 best: 0.4315336 (646) total: 1m 18s remaining: 2m 13s 738: learn: 0.4187763 test: 0.4315357 best: 0.4315336 (646) total: 1m 18s remaining: 2m 13s 739: learn: 0.4187763 test: 0.4315357 best: 0.4315336 (646) total: 1m 18s remaining: 2m 13s 740: learn: 0.4187763 test: 0.4315357 best: 0.4315336 (646) total: 1m 18s remaining: 2m 13s 741: learn: 0.4187763 test: 0.4315357 best: 0.4315336 (646) total: 1m 18s remaining: 2m 13s 742: learn: 0.4187763 test: 0.4315357 best: 0.4315336 (646) total: 1m 18s remaining: 2m 12s 743: learn: 0.4187763 test: 0.4315357 best: 0.4315336 (646) total: 1m 18s remaining: 2m 12s 744: learn: 0.4187763 test: 0.4315357 best: 0.4315336 (646) total: 1m 18s remaining: 2m 12s 745: learn: 0.4187763 test: 0.4315357 best: 0.4315336 (646) total: 1m 18s remaining: 2m 12s 746: learn: 0.4187763 test: 0.4315357 best: 0.4315336 (646) total: 1m 18s remaining: 2m 12s 747: learn: 0.4187762 test: 0.4315357 best: 0.4315336 (646) total: 1m 18s remaining: 2m 12s 748: learn: 0.4187762 test: 0.4315357 best: 0.4315336 (646) total: 1m 18s remaining: 2m 11s 749: learn: 0.4187762 test: 0.4315357 best: 0.4315336 (646) total: 1m 19s remaining: 2m 11s 750: learn: 0.4187762 test: 0.4315357 best: 0.4315336 (646) total: 1m 19s remaining: 2m 11s 751: learn: 0.4187762 test: 0.4315357 best: 0.4315336 (646) total: 1m 19s remaining: 2m 11s 752: learn: 0.4187762 test: 0.4315357 best: 0.4315336 (646) total: 1m 19s remaining: 2m 11s 753: learn: 0.4187762 test: 0.4315357 best: 0.4315336 (646) total: 1m 19s remaining: 2m 10s 754: learn: 0.4187762 test: 0.4315357 best: 0.4315336 (646) total: 1m 19s remaining: 2m 10s 755: learn: 0.4187762 test: 0.4315357 best: 0.4315336 (646) total: 1m 19s remaining: 2m 10s 756: learn: 0.4187762 test: 0.4315357 best: 0.4315336 (646) total: 1m 19s remaining: 2m 10s 757: learn: 0.4187762 test: 0.4315357 best: 0.4315336 (646) total: 1m 19s remaining: 2m 10s 758: learn: 0.4187762 test: 0.4315357 best: 0.4315336 (646) total: 1m 19s remaining: 2m 9s 759: learn: 0.4187762 test: 0.4315357 best: 0.4315336 (646) total: 1m 19s remaining: 2m 9s 760: learn: 0.4187762 test: 0.4315357 best: 0.4315336 (646) total: 1m 19s remaining: 2m 9s 761: learn: 0.4187762 test: 0.4315357 best: 0.4315336 (646) total: 1m 19s remaining: 2m 9s 762: learn: 0.4187762 test: 0.4315357 best: 0.4315336 (646) total: 1m 19s remaining: 2m 9s 763: learn: 0.4187762 test: 0.4315357 best: 0.4315336 (646) total: 1m 19s remaining: 2m 9s 764: learn: 0.4187762 test: 0.4315357 best: 0.4315336 (646) total: 1m 20s remaining: 2m 9s 765: learn: 0.4187762 test: 0.4315357 best: 0.4315336 (646) total: 1m 20s remaining: 2m 9s 766: learn: 0.4187762 test: 0.4315357 best: 0.4315336 (646) total: 1m 20s remaining: 2m 8s 767: learn: 0.4187762 test: 0.4315357 best: 0.4315336 (646) total: 1m 20s remaining: 2m 8s 768: learn: 0.4187762 test: 0.4315357 best: 0.4315336 (646) total: 1m 20s remaining: 2m 8s 769: learn: 0.4187762 test: 0.4315357 best: 0.4315336 (646) total: 1m 20s remaining: 2m 8s 770: learn: 0.4187762 test: 0.4315357 best: 0.4315336 (646) total: 1m 20s remaining: 2m 8s 771: learn: 0.4187762 test: 0.4315357 best: 0.4315336 (646) total: 1m 20s remaining: 2m 8s 772: learn: 0.4187762 test: 0.4315357 best: 0.4315336 (646) total: 1m 20s remaining: 2m 8s 773: learn: 0.4187762 test: 0.4315357 best: 0.4315336 (646) total: 1m 20s remaining: 2m 7s 774: learn: 0.4187762 test: 0.4315357 best: 0.4315336 (646) total: 1m 20s remaining: 2m 7s 775: learn: 0.4187762 test: 0.4315357 best: 0.4315336 (646) total: 1m 20s remaining: 2m 7s 776: learn: 0.4187762 test: 0.4315357 best: 0.4315336 (646) total: 1m 20s remaining: 2m 7s 777: learn: 0.4187756 test: 0.4315357 best: 0.4315336 (646) total: 1m 21s remaining: 2m 7s 778: learn: 0.4187756 test: 0.4315357 best: 0.4315336 (646) total: 1m 21s remaining: 2m 7s 779: learn: 0.4187756 test: 0.4315357 best: 0.4315336 (646) total: 1m 21s remaining: 2m 7s 780: learn: 0.4187756 test: 0.4315357 best: 0.4315336 (646) total: 1m 21s remaining: 2m 7s 781: learn: 0.4187756 test: 0.4315357 best: 0.4315336 (646) total: 1m 21s remaining: 2m 6s 782: learn: 0.4187756 test: 0.4315357 best: 0.4315336 (646) total: 1m 21s remaining: 2m 6s 783: learn: 0.4187756 test: 0.4315357 best: 0.4315336 (646) total: 1m 21s remaining: 2m 6s 784: learn: 0.4187756 test: 0.4315357 best: 0.4315336 (646) total: 1m 21s remaining: 2m 6s 785: learn: 0.4187756 test: 0.4315357 best: 0.4315336 (646) total: 1m 21s remaining: 2m 6s 786: learn: 0.4187753 test: 0.4315357 best: 0.4315336 (646) total: 1m 22s remaining: 2m 6s 787: learn: 0.4187752 test: 0.4315357 best: 0.4315336 (646) total: 1m 22s remaining: 2m 6s 788: learn: 0.4187752 test: 0.4315357 best: 0.4315336 (646) total: 1m 22s remaining: 2m 6s 789: learn: 0.4187752 test: 0.4315358 best: 0.4315336 (646) total: 1m 22s remaining: 2m 6s 790: learn: 0.4187752 test: 0.4315358 best: 0.4315336 (646) total: 1m 22s remaining: 2m 6s 791: learn: 0.4187752 test: 0.4315358 best: 0.4315336 (646) total: 1m 22s remaining: 2m 6s 792: learn: 0.4187752 test: 0.4315357 best: 0.4315336 (646) total: 1m 22s remaining: 2m 6s 793: learn: 0.4187752 test: 0.4315357 best: 0.4315336 (646) total: 1m 22s remaining: 2m 6s 794: learn: 0.4187752 test: 0.4315358 best: 0.4315336 (646) total: 1m 23s remaining: 2m 5s 795: learn: 0.4187752 test: 0.4315358 best: 0.4315336 (646) total: 1m 23s remaining: 2m 5s 796: learn: 0.4187752 test: 0.4315358 best: 0.4315336 (646) total: 1m 23s remaining: 2m 5s 797: learn: 0.4187751 test: 0.4315358 best: 0.4315336 (646) total: 1m 23s remaining: 2m 5s 798: learn: 0.4187751 test: 0.4315358 best: 0.4315336 (646) total: 1m 23s remaining: 2m 5s 799: learn: 0.4185456 test: 0.4313718 best: 0.4313718 (799) total: 1m 23s remaining: 2m 5s 800: learn: 0.4185433 test: 0.4313720 best: 0.4313718 (799) total: 1m 23s remaining: 2m 5s 801: learn: 0.4185432 test: 0.4313720 best: 0.4313718 (799) total: 1m 24s remaining: 2m 5s 802: learn: 0.4185429 test: 0.4313719 best: 0.4313718 (799) total: 1m 24s remaining: 2m 5s 803: learn: 0.4185429 test: 0.4313719 best: 0.4313718 (799) total: 1m 24s remaining: 2m 5s 804: learn: 0.4185429 test: 0.4313719 best: 0.4313718 (799) total: 1m 24s remaining: 2m 5s 805: learn: 0.4185429 test: 0.4313719 best: 0.4313718 (799) total: 1m 24s remaining: 2m 5s 806: learn: 0.4185429 test: 0.4313719 best: 0.4313718 (799) total: 1m 24s remaining: 2m 5s 807: learn: 0.4185429 test: 0.4313719 best: 0.4313718 (799) total: 1m 24s remaining: 2m 5s 808: learn: 0.4185429 test: 0.4313720 best: 0.4313718 (799) total: 1m 24s remaining: 2m 4s 809: learn: 0.4185429 test: 0.4313720 best: 0.4313718 (799) total: 1m 25s remaining: 2m 4s 810: learn: 0.4185425 test: 0.4313720 best: 0.4313718 (799) total: 1m 25s remaining: 2m 4s 811: learn: 0.4185425 test: 0.4313720 best: 0.4313718 (799) total: 1m 25s remaining: 2m 4s 812: learn: 0.4185425 test: 0.4313720 best: 0.4313718 (799) total: 1m 25s remaining: 2m 4s 813: learn: 0.4185425 test: 0.4313720 best: 0.4313718 (799) total: 1m 25s remaining: 2m 4s 814: learn: 0.4185424 test: 0.4313720 best: 0.4313718 (799) total: 1m 25s remaining: 2m 4s 815: learn: 0.4185424 test: 0.4313720 best: 0.4313718 (799) total: 1m 25s remaining: 2m 4s 816: learn: 0.4185422 test: 0.4313720 best: 0.4313718 (799) total: 1m 25s remaining: 2m 4s 817: learn: 0.4185421 test: 0.4313720 best: 0.4313718 (799) total: 1m 25s remaining: 2m 4s 818: learn: 0.4185421 test: 0.4313720 best: 0.4313718 (799) total: 1m 26s remaining: 2m 4s 819: learn: 0.4185421 test: 0.4313720 best: 0.4313718 (799) total: 1m 26s remaining: 2m 4s 820: learn: 0.4185420 test: 0.4313720 best: 0.4313718 (799) total: 1m 26s remaining: 2m 3s 821: learn: 0.4185419 test: 0.4313720 best: 0.4313718 (799) total: 1m 26s remaining: 2m 3s 822: learn: 0.4185419 test: 0.4313720 best: 0.4313718 (799) total: 1m 26s remaining: 2m 3s 823: learn: 0.4185419 test: 0.4313720 best: 0.4313718 (799) total: 1m 26s remaining: 2m 3s 824: learn: 0.4185419 test: 0.4313720 best: 0.4313718 (799) total: 1m 26s remaining: 2m 3s 825: learn: 0.4185419 test: 0.4313720 best: 0.4313718 (799) total: 1m 26s remaining: 2m 3s 826: learn: 0.4185419 test: 0.4313720 best: 0.4313718 (799) total: 1m 26s remaining: 2m 3s 827: learn: 0.4185419 test: 0.4313720 best: 0.4313718 (799) total: 1m 26s remaining: 2m 3s 828: learn: 0.4185419 test: 0.4313720 best: 0.4313718 (799) total: 1m 27s remaining: 2m 3s 829: learn: 0.4185419 test: 0.4313720 best: 0.4313718 (799) total: 1m 27s remaining: 2m 3s 830: learn: 0.4185419 test: 0.4313720 best: 0.4313718 (799) total: 1m 27s remaining: 2m 2s 831: learn: 0.4185419 test: 0.4313720 best: 0.4313718 (799) total: 1m 27s remaining: 2m 2s 832: learn: 0.4185419 test: 0.4313720 best: 0.4313718 (799) total: 1m 27s remaining: 2m 2s 833: learn: 0.4185419 test: 0.4313720 best: 0.4313718 (799) total: 1m 27s remaining: 2m 2s 834: learn: 0.4185419 test: 0.4313720 best: 0.4313718 (799) total: 1m 27s remaining: 2m 2s 835: learn: 0.4185418 test: 0.4313720 best: 0.4313718 (799) total: 1m 27s remaining: 2m 2s 836: learn: 0.4185418 test: 0.4313720 best: 0.4313718 (799) total: 1m 27s remaining: 2m 2s 837: learn: 0.4185418 test: 0.4313720 best: 0.4313718 (799) total: 1m 28s remaining: 2m 2s 838: learn: 0.4185418 test: 0.4313720 best: 0.4313718 (799) total: 1m 28s remaining: 2m 1s 839: learn: 0.4185418 test: 0.4313720 best: 0.4313718 (799) total: 1m 28s remaining: 2m 1s 840: learn: 0.4185418 test: 0.4313720 best: 0.4313718 (799) total: 1m 28s remaining: 2m 1s 841: learn: 0.4185418 test: 0.4313720 best: 0.4313718 (799) total: 1m 28s remaining: 2m 1s 842: learn: 0.4185418 test: 0.4313720 best: 0.4313718 (799) total: 1m 28s remaining: 2m 1s 843: learn: 0.4185418 test: 0.4313720 best: 0.4313718 (799) total: 1m 28s remaining: 2m 1s 844: learn: 0.4185418 test: 0.4313720 best: 0.4313718 (799) total: 1m 28s remaining: 2m 1s 845: learn: 0.4185418 test: 0.4313720 best: 0.4313718 (799) total: 1m 28s remaining: 2m 1s 846: learn: 0.4185418 test: 0.4313720 best: 0.4313718 (799) total: 1m 28s remaining: 2m 1s 847: learn: 0.4185418 test: 0.4313720 best: 0.4313718 (799) total: 1m 29s remaining: 2m 1s 848: learn: 0.4185418 test: 0.4313720 best: 0.4313718 (799) total: 1m 29s remaining: 2m 849: learn: 0.4185418 test: 0.4313720 best: 0.4313718 (799) total: 1m 29s remaining: 2m 850: learn: 0.4185412 test: 0.4313719 best: 0.4313718 (799) total: 1m 29s remaining: 2m 851: learn: 0.4185412 test: 0.4313719 best: 0.4313718 (799) total: 1m 29s remaining: 2m 852: learn: 0.4185412 test: 0.4313719 best: 0.4313718 (799) total: 1m 29s remaining: 2m 853: learn: 0.4185410 test: 0.4313718 best: 0.4313718 (853) total: 1m 29s remaining: 2m 854: learn: 0.4185410 test: 0.4313718 best: 0.4313718 (854) total: 1m 30s remaining: 2m 855: learn: 0.4185238 test: 0.4313809 best: 0.4313718 (854) total: 1m 30s remaining: 2m 856: learn: 0.4185238 test: 0.4313809 best: 0.4313718 (854) total: 1m 30s remaining: 2m 857: learn: 0.4185238 test: 0.4313809 best: 0.4313718 (854) total: 1m 30s remaining: 2m 858: learn: 0.4185238 test: 0.4313809 best: 0.4313718 (854) total: 1m 30s remaining: 2m 859: learn: 0.4185238 test: 0.4313809 best: 0.4313718 (854) total: 1m 30s remaining: 2m 860: learn: 0.4185238 test: 0.4313808 best: 0.4313718 (854) total: 1m 30s remaining: 2m 861: learn: 0.4185237 test: 0.4313806 best: 0.4313718 (854) total: 1m 30s remaining: 2m 862: learn: 0.4185237 test: 0.4313806 best: 0.4313718 (854) total: 1m 31s remaining: 2m 863: learn: 0.4185237 test: 0.4313806 best: 0.4313718 (854) total: 1m 31s remaining: 2m 864: learn: 0.4185237 test: 0.4313806 best: 0.4313718 (854) total: 1m 31s remaining: 1m 59s 865: learn: 0.4185225 test: 0.4313803 best: 0.4313718 (854) total: 1m 31s remaining: 1m 59s 866: learn: 0.4175323 test: 0.4306220 best: 0.4306220 (866) total: 1m 31s remaining: 1m 59s 867: learn: 0.4175317 test: 0.4306218 best: 0.4306218 (867) total: 1m 31s remaining: 1m 59s 868: learn: 0.4175314 test: 0.4306218 best: 0.4306218 (867) total: 1m 31s remaining: 1m 59s 869: learn: 0.4175290 test: 0.4306218 best: 0.4306218 (869) total: 1m 32s remaining: 1m 59s 870: learn: 0.4175289 test: 0.4306218 best: 0.4306218 (869) total: 1m 32s remaining: 1m 59s 871: learn: 0.4175049 test: 0.4306246 best: 0.4306218 (869) total: 1m 32s remaining: 1m 59s 872: learn: 0.4174947 test: 0.4306251 best: 0.4306218 (869) total: 1m 32s remaining: 1m 59s 873: learn: 0.4173724 test: 0.4305386 best: 0.4305386 (873) total: 1m 32s remaining: 1m 59s 874: learn: 0.4173724 test: 0.4305386 best: 0.4305386 (873) total: 1m 32s remaining: 1m 59s 875: learn: 0.4173724 test: 0.4305386 best: 0.4305386 (875) total: 1m 32s remaining: 1m 59s 876: learn: 0.4173723 test: 0.4305386 best: 0.4305386 (875) total: 1m 33s remaining: 1m 59s 877: learn: 0.4173705 test: 0.4305389 best: 0.4305386 (875) total: 1m 33s remaining: 1m 59s 878: learn: 0.4173703 test: 0.4305388 best: 0.4305386 (875) total: 1m 33s remaining: 1m 59s 879: learn: 0.4173696 test: 0.4305386 best: 0.4305386 (879) total: 1m 33s remaining: 1m 59s 880: learn: 0.4173685 test: 0.4305387 best: 0.4305386 (879) total: 1m 33s remaining: 1m 59s 881: learn: 0.4173683 test: 0.4305386 best: 0.4305386 (879) total: 1m 33s remaining: 1m 58s 882: learn: 0.4173683 test: 0.4305386 best: 0.4305386 (882) total: 1m 33s remaining: 1m 58s 883: learn: 0.4173681 test: 0.4305393 best: 0.4305386 (882) total: 1m 34s remaining: 1m 58s 884: learn: 0.4173681 test: 0.4305382 best: 0.4305382 (884) total: 1m 34s remaining: 1m 58s 885: learn: 0.4173681 test: 0.4305382 best: 0.4305382 (885) total: 1m 34s remaining: 1m 58s 886: learn: 0.4173631 test: 0.4305350 best: 0.4305350 (886) total: 1m 34s remaining: 1m 58s 887: learn: 0.4173631 test: 0.4305339 best: 0.4305339 (887) total: 1m 34s remaining: 1m 58s 888: learn: 0.4173594 test: 0.4305375 best: 0.4305339 (887) total: 1m 34s remaining: 1m 58s 889: learn: 0.4173594 test: 0.4305375 best: 0.4305339 (887) total: 1m 34s remaining: 1m 58s 890: learn: 0.4173594 test: 0.4305375 best: 0.4305339 (887) total: 1m 35s remaining: 1m 58s 891: learn: 0.4173594 test: 0.4305375 best: 0.4305339 (887) total: 1m 35s remaining: 1m 58s 892: learn: 0.4173594 test: 0.4305375 best: 0.4305339 (887) total: 1m 35s remaining: 1m 58s 893: learn: 0.4173591 test: 0.4305374 best: 0.4305339 (887) total: 1m 35s remaining: 1m 58s 894: learn: 0.4173589 test: 0.4305373 best: 0.4305339 (887) total: 1m 35s remaining: 1m 58s 895: learn: 0.4173589 test: 0.4305374 best: 0.4305339 (887) total: 1m 35s remaining: 1m 57s 896: learn: 0.4173589 test: 0.4305374 best: 0.4305339 (887) total: 1m 35s remaining: 1m 57s 897: learn: 0.4173589 test: 0.4305374 best: 0.4305339 (887) total: 1m 36s remaining: 1m 57s 898: learn: 0.4173588 test: 0.4305374 best: 0.4305339 (887) total: 1m 36s remaining: 1m 57s 899: learn: 0.4173588 test: 0.4305375 best: 0.4305339 (887) total: 1m 36s remaining: 1m 57s 900: learn: 0.4173587 test: 0.4305375 best: 0.4305339 (887) total: 1m 36s remaining: 1m 57s 901: learn: 0.4173587 test: 0.4305376 best: 0.4305339 (887) total: 1m 36s remaining: 1m 57s 902: learn: 0.4173587 test: 0.4305376 best: 0.4305339 (887) total: 1m 36s remaining: 1m 57s 903: learn: 0.4173586 test: 0.4305375 best: 0.4305339 (887) total: 1m 36s remaining: 1m 57s 904: learn: 0.4173586 test: 0.4305375 best: 0.4305339 (887) total: 1m 37s remaining: 1m 57s 905: learn: 0.4173585 test: 0.4305375 best: 0.4305339 (887) total: 1m 37s remaining: 1m 57s 906: learn: 0.4173585 test: 0.4305375 best: 0.4305339 (887) total: 1m 37s remaining: 1m 57s 907: learn: 0.4173585 test: 0.4305375 best: 0.4305339 (887) total: 1m 37s remaining: 1m 57s 908: learn: 0.4173585 test: 0.4305375 best: 0.4305339 (887) total: 1m 37s remaining: 1m 57s 909: learn: 0.4173585 test: 0.4305375 best: 0.4305339 (887) total: 1m 37s remaining: 1m 57s 910: learn: 0.4173583 test: 0.4305382 best: 0.4305339 (887) total: 1m 37s remaining: 1m 56s 911: learn: 0.4173543 test: 0.4305385 best: 0.4305339 (887) total: 1m 37s remaining: 1m 56s 912: learn: 0.4173543 test: 0.4305374 best: 0.4305339 (887) total: 1m 38s remaining: 1m 56s 913: learn: 0.4173537 test: 0.4305374 best: 0.4305339 (887) total: 1m 38s remaining: 1m 56s 914: learn: 0.4173537 test: 0.4305365 best: 0.4305339 (887) total: 1m 38s remaining: 1m 56s 915: learn: 0.4173519 test: 0.4305364 best: 0.4305339 (887) total: 1m 38s remaining: 1m 56s 916: learn: 0.4169558 test: 0.4302670 best: 0.4302670 (916) total: 1m 38s remaining: 1m 56s 917: learn: 0.4169530 test: 0.4302665 best: 0.4302665 (917) total: 1m 38s remaining: 1m 56s 918: learn: 0.4169530 test: 0.4302665 best: 0.4302665 (918) total: 1m 38s remaining: 1m 56s 919: learn: 0.4169530 test: 0.4302665 best: 0.4302665 (919) total: 1m 38s remaining: 1m 56s 920: learn: 0.4169524 test: 0.4302664 best: 0.4302664 (920) total: 1m 39s remaining: 1m 56s 921: learn: 0.4165045 test: 0.4298868 best: 0.4298868 (921) total: 1m 39s remaining: 1m 55s 922: learn: 0.4165035 test: 0.4298868 best: 0.4298868 (921) total: 1m 39s remaining: 1m 55s 923: learn: 0.4165029 test: 0.4298867 best: 0.4298867 (923) total: 1m 39s remaining: 1m 55s 924: learn: 0.4165029 test: 0.4298867 best: 0.4298867 (924) total: 1m 39s remaining: 1m 55s 925: learn: 0.4165023 test: 0.4298867 best: 0.4298867 (924) total: 1m 39s remaining: 1m 55s 926: learn: 0.4165020 test: 0.4298867 best: 0.4298867 (924) total: 1m 40s remaining: 1m 55s 927: learn: 0.4165020 test: 0.4298867 best: 0.4298867 (927) total: 1m 40s remaining: 1m 55s 928: learn: 0.4165020 test: 0.4298867 best: 0.4298867 (927) total: 1m 40s remaining: 1m 55s 929: learn: 0.4165019 test: 0.4298866 best: 0.4298866 (929) total: 1m 40s remaining: 1m 55s 930: learn: 0.4165019 test: 0.4298866 best: 0.4298866 (930) total: 1m 40s remaining: 1m 55s 931: learn: 0.4165007 test: 0.4298867 best: 0.4298866 (930) total: 1m 40s remaining: 1m 55s 932: learn: 0.4165007 test: 0.4298867 best: 0.4298866 (930) total: 1m 40s remaining: 1m 55s 933: learn: 0.4165007 test: 0.4298867 best: 0.4298866 (930) total: 1m 41s remaining: 1m 55s 934: learn: 0.4165007 test: 0.4298867 best: 0.4298866 (930) total: 1m 41s remaining: 1m 55s 935: learn: 0.4165007 test: 0.4298867 best: 0.4298866 (930) total: 1m 41s remaining: 1m 55s 936: learn: 0.4165006 test: 0.4298867 best: 0.4298866 (930) total: 1m 41s remaining: 1m 55s 937: learn: 0.4165006 test: 0.4298867 best: 0.4298866 (930) total: 1m 41s remaining: 1m 54s 938: learn: 0.4165006 test: 0.4298867 best: 0.4298866 (930) total: 1m 41s remaining: 1m 54s 939: learn: 0.4165005 test: 0.4298867 best: 0.4298866 (930) total: 1m 41s remaining: 1m 54s 940: learn: 0.4165003 test: 0.4298868 best: 0.4298866 (930) total: 1m 41s remaining: 1m 54s 941: learn: 0.4165003 test: 0.4298869 best: 0.4298866 (930) total: 1m 42s remaining: 1m 54s 942: learn: 0.4164999 test: 0.4298876 best: 0.4298866 (930) total: 1m 42s remaining: 1m 54s 943: learn: 0.4158724 test: 0.4293206 best: 0.4293206 (943) total: 1m 42s remaining: 1m 54s 944: learn: 0.4158720 test: 0.4293206 best: 0.4293206 (943) total: 1m 42s remaining: 1m 54s 945: learn: 0.4158710 test: 0.4293215 best: 0.4293206 (943) total: 1m 42s remaining: 1m 54s 946: learn: 0.4158709 test: 0.4293200 best: 0.4293200 (946) total: 1m 42s remaining: 1m 54s 947: learn: 0.4158709 test: 0.4293200 best: 0.4293200 (946) total: 1m 42s remaining: 1m 54s 948: learn: 0.4158266 test: 0.4293062 best: 0.4293062 (948) total: 1m 43s remaining: 1m 54s 949: learn: 0.4158264 test: 0.4293062 best: 0.4293062 (949) total: 1m 43s remaining: 1m 54s 950: learn: 0.4158263 test: 0.4293064 best: 0.4293062 (949) total: 1m 43s remaining: 1m 54s 951: learn: 0.4158260 test: 0.4293064 best: 0.4293062 (949) total: 1m 43s remaining: 1m 53s 952: learn: 0.4158251 test: 0.4293064 best: 0.4293062 (949) total: 1m 43s remaining: 1m 53s 953: learn: 0.4158251 test: 0.4293065 best: 0.4293062 (949) total: 1m 43s remaining: 1m 53s 954: learn: 0.4158251 test: 0.4293065 best: 0.4293062 (949) total: 1m 43s remaining: 1m 53s 955: learn: 0.4158251 test: 0.4293065 best: 0.4293062 (949) total: 1m 43s remaining: 1m 53s 956: learn: 0.4158250 test: 0.4293065 best: 0.4293062 (949) total: 1m 44s remaining: 1m 53s 957: learn: 0.4158250 test: 0.4293065 best: 0.4293062 (949) total: 1m 44s remaining: 1m 53s 958: learn: 0.4158250 test: 0.4293065 best: 0.4293062 (949) total: 1m 44s remaining: 1m 53s 959: learn: 0.4158250 test: 0.4293065 best: 0.4293062 (949) total: 1m 44s remaining: 1m 53s 960: learn: 0.4158250 test: 0.4293065 best: 0.4293062 (949) total: 1m 44s remaining: 1m 53s 961: learn: 0.4158248 test: 0.4293065 best: 0.4293062 (949) total: 1m 44s remaining: 1m 53s 962: learn: 0.4158248 test: 0.4293065 best: 0.4293062 (949) total: 1m 44s remaining: 1m 52s 963: learn: 0.4158248 test: 0.4293065 best: 0.4293062 (949) total: 1m 45s remaining: 1m 52s 964: learn: 0.4158246 test: 0.4293065 best: 0.4293062 (949) total: 1m 45s remaining: 1m 52s 965: learn: 0.4158246 test: 0.4293065 best: 0.4293062 (949) total: 1m 45s remaining: 1m 52s 966: learn: 0.4158246 test: 0.4293064 best: 0.4293062 (949) total: 1m 45s remaining: 1m 52s 967: learn: 0.4158245 test: 0.4293064 best: 0.4293062 (949) total: 1m 45s remaining: 1m 52s 968: learn: 0.4158245 test: 0.4293064 best: 0.4293062 (949) total: 1m 45s remaining: 1m 52s 969: learn: 0.4158245 test: 0.4293064 best: 0.4293062 (949) total: 1m 45s remaining: 1m 52s 970: learn: 0.4158244 test: 0.4293064 best: 0.4293062 (949) total: 1m 45s remaining: 1m 52s 971: learn: 0.4158244 test: 0.4293064 best: 0.4293062 (949) total: 1m 46s remaining: 1m 52s 972: learn: 0.4158243 test: 0.4293064 best: 0.4293062 (949) total: 1m 46s remaining: 1m 52s 973: learn: 0.4158243 test: 0.4293064 best: 0.4293062 (949) total: 1m 46s remaining: 1m 51s 974: learn: 0.4158240 test: 0.4293064 best: 0.4293062 (949) total: 1m 46s remaining: 1m 51s 975: learn: 0.4158240 test: 0.4293064 best: 0.4293062 (949) total: 1m 46s remaining: 1m 51s 976: learn: 0.4158240 test: 0.4293064 best: 0.4293062 (949) total: 1m 46s remaining: 1m 51s 977: learn: 0.4158240 test: 0.4293064 best: 0.4293062 (949) total: 1m 46s remaining: 1m 51s 978: learn: 0.4158239 test: 0.4293064 best: 0.4293062 (949) total: 1m 47s remaining: 1m 51s 979: learn: 0.4158239 test: 0.4293064 best: 0.4293062 (949) total: 1m 47s remaining: 1m 51s 980: learn: 0.4158239 test: 0.4293064 best: 0.4293062 (949) total: 1m 47s remaining: 1m 51s 981: learn: 0.4158239 test: 0.4293064 best: 0.4293062 (949) total: 1m 47s remaining: 1m 51s 982: learn: 0.4158238 test: 0.4293064 best: 0.4293062 (949) total: 1m 47s remaining: 1m 51s 983: learn: 0.4158237 test: 0.4293063 best: 0.4293062 (949) total: 1m 47s remaining: 1m 51s 984: learn: 0.4158236 test: 0.4293063 best: 0.4293062 (949) total: 1m 47s remaining: 1m 51s 985: learn: 0.4158236 test: 0.4293063 best: 0.4293062 (949) total: 1m 47s remaining: 1m 51s 986: learn: 0.4158236 test: 0.4293063 best: 0.4293062 (949) total: 1m 48s remaining: 1m 50s 987: learn: 0.4158234 test: 0.4293063 best: 0.4293062 (949) total: 1m 48s remaining: 1m 50s 988: learn: 0.4158234 test: 0.4293063 best: 0.4293062 (949) total: 1m 48s remaining: 1m 50s 989: learn: 0.4158234 test: 0.4293051 best: 0.4293051 (989) total: 1m 48s remaining: 1m 50s 990: learn: 0.4158234 test: 0.4293051 best: 0.4293051 (990) total: 1m 48s remaining: 1m 50s 991: learn: 0.4158233 test: 0.4293051 best: 0.4293051 (990) total: 1m 48s remaining: 1m 50s 992: learn: 0.4158233 test: 0.4293051 best: 0.4293051 (992) total: 1m 48s remaining: 1m 50s 993: learn: 0.4158227 test: 0.4293051 best: 0.4293051 (993) total: 1m 49s remaining: 1m 50s 994: learn: 0.4158227 test: 0.4293051 best: 0.4293051 (994) total: 1m 49s remaining: 1m 50s 995: learn: 0.4158227 test: 0.4293050 best: 0.4293050 (995) total: 1m 49s remaining: 1m 50s 996: learn: 0.4158227 test: 0.4293050 best: 0.4293050 (996) total: 1m 49s remaining: 1m 50s 997: learn: 0.4158227 test: 0.4293050 best: 0.4293050 (996) total: 1m 49s remaining: 1m 50s 998: learn: 0.4158223 test: 0.4293048 best: 0.4293048 (998) total: 1m 49s remaining: 1m 50s 999: learn: 0.4158223 test: 0.4293048 best: 0.4293048 (999) total: 1m 49s remaining: 1m 49s 1000: learn: 0.4158223 test: 0.4293048 best: 0.4293048 (1000) total: 1m 50s remaining: 1m 49s 1001: learn: 0.4158223 test: 0.4293049 best: 0.4293048 (1000) total: 1m 50s remaining: 1m 49s 1002: learn: 0.4158222 test: 0.4293049 best: 0.4293048 (1000) total: 1m 50s remaining: 1m 49s 1003: learn: 0.4158222 test: 0.4293049 best: 0.4293048 (1000) total: 1m 50s remaining: 1m 49s 1004: learn: 0.4158222 test: 0.4293049 best: 0.4293048 (1000) total: 1m 50s remaining: 1m 49s 1005: learn: 0.4158220 test: 0.4293049 best: 0.4293048 (1000) total: 1m 50s remaining: 1m 49s 1006: learn: 0.4158211 test: 0.4293049 best: 0.4293048 (1000) total: 1m 50s remaining: 1m 49s 1007: learn: 0.4158211 test: 0.4293049 best: 0.4293048 (1000) total: 1m 50s remaining: 1m 49s 1008: learn: 0.4158211 test: 0.4293049 best: 0.4293048 (1000) total: 1m 51s remaining: 1m 49s 1009: learn: 0.4158209 test: 0.4293049 best: 0.4293048 (1000) total: 1m 51s remaining: 1m 48s 1010: learn: 0.4158209 test: 0.4293049 best: 0.4293048 (1000) total: 1m 51s remaining: 1m 48s 1011: learn: 0.4158209 test: 0.4293049 best: 0.4293048 (1000) total: 1m 51s remaining: 1m 48s 1012: learn: 0.4158208 test: 0.4293049 best: 0.4293048 (1000) total: 1m 51s remaining: 1m 48s 1013: learn: 0.4158208 test: 0.4293050 best: 0.4293048 (1000) total: 1m 51s remaining: 1m 48s 1014: learn: 0.4158208 test: 0.4293050 best: 0.4293048 (1000) total: 1m 51s remaining: 1m 48s 1015: learn: 0.4158207 test: 0.4293050 best: 0.4293048 (1000) total: 1m 51s remaining: 1m 48s 1016: learn: 0.4158207 test: 0.4293050 best: 0.4293048 (1000) total: 1m 51s remaining: 1m 48s 1017: learn: 0.4158207 test: 0.4293050 best: 0.4293048 (1000) total: 1m 52s remaining: 1m 48s 1018: learn: 0.4158206 test: 0.4293050 best: 0.4293048 (1000) total: 1m 52s remaining: 1m 47s 1019: learn: 0.4158206 test: 0.4293050 best: 0.4293048 (1000) total: 1m 52s remaining: 1m 47s 1020: learn: 0.4158206 test: 0.4293050 best: 0.4293048 (1000) total: 1m 52s remaining: 1m 47s 1021: learn: 0.4158206 test: 0.4293051 best: 0.4293048 (1000) total: 1m 52s remaining: 1m 47s 1022: learn: 0.4158206 test: 0.4293052 best: 0.4293048 (1000) total: 1m 52s remaining: 1m 47s 1023: learn: 0.4158206 test: 0.4293053 best: 0.4293048 (1000) total: 1m 52s remaining: 1m 47s 1024: learn: 0.4158206 test: 0.4293053 best: 0.4293048 (1000) total: 1m 52s remaining: 1m 47s 1025: learn: 0.4158206 test: 0.4293054 best: 0.4293048 (1000) total: 1m 53s remaining: 1m 47s 1026: learn: 0.4158206 test: 0.4293054 best: 0.4293048 (1000) total: 1m 53s remaining: 1m 47s 1027: learn: 0.4158206 test: 0.4293054 best: 0.4293048 (1000) total: 1m 53s remaining: 1m 47s 1028: learn: 0.4158206 test: 0.4293054 best: 0.4293048 (1000) total: 1m 53s remaining: 1m 46s 1029: learn: 0.4158203 test: 0.4293054 best: 0.4293048 (1000) total: 1m 53s remaining: 1m 46s 1030: learn: 0.4158203 test: 0.4293054 best: 0.4293048 (1000) total: 1m 53s remaining: 1m 46s 1031: learn: 0.4158203 test: 0.4293054 best: 0.4293048 (1000) total: 1m 53s remaining: 1m 46s 1032: learn: 0.4158202 test: 0.4293055 best: 0.4293048 (1000) total: 1m 53s remaining: 1m 46s 1033: learn: 0.4158202 test: 0.4293043 best: 0.4293043 (1033) total: 1m 53s remaining: 1m 46s 1034: learn: 0.4158202 test: 0.4293032 best: 0.4293032 (1034) total: 1m 54s remaining: 1m 46s 1035: learn: 0.4158201 test: 0.4293032 best: 0.4293032 (1034) total: 1m 54s remaining: 1m 46s 1036: learn: 0.4158201 test: 0.4293032 best: 0.4293032 (1034) total: 1m 54s remaining: 1m 46s 1037: learn: 0.4158201 test: 0.4293022 best: 0.4293022 (1037) total: 1m 54s remaining: 1m 46s 1038: learn: 0.4158201 test: 0.4293022 best: 0.4293022 (1037) total: 1m 54s remaining: 1m 46s 1039: learn: 0.4158199 test: 0.4293022 best: 0.4293022 (1039) total: 1m 54s remaining: 1m 45s 1040: learn: 0.4158198 test: 0.4293012 best: 0.4293012 (1040) total: 1m 54s remaining: 1m 45s 1041: learn: 0.4158198 test: 0.4293002 best: 0.4293002 (1041) total: 1m 54s remaining: 1m 45s 1042: learn: 0.4158197 test: 0.4293003 best: 0.4293002 (1041) total: 1m 55s remaining: 1m 45s 1043: learn: 0.4158196 test: 0.4293003 best: 0.4293002 (1041) total: 1m 55s remaining: 1m 45s 1044: learn: 0.4158194 test: 0.4293003 best: 0.4293002 (1041) total: 1m 55s remaining: 1m 45s 1045: learn: 0.4158194 test: 0.4293003 best: 0.4293002 (1041) total: 1m 55s remaining: 1m 45s 1046: learn: 0.4158194 test: 0.4293003 best: 0.4293002 (1041) total: 1m 55s remaining: 1m 45s 1047: learn: 0.4158194 test: 0.4293003 best: 0.4293002 (1041) total: 1m 55s remaining: 1m 45s 1048: learn: 0.4158193 test: 0.4293003 best: 0.4293002 (1041) total: 1m 56s remaining: 1m 45s 1049: learn: 0.4158193 test: 0.4293003 best: 0.4293002 (1041) total: 1m 56s remaining: 1m 45s 1050: learn: 0.4158193 test: 0.4293003 best: 0.4293002 (1041) total: 1m 56s remaining: 1m 44s 1051: learn: 0.4158192 test: 0.4293003 best: 0.4293002 (1041) total: 1m 56s remaining: 1m 44s 1052: learn: 0.4158192 test: 0.4293003 best: 0.4293002 (1041) total: 1m 56s remaining: 1m 44s 1053: learn: 0.4158192 test: 0.4292994 best: 0.4292994 (1053) total: 1m 56s remaining: 1m 44s 1054: learn: 0.4158192 test: 0.4292994 best: 0.4292994 (1053) total: 1m 56s remaining: 1m 44s 1055: learn: 0.4158190 test: 0.4292995 best: 0.4292994 (1053) total: 1m 56s remaining: 1m 44s 1056: learn: 0.4158190 test: 0.4292995 best: 0.4292994 (1053) total: 1m 57s remaining: 1m 44s 1057: learn: 0.4158189 test: 0.4292996 best: 0.4292994 (1053) total: 1m 57s remaining: 1m 44s 1058: learn: 0.4158189 test: 0.4292996 best: 0.4292994 (1053) total: 1m 57s remaining: 1m 44s 1059: learn: 0.4158189 test: 0.4292996 best: 0.4292994 (1053) total: 1m 57s remaining: 1m 44s 1060: learn: 0.4158189 test: 0.4292996 best: 0.4292994 (1053) total: 1m 57s remaining: 1m 43s 1061: learn: 0.4158189 test: 0.4292996 best: 0.4292994 (1053) total: 1m 57s remaining: 1m 43s 1062: learn: 0.4158189 test: 0.4292996 best: 0.4292994 (1053) total: 1m 57s remaining: 1m 43s 1063: learn: 0.4158189 test: 0.4292996 best: 0.4292994 (1053) total: 1m 57s remaining: 1m 43s 1064: learn: 0.4158189 test: 0.4292996 best: 0.4292994 (1053) total: 1m 57s remaining: 1m 43s 1065: learn: 0.4158189 test: 0.4292996 best: 0.4292994 (1053) total: 1m 57s remaining: 1m 43s 1066: learn: 0.4158189 test: 0.4292996 best: 0.4292994 (1053) total: 1m 58s remaining: 1m 43s 1067: learn: 0.4158189 test: 0.4292996 best: 0.4292994 (1053) total: 1m 58s remaining: 1m 43s 1068: learn: 0.4158189 test: 0.4292996 best: 0.4292994 (1053) total: 1m 58s remaining: 1m 43s 1069: learn: 0.4158188 test: 0.4292996 best: 0.4292994 (1053) total: 1m 58s remaining: 1m 42s 1070: learn: 0.4158188 test: 0.4292987 best: 0.4292987 (1070) total: 1m 58s remaining: 1m 42s 1071: learn: 0.4158188 test: 0.4292987 best: 0.4292987 (1071) total: 1m 58s remaining: 1m 42s 1072: learn: 0.4158188 test: 0.4292987 best: 0.4292987 (1072) total: 1m 58s remaining: 1m 42s 1073: learn: 0.4158188 test: 0.4292987 best: 0.4292987 (1072) total: 1m 59s remaining: 1m 42s 1074: learn: 0.4158188 test: 0.4292979 best: 0.4292979 (1074) total: 1m 59s remaining: 1m 42s 1075: learn: 0.4158103 test: 0.4292979 best: 0.4292979 (1074) total: 1m 59s remaining: 1m 42s 1076: learn: 0.4158102 test: 0.4292979 best: 0.4292979 (1074) total: 1m 59s remaining: 1m 42s 1077: learn: 0.4158102 test: 0.4292979 best: 0.4292979 (1074) total: 1m 59s remaining: 1m 42s 1078: learn: 0.4158102 test: 0.4292979 best: 0.4292979 (1074) total: 1m 59s remaining: 1m 42s 1079: learn: 0.4158102 test: 0.4292979 best: 0.4292979 (1074) total: 1m 59s remaining: 1m 41s 1080: learn: 0.4158097 test: 0.4292979 best: 0.4292979 (1074) total: 1m 59s remaining: 1m 41s 1081: learn: 0.4158097 test: 0.4292979 best: 0.4292979 (1074) total: 1m 59s remaining: 1m 41s 1082: learn: 0.4158096 test: 0.4292980 best: 0.4292979 (1074) total: 2m remaining: 1m 41s 1083: learn: 0.4158096 test: 0.4292980 best: 0.4292979 (1074) total: 2m remaining: 1m 41s 1084: learn: 0.4158096 test: 0.4292980 best: 0.4292979 (1074) total: 2m remaining: 1m 41s 1085: learn: 0.4158096 test: 0.4292980 best: 0.4292979 (1074) total: 2m remaining: 1m 41s 1086: learn: 0.4158095 test: 0.4292980 best: 0.4292979 (1074) total: 2m remaining: 1m 41s 1087: learn: 0.4158095 test: 0.4292980 best: 0.4292979 (1074) total: 2m remaining: 1m 41s 1088: learn: 0.4158095 test: 0.4292980 best: 0.4292979 (1074) total: 2m remaining: 1m 40s 1089: learn: 0.4158095 test: 0.4292980 best: 0.4292979 (1074) total: 2m remaining: 1m 40s 1090: learn: 0.4158095 test: 0.4292980 best: 0.4292979 (1074) total: 2m remaining: 1m 40s 1091: learn: 0.4158095 test: 0.4292980 best: 0.4292979 (1074) total: 2m 1s remaining: 1m 40s 1092: learn: 0.4158095 test: 0.4292980 best: 0.4292979 (1074) total: 2m 1s remaining: 1m 40s 1093: learn: 0.4158095 test: 0.4292980 best: 0.4292979 (1074) total: 2m 1s remaining: 1m 40s 1094: learn: 0.4158095 test: 0.4292980 best: 0.4292979 (1074) total: 2m 1s remaining: 1m 40s 1095: learn: 0.4158093 test: 0.4292980 best: 0.4292979 (1074) total: 2m 1s remaining: 1m 40s 1096: learn: 0.4158092 test: 0.4292980 best: 0.4292979 (1074) total: 2m 1s remaining: 1m 40s 1097: learn: 0.4158092 test: 0.4292980 best: 0.4292979 (1074) total: 2m 1s remaining: 1m 40s 1098: learn: 0.4158092 test: 0.4292972 best: 0.4292972 (1098) total: 2m 1s remaining: 1m 39s 1099: learn: 0.4158092 test: 0.4292972 best: 0.4292972 (1099) total: 2m 1s remaining: 1m 39s 1100: learn: 0.4158092 test: 0.4292972 best: 0.4292972 (1099) total: 2m 2s remaining: 1m 39s 1101: learn: 0.4158092 test: 0.4292972 best: 0.4292972 (1099) total: 2m 2s remaining: 1m 39s 1102: learn: 0.4158082 test: 0.4292975 best: 0.4292972 (1099) total: 2m 2s remaining: 1m 39s 1103: learn: 0.4158073 test: 0.4292979 best: 0.4292972 (1099) total: 2m 2s remaining: 1m 39s 1104: learn: 0.4158072 test: 0.4292979 best: 0.4292972 (1099) total: 2m 2s remaining: 1m 39s 1105: learn: 0.4158071 test: 0.4292979 best: 0.4292972 (1099) total: 2m 2s remaining: 1m 39s 1106: learn: 0.4158071 test: 0.4292980 best: 0.4292972 (1099) total: 2m 2s remaining: 1m 39s 1107: learn: 0.4158071 test: 0.4292980 best: 0.4292972 (1099) total: 2m 3s remaining: 1m 39s 1108: learn: 0.4158067 test: 0.4292979 best: 0.4292972 (1099) total: 2m 3s remaining: 1m 38s 1109: learn: 0.4158067 test: 0.4292971 best: 0.4292971 (1109) total: 2m 3s remaining: 1m 38s 1110: learn: 0.4158067 test: 0.4292964 best: 0.4292964 (1110) total: 2m 3s remaining: 1m 38s 1111: learn: 0.4158067 test: 0.4292964 best: 0.4292964 (1110) total: 2m 3s remaining: 1m 38s 1112: learn: 0.4158063 test: 0.4292963 best: 0.4292963 (1112) total: 2m 3s remaining: 1m 38s 1113: learn: 0.4158063 test: 0.4292956 best: 0.4292956 (1113) total: 2m 3s remaining: 1m 38s 1114: learn: 0.4158063 test: 0.4292950 best: 0.4292950 (1114) total: 2m 4s remaining: 1m 38s 1115: learn: 0.4158063 test: 0.4292950 best: 0.4292950 (1114) total: 2m 4s remaining: 1m 38s 1116: learn: 0.4158063 test: 0.4292944 best: 0.4292944 (1116) total: 2m 4s remaining: 1m 38s 1117: learn: 0.4158063 test: 0.4292938 best: 0.4292938 (1117) total: 2m 4s remaining: 1m 38s 1118: learn: 0.4158063 test: 0.4292938 best: 0.4292938 (1117) total: 2m 4s remaining: 1m 38s 1119: learn: 0.4158063 test: 0.4292933 best: 0.4292933 (1119) total: 2m 4s remaining: 1m 37s 1120: learn: 0.4158063 test: 0.4292933 best: 0.4292933 (1119) total: 2m 4s remaining: 1m 37s 1121: learn: 0.4158063 test: 0.4292933 best: 0.4292933 (1119) total: 2m 4s remaining: 1m 37s 1122: learn: 0.4158063 test: 0.4292928 best: 0.4292928 (1122) total: 2m 4s remaining: 1m 37s 1123: learn: 0.4158062 test: 0.4292928 best: 0.4292928 (1123) total: 2m 5s remaining: 1m 37s 1124: learn: 0.4158061 test: 0.4292928 best: 0.4292928 (1124) total: 2m 5s remaining: 1m 37s 1125: learn: 0.4158061 test: 0.4292923 best: 0.4292923 (1125) total: 2m 5s remaining: 1m 37s 1126: learn: 0.4158061 test: 0.4292922 best: 0.4292922 (1126) total: 2m 5s remaining: 1m 37s 1127: learn: 0.4158061 test: 0.4292922 best: 0.4292922 (1126) total: 2m 5s remaining: 1m 37s 1128: learn: 0.4158061 test: 0.4292922 best: 0.4292922 (1126) total: 2m 5s remaining: 1m 37s 1129: learn: 0.4158061 test: 0.4292922 best: 0.4292922 (1126) total: 2m 5s remaining: 1m 36s 1130: learn: 0.4158061 test: 0.4292922 best: 0.4292922 (1126) total: 2m 6s remaining: 1m 36s 1131: learn: 0.4158060 test: 0.4292922 best: 0.4292922 (1131) total: 2m 6s remaining: 1m 36s 1132: learn: 0.4158058 test: 0.4292922 best: 0.4292922 (1132) total: 2m 6s remaining: 1m 36s 1133: learn: 0.4158058 test: 0.4292922 best: 0.4292922 (1133) total: 2m 6s remaining: 1m 36s 1134: learn: 0.4158058 test: 0.4292922 best: 0.4292922 (1133) total: 2m 6s remaining: 1m 36s 1135: learn: 0.4158058 test: 0.4292922 best: 0.4292922 (1133) total: 2m 6s remaining: 1m 36s 1136: learn: 0.4158058 test: 0.4292923 best: 0.4292922 (1133) total: 2m 6s remaining: 1m 36s 1137: learn: 0.4158057 test: 0.4292923 best: 0.4292922 (1133) total: 2m 7s remaining: 1m 36s 1138: learn: 0.4158057 test: 0.4292923 best: 0.4292922 (1133) total: 2m 7s remaining: 1m 36s 1139: learn: 0.4158049 test: 0.4292920 best: 0.4292920 (1139) total: 2m 7s remaining: 1m 35s 1140: learn: 0.4158043 test: 0.4292920 best: 0.4292920 (1139) total: 2m 7s remaining: 1m 35s 1141: learn: 0.4158043 test: 0.4292920 best: 0.4292920 (1139) total: 2m 7s remaining: 1m 35s 1142: learn: 0.4158038 test: 0.4292921 best: 0.4292920 (1139) total: 2m 7s remaining: 1m 35s 1143: learn: 0.4158038 test: 0.4292921 best: 0.4292920 (1139) total: 2m 7s remaining: 1m 35s 1144: learn: 0.4158017 test: 0.4292923 best: 0.4292920 (1139) total: 2m 7s remaining: 1m 35s 1145: learn: 0.4158008 test: 0.4292923 best: 0.4292920 (1139) total: 2m 7s remaining: 1m 35s 1146: learn: 0.4158008 test: 0.4292923 best: 0.4292920 (1139) total: 2m 8s remaining: 1m 35s 1147: learn: 0.4158008 test: 0.4292923 best: 0.4292920 (1139) total: 2m 8s remaining: 1m 35s 1148: learn: 0.4158004 test: 0.4292924 best: 0.4292920 (1139) total: 2m 8s remaining: 1m 35s 1149: learn: 0.4158003 test: 0.4292924 best: 0.4292920 (1139) total: 2m 8s remaining: 1m 34s 1150: learn: 0.4158003 test: 0.4292924 best: 0.4292920 (1139) total: 2m 8s remaining: 1m 34s 1151: learn: 0.4157995 test: 0.4292924 best: 0.4292920 (1139) total: 2m 8s remaining: 1m 34s 1152: learn: 0.4157994 test: 0.4292924 best: 0.4292920 (1139) total: 2m 8s remaining: 1m 34s 1153: learn: 0.4157994 test: 0.4292924 best: 0.4292920 (1139) total: 2m 9s remaining: 1m 34s 1154: learn: 0.4157993 test: 0.4292924 best: 0.4292920 (1139) total: 2m 9s remaining: 1m 34s 1155: learn: 0.4157993 test: 0.4292924 best: 0.4292920 (1139) total: 2m 9s remaining: 1m 34s 1156: learn: 0.4157993 test: 0.4292924 best: 0.4292920 (1139) total: 2m 9s remaining: 1m 34s 1157: learn: 0.4157992 test: 0.4292924 best: 0.4292920 (1139) total: 2m 9s remaining: 1m 34s 1158: learn: 0.4157992 test: 0.4292924 best: 0.4292920 (1139) total: 2m 9s remaining: 1m 34s 1159: learn: 0.4157992 test: 0.4292924 best: 0.4292920 (1139) total: 2m 9s remaining: 1m 33s 1160: learn: 0.4157992 test: 0.4292924 best: 0.4292920 (1139) total: 2m 9s remaining: 1m 33s 1161: learn: 0.4157992 test: 0.4292924 best: 0.4292920 (1139) total: 2m 9s remaining: 1m 33s 1162: learn: 0.4157992 test: 0.4292924 best: 0.4292920 (1139) total: 2m 10s remaining: 1m 33s 1163: learn: 0.4157992 test: 0.4292924 best: 0.4292920 (1139) total: 2m 10s remaining: 1m 33s 1164: learn: 0.4157991 test: 0.4292924 best: 0.4292920 (1139) total: 2m 10s remaining: 1m 33s 1165: learn: 0.4157991 test: 0.4292924 best: 0.4292920 (1139) total: 2m 10s remaining: 1m 33s 1166: learn: 0.4157991 test: 0.4292924 best: 0.4292920 (1139) total: 2m 10s remaining: 1m 33s 1167: learn: 0.4157991 test: 0.4292924 best: 0.4292920 (1139) total: 2m 10s remaining: 1m 33s 1168: learn: 0.4157990 test: 0.4292923 best: 0.4292920 (1139) total: 2m 10s remaining: 1m 33s 1169: learn: 0.4157986 test: 0.4292925 best: 0.4292920 (1139) total: 2m 11s remaining: 1m 32s 1170: learn: 0.4157986 test: 0.4292925 best: 0.4292920 (1139) total: 2m 11s remaining: 1m 32s 1171: learn: 0.4157981 test: 0.4292926 best: 0.4292920 (1139) total: 2m 11s remaining: 1m 32s 1172: learn: 0.4157981 test: 0.4292926 best: 0.4292920 (1139) total: 2m 11s remaining: 1m 32s 1173: learn: 0.4157980 test: 0.4292926 best: 0.4292920 (1139) total: 2m 11s remaining: 1m 32s 1174: learn: 0.4157980 test: 0.4292926 best: 0.4292920 (1139) total: 2m 11s remaining: 1m 32s 1175: learn: 0.4157980 test: 0.4292926 best: 0.4292920 (1139) total: 2m 12s remaining: 1m 32s 1176: learn: 0.4157980 test: 0.4292926 best: 0.4292920 (1139) total: 2m 12s remaining: 1m 32s 1177: learn: 0.4157980 test: 0.4292926 best: 0.4292920 (1139) total: 2m 12s remaining: 1m 32s 1178: learn: 0.4157980 test: 0.4292925 best: 0.4292920 (1139) total: 2m 12s remaining: 1m 32s 1179: learn: 0.4157980 test: 0.4292925 best: 0.4292920 (1139) total: 2m 12s remaining: 1m 32s 1180: learn: 0.4157980 test: 0.4292925 best: 0.4292920 (1139) total: 2m 12s remaining: 1m 31s 1181: learn: 0.4157980 test: 0.4292925 best: 0.4292920 (1139) total: 2m 12s remaining: 1m 31s 1182: learn: 0.4157980 test: 0.4292925 best: 0.4292920 (1139) total: 2m 12s remaining: 1m 31s 1183: learn: 0.4157980 test: 0.4292925 best: 0.4292920 (1139) total: 2m 12s remaining: 1m 31s 1184: learn: 0.4157980 test: 0.4292925 best: 0.4292920 (1139) total: 2m 13s remaining: 1m 31s 1185: learn: 0.4157980 test: 0.4292925 best: 0.4292920 (1139) total: 2m 13s remaining: 1m 31s 1186: learn: 0.4157979 test: 0.4292925 best: 0.4292920 (1139) total: 2m 13s remaining: 1m 31s 1187: learn: 0.4157978 test: 0.4292924 best: 0.4292920 (1139) total: 2m 13s remaining: 1m 31s 1188: learn: 0.4157978 test: 0.4292924 best: 0.4292920 (1139) total: 2m 13s remaining: 1m 31s 1189: learn: 0.4157978 test: 0.4292924 best: 0.4292920 (1139) total: 2m 13s remaining: 1m 31s 1190: learn: 0.4157978 test: 0.4292924 best: 0.4292920 (1139) total: 2m 14s remaining: 1m 31s 1191: learn: 0.4157978 test: 0.4292924 best: 0.4292920 (1139) total: 2m 14s remaining: 1m 30s 1192: learn: 0.4157978 test: 0.4292924 best: 0.4292920 (1139) total: 2m 14s remaining: 1m 30s 1193: learn: 0.4157978 test: 0.4292924 best: 0.4292920 (1139) total: 2m 14s remaining: 1m 30s 1194: learn: 0.4157978 test: 0.4292924 best: 0.4292920 (1139) total: 2m 14s remaining: 1m 30s 1195: learn: 0.4157977 test: 0.4292923 best: 0.4292920 (1139) total: 2m 14s remaining: 1m 30s 1196: learn: 0.4157977 test: 0.4292923 best: 0.4292920 (1139) total: 2m 14s remaining: 1m 30s 1197: learn: 0.4157975 test: 0.4292923 best: 0.4292920 (1139) total: 2m 15s remaining: 1m 30s 1198: learn: 0.4157975 test: 0.4292923 best: 0.4292920 (1139) total: 2m 15s remaining: 1m 30s 1199: learn: 0.4157975 test: 0.4292923 best: 0.4292920 (1139) total: 2m 15s remaining: 1m 30s 1200: learn: 0.4157975 test: 0.4292923 best: 0.4292920 (1139) total: 2m 15s remaining: 1m 30s 1201: learn: 0.4157975 test: 0.4292923 best: 0.4292920 (1139) total: 2m 15s remaining: 1m 30s 1202: learn: 0.4157975 test: 0.4292923 best: 0.4292920 (1139) total: 2m 15s remaining: 1m 29s 1203: learn: 0.4157975 test: 0.4292923 best: 0.4292920 (1139) total: 2m 15s remaining: 1m 29s 1204: learn: 0.4157975 test: 0.4292923 best: 0.4292920 (1139) total: 2m 16s remaining: 1m 29s 1205: learn: 0.4157975 test: 0.4292924 best: 0.4292920 (1139) total: 2m 16s remaining: 1m 29s 1206: learn: 0.4157975 test: 0.4292924 best: 0.4292920 (1139) total: 2m 16s remaining: 1m 29s 1207: learn: 0.4157973 test: 0.4292923 best: 0.4292920 (1139) total: 2m 16s remaining: 1m 29s 1208: learn: 0.4157973 test: 0.4292918 best: 0.4292918 (1208) total: 2m 16s remaining: 1m 29s 1209: learn: 0.4157973 test: 0.4292918 best: 0.4292918 (1208) total: 2m 16s remaining: 1m 29s 1210: learn: 0.4157972 test: 0.4292918 best: 0.4292918 (1210) total: 2m 16s remaining: 1m 29s 1211: learn: 0.4157972 test: 0.4292918 best: 0.4292918 (1210) total: 2m 16s remaining: 1m 29s 1212: learn: 0.4157972 test: 0.4292918 best: 0.4292918 (1210) total: 2m 17s remaining: 1m 28s 1213: learn: 0.4157971 test: 0.4292917 best: 0.4292917 (1213) total: 2m 17s remaining: 1m 28s 1214: learn: 0.4157971 test: 0.4292917 best: 0.4292917 (1213) total: 2m 17s remaining: 1m 28s 1215: learn: 0.4157971 test: 0.4292913 best: 0.4292913 (1215) total: 2m 17s remaining: 1m 28s 1216: learn: 0.4157971 test: 0.4292913 best: 0.4292913 (1216) total: 2m 17s remaining: 1m 28s 1217: learn: 0.4157971 test: 0.4292913 best: 0.4292913 (1217) total: 2m 17s remaining: 1m 28s 1218: learn: 0.4157971 test: 0.4292909 best: 0.4292909 (1218) total: 2m 17s remaining: 1m 28s 1219: learn: 0.4157958 test: 0.4292915 best: 0.4292909 (1218) total: 2m 17s remaining: 1m 28s 1220: learn: 0.4157958 test: 0.4292911 best: 0.4292909 (1218) total: 2m 18s remaining: 1m 28s 1221: learn: 0.4157956 test: 0.4292911 best: 0.4292909 (1218) total: 2m 18s remaining: 1m 27s 1222: learn: 0.4157956 test: 0.4292911 best: 0.4292909 (1218) total: 2m 18s remaining: 1m 27s 1223: learn: 0.4157955 test: 0.4292911 best: 0.4292909 (1218) total: 2m 18s remaining: 1m 27s 1224: learn: 0.4157955 test: 0.4292907 best: 0.4292907 (1224) total: 2m 18s remaining: 1m 27s 1225: learn: 0.4157955 test: 0.4292903 best: 0.4292903 (1225) total: 2m 18s remaining: 1m 27s 1226: learn: 0.4157955 test: 0.4292903 best: 0.4292903 (1225) total: 2m 18s remaining: 1m 27s 1227: learn: 0.4157955 test: 0.4292903 best: 0.4292903 (1225) total: 2m 19s remaining: 1m 27s 1228: learn: 0.4157955 test: 0.4292903 best: 0.4292903 (1225) total: 2m 19s remaining: 1m 27s 1229: learn: 0.4157955 test: 0.4292899 best: 0.4292899 (1229) total: 2m 19s remaining: 1m 27s 1230: learn: 0.4157955 test: 0.4292896 best: 0.4292896 (1230) total: 2m 19s remaining: 1m 27s 1231: learn: 0.4157955 test: 0.4292896 best: 0.4292896 (1230) total: 2m 19s remaining: 1m 26s 1232: learn: 0.4157945 test: 0.4292900 best: 0.4292896 (1230) total: 2m 19s remaining: 1m 26s 1233: learn: 0.4157945 test: 0.4292896 best: 0.4292896 (1230) total: 2m 19s remaining: 1m 26s 1234: learn: 0.4157945 test: 0.4292896 best: 0.4292896 (1234) total: 2m 19s remaining: 1m 26s 1235: learn: 0.4157945 test: 0.4292896 best: 0.4292896 (1234) total: 2m 20s remaining: 1m 26s 1236: learn: 0.4157945 test: 0.4292896 best: 0.4292896 (1234) total: 2m 20s remaining: 1m 26s 1237: learn: 0.4157945 test: 0.4292896 best: 0.4292896 (1234) total: 2m 20s remaining: 1m 26s 1238: learn: 0.4157945 test: 0.4292896 best: 0.4292896 (1234) total: 2m 20s remaining: 1m 26s 1239: learn: 0.4157945 test: 0.4292896 best: 0.4292896 (1234) total: 2m 20s remaining: 1m 26s 1240: learn: 0.4157945 test: 0.4292896 best: 0.4292896 (1234) total: 2m 20s remaining: 1m 25s 1241: learn: 0.4157945 test: 0.4292893 best: 0.4292893 (1241) total: 2m 20s remaining: 1m 25s 1242: learn: 0.4157945 test: 0.4292890 best: 0.4292890 (1242) total: 2m 20s remaining: 1m 25s 1243: learn: 0.4157944 test: 0.4292889 best: 0.4292889 (1243) total: 2m 20s remaining: 1m 25s 1244: learn: 0.4157944 test: 0.4292889 best: 0.4292889 (1244) total: 2m 21s remaining: 1m 25s 1245: learn: 0.4157944 test: 0.4292889 best: 0.4292889 (1245) total: 2m 21s remaining: 1m 25s 1246: learn: 0.4157934 test: 0.4292893 best: 0.4292889 (1245) total: 2m 21s remaining: 1m 25s 1247: learn: 0.4157934 test: 0.4292893 best: 0.4292889 (1245) total: 2m 21s remaining: 1m 25s 1248: learn: 0.4157934 test: 0.4292893 best: 0.4292889 (1245) total: 2m 21s remaining: 1m 25s 1249: learn: 0.4157932 test: 0.4292893 best: 0.4292889 (1245) total: 2m 21s remaining: 1m 25s 1250: learn: 0.4157932 test: 0.4292890 best: 0.4292889 (1245) total: 2m 21s remaining: 1m 24s 1251: learn: 0.4157932 test: 0.4292887 best: 0.4292887 (1251) total: 2m 21s remaining: 1m 24s 1252: learn: 0.4157932 test: 0.4292887 best: 0.4292887 (1251) total: 2m 22s remaining: 1m 24s 1253: learn: 0.4157932 test: 0.4292887 best: 0.4292887 (1251) total: 2m 22s remaining: 1m 24s 1254: learn: 0.4157931 test: 0.4292887 best: 0.4292887 (1254) total: 2m 22s remaining: 1m 24s 1255: learn: 0.4157931 test: 0.4292887 best: 0.4292887 (1254) total: 2m 22s remaining: 1m 24s 1256: learn: 0.4157931 test: 0.4292887 best: 0.4292887 (1254) total: 2m 22s remaining: 1m 24s 1257: learn: 0.4157931 test: 0.4292884 best: 0.4292884 (1257) total: 2m 22s remaining: 1m 24s 1258: learn: 0.4157931 test: 0.4292882 best: 0.4292882 (1258) total: 2m 22s remaining: 1m 24s 1259: learn: 0.4157931 test: 0.4292882 best: 0.4292882 (1258) total: 2m 22s remaining: 1m 23s 1260: learn: 0.4157931 test: 0.4292879 best: 0.4292879 (1260) total: 2m 23s remaining: 1m 23s 1261: learn: 0.4157926 test: 0.4292880 best: 0.4292879 (1260) total: 2m 23s remaining: 1m 23s 1262: learn: 0.4157926 test: 0.4292880 best: 0.4292879 (1260) total: 2m 23s remaining: 1m 23s 1263: learn: 0.4157925 test: 0.4292879 best: 0.4292879 (1260) total: 2m 23s remaining: 1m 23s 1264: learn: 0.4157925 test: 0.4292879 best: 0.4292879 (1260) total: 2m 23s remaining: 1m 23s 1265: learn: 0.4157925 test: 0.4292879 best: 0.4292879 (1260) total: 2m 23s remaining: 1m 23s 1266: learn: 0.4157925 test: 0.4292879 best: 0.4292879 (1260) total: 2m 23s remaining: 1m 23s 1267: learn: 0.4157925 test: 0.4292877 best: 0.4292877 (1267) total: 2m 24s remaining: 1m 23s 1268: learn: 0.4157922 test: 0.4292877 best: 0.4292877 (1267) total: 2m 24s remaining: 1m 23s 1269: learn: 0.4157921 test: 0.4292877 best: 0.4292877 (1267) total: 2m 24s remaining: 1m 22s 1270: learn: 0.4157921 test: 0.4292877 best: 0.4292877 (1267) total: 2m 24s remaining: 1m 22s 1271: learn: 0.4157921 test: 0.4292877 best: 0.4292877 (1267) total: 2m 24s remaining: 1m 22s 1272: learn: 0.4157921 test: 0.4292877 best: 0.4292877 (1267) total: 2m 24s remaining: 1m 22s 1273: learn: 0.4157921 test: 0.4292877 best: 0.4292877 (1267) total: 2m 24s remaining: 1m 22s 1274: learn: 0.4157921 test: 0.4292877 best: 0.4292877 (1267) total: 2m 25s remaining: 1m 22s 1275: learn: 0.4157917 test: 0.4292879 best: 0.4292877 (1267) total: 2m 25s remaining: 1m 22s 1276: learn: 0.4157916 test: 0.4292879 best: 0.4292877 (1267) total: 2m 25s remaining: 1m 22s 1277: learn: 0.4157908 test: 0.4292878 best: 0.4292877 (1267) total: 2m 25s remaining: 1m 22s 1278: learn: 0.4157908 test: 0.4292878 best: 0.4292877 (1267) total: 2m 25s remaining: 1m 22s 1279: learn: 0.4157908 test: 0.4292878 best: 0.4292877 (1267) total: 2m 25s remaining: 1m 21s 1280: learn: 0.4157908 test: 0.4292878 best: 0.4292877 (1267) total: 2m 25s remaining: 1m 21s 1281: learn: 0.4157905 test: 0.4292879 best: 0.4292877 (1267) total: 2m 25s remaining: 1m 21s 1282: learn: 0.4157904 test: 0.4292879 best: 0.4292877 (1267) total: 2m 26s remaining: 1m 21s 1283: learn: 0.4157904 test: 0.4292879 best: 0.4292877 (1267) total: 2m 26s remaining: 1m 21s 1284: learn: 0.4157901 test: 0.4292880 best: 0.4292877 (1267) total: 2m 26s remaining: 1m 21s 1285: learn: 0.4157900 test: 0.4292881 best: 0.4292877 (1267) total: 2m 26s remaining: 1m 21s 1286: learn: 0.4157900 test: 0.4292881 best: 0.4292877 (1267) total: 2m 26s remaining: 1m 21s 1287: learn: 0.4157899 test: 0.4292881 best: 0.4292877 (1267) total: 2m 26s remaining: 1m 21s 1288: learn: 0.4157899 test: 0.4292881 best: 0.4292877 (1267) total: 2m 26s remaining: 1m 21s 1289: learn: 0.4157898 test: 0.4292880 best: 0.4292877 (1267) total: 2m 27s remaining: 1m 21s 1290: learn: 0.4157898 test: 0.4292880 best: 0.4292877 (1267) total: 2m 27s remaining: 1m 20s 1291: learn: 0.4157897 test: 0.4292880 best: 0.4292877 (1267) total: 2m 27s remaining: 1m 20s 1292: learn: 0.4157897 test: 0.4292880 best: 0.4292877 (1267) total: 2m 27s remaining: 1m 20s 1293: learn: 0.4157896 test: 0.4292879 best: 0.4292877 (1267) total: 2m 27s remaining: 1m 20s 1294: learn: 0.4157889 test: 0.4292879 best: 0.4292877 (1267) total: 2m 27s remaining: 1m 20s 1295: learn: 0.4157889 test: 0.4292879 best: 0.4292877 (1267) total: 2m 28s remaining: 1m 20s 1296: learn: 0.4157889 test: 0.4292879 best: 0.4292877 (1267) total: 2m 28s remaining: 1m 20s 1297: learn: 0.4157889 test: 0.4292879 best: 0.4292877 (1267) total: 2m 28s remaining: 1m 20s 1298: learn: 0.4157889 test: 0.4292879 best: 0.4292877 (1267) total: 2m 28s remaining: 1m 20s 1299: learn: 0.4157889 test: 0.4292879 best: 0.4292877 (1267) total: 2m 28s remaining: 1m 19s 1300: learn: 0.4157889 test: 0.4292879 best: 0.4292877 (1267) total: 2m 28s remaining: 1m 19s 1301: learn: 0.4157886 test: 0.4292880 best: 0.4292877 (1267) total: 2m 28s remaining: 1m 19s 1302: learn: 0.4157886 test: 0.4292880 best: 0.4292877 (1267) total: 2m 28s remaining: 1m 19s 1303: learn: 0.4157886 test: 0.4292880 best: 0.4292877 (1267) total: 2m 29s remaining: 1m 19s 1304: learn: 0.4157885 test: 0.4292881 best: 0.4292877 (1267) total: 2m 29s remaining: 1m 19s 1305: learn: 0.4157885 test: 0.4292881 best: 0.4292877 (1267) total: 2m 29s remaining: 1m 19s 1306: learn: 0.4157884 test: 0.4292881 best: 0.4292877 (1267) total: 2m 29s remaining: 1m 19s 1307: learn: 0.4157884 test: 0.4292881 best: 0.4292877 (1267) total: 2m 29s remaining: 1m 19s 1308: learn: 0.4157883 test: 0.4292880 best: 0.4292877 (1267) total: 2m 29s remaining: 1m 19s 1309: learn: 0.4157883 test: 0.4292879 best: 0.4292877 (1267) total: 2m 29s remaining: 1m 18s 1310: learn: 0.4157883 test: 0.4292879 best: 0.4292877 (1267) total: 2m 29s remaining: 1m 18s 1311: learn: 0.4157883 test: 0.4292880 best: 0.4292877 (1267) total: 2m 30s remaining: 1m 18s 1312: learn: 0.4157883 test: 0.4292879 best: 0.4292877 (1267) total: 2m 30s remaining: 1m 18s 1313: learn: 0.4157883 test: 0.4292879 best: 0.4292877 (1267) total: 2m 30s remaining: 1m 18s 1314: learn: 0.4157882 test: 0.4292879 best: 0.4292877 (1267) total: 2m 30s remaining: 1m 18s 1315: learn: 0.4157881 test: 0.4292878 best: 0.4292877 (1267) total: 2m 30s remaining: 1m 18s 1316: learn: 0.4157881 test: 0.4292876 best: 0.4292876 (1316) total: 2m 30s remaining: 1m 18s 1317: learn: 0.4157881 test: 0.4292876 best: 0.4292876 (1317) total: 2m 30s remaining: 1m 18s 1318: learn: 0.4157881 test: 0.4292876 best: 0.4292876 (1317) total: 2m 31s remaining: 1m 18s 1319: learn: 0.4157881 test: 0.4292876 best: 0.4292876 (1317) total: 2m 31s remaining: 1m 17s 1320: learn: 0.4157881 test: 0.4292876 best: 0.4292876 (1317) total: 2m 31s remaining: 1m 17s 1321: learn: 0.4157881 test: 0.4292876 best: 0.4292876 (1317) total: 2m 31s remaining: 1m 17s 1322: learn: 0.4157881 test: 0.4292876 best: 0.4292876 (1317) total: 2m 31s remaining: 1m 17s 1323: learn: 0.4157880 test: 0.4292876 best: 0.4292876 (1317) total: 2m 31s remaining: 1m 17s 1324: learn: 0.4157880 test: 0.4292876 best: 0.4292876 (1317) total: 2m 31s remaining: 1m 17s 1325: learn: 0.4157880 test: 0.4292876 best: 0.4292876 (1317) total: 2m 32s remaining: 1m 17s 1326: learn: 0.4157880 test: 0.4292876 best: 0.4292876 (1317) total: 2m 32s remaining: 1m 17s 1327: learn: 0.4157880 test: 0.4292876 best: 0.4292876 (1317) total: 2m 32s remaining: 1m 17s 1328: learn: 0.4157880 test: 0.4292876 best: 0.4292876 (1317) total: 2m 32s remaining: 1m 16s 1329: learn: 0.4157880 test: 0.4292876 best: 0.4292876 (1317) total: 2m 32s remaining: 1m 16s 1330: learn: 0.4157880 test: 0.4292876 best: 0.4292876 (1317) total: 2m 32s remaining: 1m 16s 1331: learn: 0.4157880 test: 0.4292876 best: 0.4292876 (1317) total: 2m 32s remaining: 1m 16s 1332: learn: 0.4157880 test: 0.4292876 best: 0.4292876 (1317) total: 2m 32s remaining: 1m 16s 1333: learn: 0.4157880 test: 0.4292876 best: 0.4292876 (1317) total: 2m 33s remaining: 1m 16s 1334: learn: 0.4157880 test: 0.4292876 best: 0.4292876 (1317) total: 2m 33s remaining: 1m 16s 1335: learn: 0.4157880 test: 0.4292876 best: 0.4292876 (1317) total: 2m 33s remaining: 1m 16s 1336: learn: 0.4157880 test: 0.4292876 best: 0.4292876 (1317) total: 2m 33s remaining: 1m 16s 1337: learn: 0.4157879 test: 0.4292875 best: 0.4292875 (1337) total: 2m 33s remaining: 1m 16s 1338: learn: 0.4157879 test: 0.4292875 best: 0.4292875 (1337) total: 2m 33s remaining: 1m 15s 1339: learn: 0.4157879 test: 0.4292875 best: 0.4292875 (1337) total: 2m 33s remaining: 1m 15s 1340: learn: 0.4157879 test: 0.4292875 best: 0.4292875 (1337) total: 2m 34s remaining: 1m 15s 1341: learn: 0.4157879 test: 0.4292875 best: 0.4292875 (1337) total: 2m 34s remaining: 1m 15s 1342: learn: 0.4157878 test: 0.4292875 best: 0.4292875 (1342) total: 2m 34s remaining: 1m 15s 1343: learn: 0.4157877 test: 0.4292875 best: 0.4292875 (1343) total: 2m 34s remaining: 1m 15s 1344: learn: 0.4157877 test: 0.4292875 best: 0.4292875 (1343) total: 2m 34s remaining: 1m 15s 1345: learn: 0.4157877 test: 0.4292874 best: 0.4292874 (1345) total: 2m 34s remaining: 1m 15s 1346: learn: 0.4157877 test: 0.4292872 best: 0.4292872 (1346) total: 2m 34s remaining: 1m 15s 1347: learn: 0.4157877 test: 0.4292870 best: 0.4292870 (1347) total: 2m 34s remaining: 1m 14s 1348: learn: 0.4157876 test: 0.4292870 best: 0.4292870 (1348) total: 2m 35s remaining: 1m 14s 1349: learn: 0.4157875 test: 0.4292870 best: 0.4292870 (1348) total: 2m 35s remaining: 1m 14s 1350: learn: 0.4157867 test: 0.4292874 best: 0.4292870 (1348) total: 2m 35s remaining: 1m 14s 1351: learn: 0.4157860 test: 0.4292874 best: 0.4292870 (1348) total: 2m 35s remaining: 1m 14s 1352: learn: 0.4157836 test: 0.4292873 best: 0.4292870 (1348) total: 2m 35s remaining: 1m 14s 1353: learn: 0.4157836 test: 0.4292873 best: 0.4292870 (1348) total: 2m 35s remaining: 1m 14s 1354: learn: 0.4157817 test: 0.4292873 best: 0.4292870 (1348) total: 2m 36s remaining: 1m 14s 1355: learn: 0.4157817 test: 0.4292873 best: 0.4292870 (1348) total: 2m 36s remaining: 1m 14s 1356: learn: 0.4157801 test: 0.4292873 best: 0.4292870 (1348) total: 2m 36s remaining: 1m 14s 1357: learn: 0.4157801 test: 0.4292871 best: 0.4292870 (1348) total: 2m 36s remaining: 1m 13s 1358: learn: 0.4157801 test: 0.4292869 best: 0.4292869 (1358) total: 2m 36s remaining: 1m 13s 1359: learn: 0.4157800 test: 0.4292869 best: 0.4292869 (1358) total: 2m 36s remaining: 1m 13s 1360: learn: 0.4157782 test: 0.4292869 best: 0.4292869 (1358) total: 2m 36s remaining: 1m 13s 1361: learn: 0.4157777 test: 0.4292869 best: 0.4292869 (1361) total: 2m 37s remaining: 1m 13s 1362: learn: 0.4157777 test: 0.4292869 best: 0.4292869 (1361) total: 2m 37s remaining: 1m 13s 1363: learn: 0.4157776 test: 0.4292869 best: 0.4292869 (1363) total: 2m 37s remaining: 1m 13s 1364: learn: 0.4157751 test: 0.4292869 best: 0.4292869 (1363) total: 2m 37s remaining: 1m 13s 1365: learn: 0.4157751 test: 0.4292869 best: 0.4292869 (1363) total: 2m 37s remaining: 1m 13s 1366: learn: 0.4157751 test: 0.4292867 best: 0.4292867 (1366) total: 2m 37s remaining: 1m 13s 1367: learn: 0.4157745 test: 0.4292867 best: 0.4292867 (1367) total: 2m 37s remaining: 1m 12s 1368: learn: 0.4157745 test: 0.4292867 best: 0.4292867 (1367) total: 2m 38s remaining: 1m 12s 1369: learn: 0.4157745 test: 0.4292866 best: 0.4292866 (1369) total: 2m 38s remaining: 1m 12s 1370: learn: 0.4157745 test: 0.4292866 best: 0.4292866 (1369) total: 2m 38s remaining: 1m 12s 1371: learn: 0.4157744 test: 0.4292865 best: 0.4292865 (1371) total: 2m 38s remaining: 1m 12s 1372: learn: 0.4157744 test: 0.4292865 best: 0.4292865 (1371) total: 2m 38s remaining: 1m 12s 1373: learn: 0.4157721 test: 0.4292866 best: 0.4292865 (1371) total: 2m 38s remaining: 1m 12s 1374: learn: 0.4157721 test: 0.4292866 best: 0.4292865 (1371) total: 2m 38s remaining: 1m 12s 1375: learn: 0.4157662 test: 0.4292866 best: 0.4292865 (1371) total: 2m 39s remaining: 1m 12s 1376: learn: 0.4157662 test: 0.4292866 best: 0.4292865 (1371) total: 2m 39s remaining: 1m 11s 1377: learn: 0.4157661 test: 0.4292866 best: 0.4292865 (1371) total: 2m 39s remaining: 1m 11s 1378: learn: 0.4157661 test: 0.4292866 best: 0.4292865 (1371) total: 2m 39s remaining: 1m 11s 1379: learn: 0.4157660 test: 0.4292866 best: 0.4292865 (1371) total: 2m 39s remaining: 1m 11s 1380: learn: 0.4157656 test: 0.4292867 best: 0.4292865 (1371) total: 2m 39s remaining: 1m 11s 1381: learn: 0.4157611 test: 0.4292865 best: 0.4292865 (1381) total: 2m 39s remaining: 1m 11s 1382: learn: 0.4157611 test: 0.4292865 best: 0.4292865 (1381) total: 2m 39s remaining: 1m 11s 1383: learn: 0.4157608 test: 0.4292866 best: 0.4292865 (1381) total: 2m 40s remaining: 1m 11s 1384: learn: 0.4157608 test: 0.4292866 best: 0.4292865 (1381) total: 2m 40s remaining: 1m 11s 1385: learn: 0.4157608 test: 0.4292866 best: 0.4292865 (1381) total: 2m 40s remaining: 1m 11s 1386: learn: 0.4157608 test: 0.4292866 best: 0.4292865 (1381) total: 2m 40s remaining: 1m 10s 1387: learn: 0.4157608 test: 0.4292866 best: 0.4292865 (1381) total: 2m 40s remaining: 1m 10s 1388: learn: 0.4157607 test: 0.4292866 best: 0.4292865 (1381) total: 2m 40s remaining: 1m 10s 1389: learn: 0.4157607 test: 0.4292866 best: 0.4292865 (1381) total: 2m 41s remaining: 1m 10s 1390: learn: 0.4157606 test: 0.4292865 best: 0.4292865 (1381) total: 2m 41s remaining: 1m 10s 1391: learn: 0.4157606 test: 0.4292864 best: 0.4292864 (1391) total: 2m 41s remaining: 1m 10s 1392: learn: 0.4157605 test: 0.4292863 best: 0.4292863 (1392) total: 2m 41s remaining: 1m 10s 1393: learn: 0.4157605 test: 0.4292862 best: 0.4292862 (1393) total: 2m 41s remaining: 1m 10s 1394: learn: 0.4157605 test: 0.4292860 best: 0.4292860 (1394) total: 2m 41s remaining: 1m 10s 1395: learn: 0.4157605 test: 0.4292860 best: 0.4292860 (1394) total: 2m 41s remaining: 1m 10s 1396: learn: 0.4157604 test: 0.4292860 best: 0.4292860 (1396) total: 2m 41s remaining: 1m 9s 1397: learn: 0.4157604 test: 0.4292859 best: 0.4292859 (1397) total: 2m 42s remaining: 1m 9s 1398: learn: 0.4157604 test: 0.4292858 best: 0.4292858 (1398) total: 2m 42s remaining: 1m 9s 1399: learn: 0.4157603 test: 0.4292858 best: 0.4292858 (1399) total: 2m 42s remaining: 1m 9s 1400: learn: 0.4157603 test: 0.4292857 best: 0.4292857 (1400) total: 2m 42s remaining: 1m 9s 1401: learn: 0.4157579 test: 0.4292856 best: 0.4292856 (1401) total: 2m 42s remaining: 1m 9s 1402: learn: 0.4157566 test: 0.4292858 best: 0.4292856 (1401) total: 2m 42s remaining: 1m 9s 1403: learn: 0.4157563 test: 0.4292858 best: 0.4292856 (1401) total: 2m 43s remaining: 1m 9s 1404: learn: 0.4157560 test: 0.4292857 best: 0.4292856 (1401) total: 2m 43s remaining: 1m 9s 1405: learn: 0.4157559 test: 0.4292856 best: 0.4292856 (1401) total: 2m 43s remaining: 1m 9s 1406: learn: 0.4157559 test: 0.4292856 best: 0.4292856 (1401) total: 2m 43s remaining: 1m 8s 1407: learn: 0.4157559 test: 0.4292856 best: 0.4292856 (1401) total: 2m 43s remaining: 1m 8s 1408: learn: 0.4157559 test: 0.4292856 best: 0.4292856 (1401) total: 2m 43s remaining: 1m 8s 1409: learn: 0.4157559 test: 0.4292856 best: 0.4292856 (1401) total: 2m 43s remaining: 1m 8s 1410: learn: 0.4157556 test: 0.4292856 best: 0.4292856 (1401) total: 2m 44s remaining: 1m 8s 1411: learn: 0.4157547 test: 0.4292856 best: 0.4292856 (1401) total: 2m 44s remaining: 1m 8s 1412: learn: 0.4157546 test: 0.4292855 best: 0.4292855 (1412) total: 2m 44s remaining: 1m 8s 1413: learn: 0.4157534 test: 0.4292861 best: 0.4292855 (1412) total: 2m 44s remaining: 1m 8s 1414: learn: 0.4157533 test: 0.4292860 best: 0.4292855 (1412) total: 2m 44s remaining: 1m 8s 1415: learn: 0.4157533 test: 0.4292860 best: 0.4292855 (1412) total: 2m 44s remaining: 1m 7s 1416: learn: 0.4157507 test: 0.4292862 best: 0.4292855 (1412) total: 2m 44s remaining: 1m 7s 1417: learn: 0.4157476 test: 0.4292861 best: 0.4292855 (1412) total: 2m 45s remaining: 1m 7s 1418: learn: 0.4157476 test: 0.4292860 best: 0.4292855 (1412) total: 2m 45s remaining: 1m 7s 1419: learn: 0.4157473 test: 0.4292860 best: 0.4292855 (1412) total: 2m 45s remaining: 1m 7s 1420: learn: 0.4157468 test: 0.4292858 best: 0.4292855 (1412) total: 2m 45s remaining: 1m 7s 1421: learn: 0.4157468 test: 0.4292858 best: 0.4292855 (1412) total: 2m 45s remaining: 1m 7s 1422: learn: 0.4157403 test: 0.4292856 best: 0.4292855 (1412) total: 2m 45s remaining: 1m 7s 1423: learn: 0.4157402 test: 0.4292855 best: 0.4292855 (1423) total: 2m 45s remaining: 1m 7s 1424: learn: 0.4157400 test: 0.4292855 best: 0.4292855 (1423) total: 2m 46s remaining: 1m 7s 1425: learn: 0.4157400 test: 0.4292855 best: 0.4292855 (1425) total: 2m 46s remaining: 1m 6s 1426: learn: 0.4157399 test: 0.4292854 best: 0.4292854 (1426) total: 2m 46s remaining: 1m 6s 1427: learn: 0.4157388 test: 0.4292854 best: 0.4292854 (1426) total: 2m 46s remaining: 1m 6s 1428: learn: 0.4157374 test: 0.4292854 best: 0.4292854 (1428) total: 2m 46s remaining: 1m 6s 1429: learn: 0.4157374 test: 0.4292853 best: 0.4292853 (1429) total: 2m 46s remaining: 1m 6s 1430: learn: 0.4157363 test: 0.4292853 best: 0.4292853 (1430) total: 2m 46s remaining: 1m 6s 1431: learn: 0.4157363 test: 0.4292853 best: 0.4292853 (1430) total: 2m 47s remaining: 1m 6s 1432: learn: 0.4157362 test: 0.4292852 best: 0.4292852 (1432) total: 2m 47s remaining: 1m 6s 1433: learn: 0.4157362 test: 0.4292852 best: 0.4292852 (1432) total: 2m 47s remaining: 1m 6s 1434: learn: 0.4157361 test: 0.4292852 best: 0.4292852 (1434) total: 2m 47s remaining: 1m 5s 1435: learn: 0.4157360 test: 0.4292852 best: 0.4292852 (1434) total: 2m 47s remaining: 1m 5s 1436: learn: 0.4157358 test: 0.4292852 best: 0.4292852 (1434) total: 2m 47s remaining: 1m 5s 1437: learn: 0.4157358 test: 0.4292852 best: 0.4292852 (1437) total: 2m 47s remaining: 1m 5s 1438: learn: 0.4157358 test: 0.4292852 best: 0.4292852 (1437) total: 2m 48s remaining: 1m 5s 1439: learn: 0.4157358 test: 0.4292852 best: 0.4292852 (1437) total: 2m 48s remaining: 1m 5s 1440: learn: 0.4157358 test: 0.4292852 best: 0.4292852 (1437) total: 2m 48s remaining: 1m 5s 1441: learn: 0.4157358 test: 0.4292852 best: 0.4292852 (1437) total: 2m 48s remaining: 1m 5s 1442: learn: 0.4157358 test: 0.4292852 best: 0.4292852 (1437) total: 2m 48s remaining: 1m 5s 1443: learn: 0.4157356 test: 0.4292852 best: 0.4292852 (1437) total: 2m 48s remaining: 1m 4s 1444: learn: 0.4157356 test: 0.4292852 best: 0.4292852 (1437) total: 2m 48s remaining: 1m 4s 1445: learn: 0.4157356 test: 0.4292852 best: 0.4292852 (1437) total: 2m 48s remaining: 1m 4s 1446: learn: 0.4157353 test: 0.4292850 best: 0.4292850 (1446) total: 2m 49s remaining: 1m 4s 1447: learn: 0.4157353 test: 0.4292850 best: 0.4292850 (1446) total: 2m 49s remaining: 1m 4s 1448: learn: 0.4157353 test: 0.4292851 best: 0.4292850 (1446) total: 2m 49s remaining: 1m 4s 1449: learn: 0.4157353 test: 0.4292851 best: 0.4292850 (1446) total: 2m 49s remaining: 1m 4s 1450: learn: 0.4157352 test: 0.4292850 best: 0.4292850 (1450) total: 2m 49s remaining: 1m 4s 1451: learn: 0.4157348 test: 0.4292850 best: 0.4292850 (1450) total: 2m 49s remaining: 1m 4s 1452: learn: 0.4157348 test: 0.4292850 best: 0.4292850 (1450) total: 2m 49s remaining: 1m 3s 1453: learn: 0.4157348 test: 0.4292850 best: 0.4292850 (1450) total: 2m 49s remaining: 1m 3s 1454: learn: 0.4157348 test: 0.4292850 best: 0.4292850 (1450) total: 2m 50s remaining: 1m 3s 1455: learn: 0.4157343 test: 0.4292851 best: 0.4292850 (1450) total: 2m 50s remaining: 1m 3s 1456: learn: 0.4157343 test: 0.4292851 best: 0.4292850 (1450) total: 2m 50s remaining: 1m 3s 1457: learn: 0.4157343 test: 0.4292851 best: 0.4292850 (1450) total: 2m 50s remaining: 1m 3s 1458: learn: 0.4157343 test: 0.4292851 best: 0.4292850 (1450) total: 2m 50s remaining: 1m 3s 1459: learn: 0.4157343 test: 0.4292851 best: 0.4292850 (1450) total: 2m 50s remaining: 1m 3s 1460: learn: 0.4157341 test: 0.4292851 best: 0.4292850 (1450) total: 2m 51s remaining: 1m 3s 1461: learn: 0.4157341 test: 0.4292851 best: 0.4292850 (1450) total: 2m 51s remaining: 1m 2s 1462: learn: 0.4157332 test: 0.4292851 best: 0.4292850 (1450) total: 2m 51s remaining: 1m 2s 1463: learn: 0.4157307 test: 0.4292850 best: 0.4292850 (1450) total: 2m 51s remaining: 1m 2s 1464: learn: 0.4157306 test: 0.4292850 best: 0.4292850 (1450) total: 2m 51s remaining: 1m 2s 1465: learn: 0.4157298 test: 0.4292849 best: 0.4292849 (1465) total: 2m 51s remaining: 1m 2s 1466: learn: 0.4157298 test: 0.4292849 best: 0.4292849 (1465) total: 2m 51s remaining: 1m 2s 1467: learn: 0.4157294 test: 0.4292850 best: 0.4292849 (1465) total: 2m 52s remaining: 1m 2s 1468: learn: 0.4157294 test: 0.4292850 best: 0.4292849 (1465) total: 2m 52s remaining: 1m 2s 1469: learn: 0.4157292 test: 0.4292850 best: 0.4292849 (1465) total: 2m 52s remaining: 1m 2s 1470: learn: 0.4157292 test: 0.4292850 best: 0.4292849 (1465) total: 2m 52s remaining: 1m 2s 1471: learn: 0.4157291 test: 0.4292850 best: 0.4292849 (1465) total: 2m 52s remaining: 1m 1s 1472: learn: 0.4157291 test: 0.4292850 best: 0.4292849 (1465) total: 2m 52s remaining: 1m 1s 1473: learn: 0.4157290 test: 0.4292850 best: 0.4292849 (1465) total: 2m 52s remaining: 1m 1s 1474: learn: 0.4157290 test: 0.4292849 best: 0.4292849 (1474) total: 2m 53s remaining: 1m 1s 1475: learn: 0.4157290 test: 0.4292849 best: 0.4292849 (1475) total: 2m 53s remaining: 1m 1s 1476: learn: 0.4157285 test: 0.4292849 best: 0.4292849 (1476) total: 2m 53s remaining: 1m 1s 1477: learn: 0.4157283 test: 0.4292849 best: 0.4292849 (1476) total: 2m 53s remaining: 1m 1s 1478: learn: 0.4157281 test: 0.4292850 best: 0.4292849 (1476) total: 2m 53s remaining: 1m 1s 1479: learn: 0.4157281 test: 0.4292850 best: 0.4292849 (1476) total: 2m 53s remaining: 1m 1s 1480: learn: 0.4157281 test: 0.4292850 best: 0.4292849 (1476) total: 2m 53s remaining: 1m 1481: learn: 0.4157280 test: 0.4292849 best: 0.4292849 (1476) total: 2m 54s remaining: 1m 1482: learn: 0.4157280 test: 0.4292849 best: 0.4292849 (1476) total: 2m 54s remaining: 1m 1483: learn: 0.4157279 test: 0.4292849 best: 0.4292849 (1476) total: 2m 54s remaining: 1m 1484: learn: 0.4157277 test: 0.4292848 best: 0.4292848 (1484) total: 2m 54s remaining: 1m 1485: learn: 0.4157277 test: 0.4292848 best: 0.4292848 (1485) total: 2m 54s remaining: 1m 1486: learn: 0.4157277 test: 0.4292848 best: 0.4292848 (1485) total: 2m 54s remaining: 1m 1487: learn: 0.4157248 test: 0.4292848 best: 0.4292848 (1487) total: 2m 54s remaining: 1m 1488: learn: 0.4157248 test: 0.4292848 best: 0.4292848 (1487) total: 2m 54s remaining: 1m 1489: learn: 0.4157247 test: 0.4292848 best: 0.4292848 (1487) total: 2m 55s remaining: 59.9s 1490: learn: 0.4157247 test: 0.4292848 best: 0.4292848 (1487) total: 2m 55s remaining: 59.8s 1491: learn: 0.4157247 test: 0.4292848 best: 0.4292848 (1487) total: 2m 55s remaining: 59.7s 1492: learn: 0.4157247 test: 0.4292848 best: 0.4292848 (1487) total: 2m 55s remaining: 59.6s 1493: learn: 0.4157247 test: 0.4292848 best: 0.4292848 (1487) total: 2m 55s remaining: 59.5s 1494: learn: 0.4157247 test: 0.4292849 best: 0.4292848 (1487) total: 2m 55s remaining: 59.4s 1495: learn: 0.4157246 test: 0.4292848 best: 0.4292848 (1487) total: 2m 55s remaining: 59.3s 1496: learn: 0.4157246 test: 0.4292848 best: 0.4292848 (1487) total: 2m 56s remaining: 59.2s 1497: learn: 0.4157246 test: 0.4292848 best: 0.4292848 (1487) total: 2m 56s remaining: 59s 1498: learn: 0.4157246 test: 0.4292848 best: 0.4292848 (1487) total: 2m 56s remaining: 58.9s 1499: learn: 0.4157246 test: 0.4292848 best: 0.4292848 (1487) total: 2m 56s remaining: 58.8s 1500: learn: 0.4157243 test: 0.4292849 best: 0.4292848 (1487) total: 2m 56s remaining: 58.6s 1501: learn: 0.4157243 test: 0.4292849 best: 0.4292848 (1487) total: 2m 56s remaining: 58.5s 1502: learn: 0.4157243 test: 0.4292849 best: 0.4292848 (1487) total: 2m 56s remaining: 58.4s 1503: learn: 0.4157242 test: 0.4292849 best: 0.4292848 (1487) total: 2m 56s remaining: 58.3s 1504: learn: 0.4157241 test: 0.4292849 best: 0.4292848 (1487) total: 2m 56s remaining: 58.2s 1505: learn: 0.4157241 test: 0.4292849 best: 0.4292848 (1487) total: 2m 57s remaining: 58.1s 1506: learn: 0.4157241 test: 0.4292849 best: 0.4292848 (1487) total: 2m 57s remaining: 58s 1507: learn: 0.4157241 test: 0.4292849 best: 0.4292848 (1487) total: 2m 57s remaining: 57.9s 1508: learn: 0.4157241 test: 0.4292849 best: 0.4292848 (1487) total: 2m 57s remaining: 57.8s 1509: learn: 0.4157239 test: 0.4292850 best: 0.4292848 (1487) total: 2m 57s remaining: 57.6s 1510: learn: 0.4157238 test: 0.4292850 best: 0.4292848 (1487) total: 2m 57s remaining: 57.5s 1511: learn: 0.4157238 test: 0.4292850 best: 0.4292848 (1487) total: 2m 57s remaining: 57.4s 1512: learn: 0.4157238 test: 0.4292850 best: 0.4292848 (1487) total: 2m 58s remaining: 57.3s 1513: learn: 0.4157238 test: 0.4292850 best: 0.4292848 (1487) total: 2m 58s remaining: 57.2s 1514: learn: 0.4157238 test: 0.4292850 best: 0.4292848 (1487) total: 2m 58s remaining: 57.1s 1515: learn: 0.4157238 test: 0.4292850 best: 0.4292848 (1487) total: 2m 58s remaining: 57s 1516: learn: 0.4157238 test: 0.4292850 best: 0.4292848 (1487) total: 2m 58s remaining: 56.9s 1517: learn: 0.4157238 test: 0.4292850 best: 0.4292848 (1487) total: 2m 58s remaining: 56.8s 1518: learn: 0.4157235 test: 0.4292851 best: 0.4292848 (1487) total: 2m 58s remaining: 56.7s 1519: learn: 0.4157235 test: 0.4292851 best: 0.4292848 (1487) total: 2m 59s remaining: 56.5s 1520: learn: 0.4157234 test: 0.4292851 best: 0.4292848 (1487) total: 2m 59s remaining: 56.4s 1521: learn: 0.4157228 test: 0.4292851 best: 0.4292848 (1487) total: 2m 59s remaining: 56.3s 1522: learn: 0.4157226 test: 0.4292850 best: 0.4292848 (1487) total: 2m 59s remaining: 56.2s 1523: learn: 0.4157226 test: 0.4292850 best: 0.4292848 (1487) total: 2m 59s remaining: 56.1s 1524: learn: 0.4157226 test: 0.4292850 best: 0.4292848 (1487) total: 2m 59s remaining: 56s 1525: learn: 0.4157226 test: 0.4292850 best: 0.4292848 (1487) total: 2m 59s remaining: 55.9s 1526: learn: 0.4157226 test: 0.4292850 best: 0.4292848 (1487) total: 3m remaining: 55.8s 1527: learn: 0.4157225 test: 0.4292850 best: 0.4292848 (1487) total: 3m remaining: 55.7s 1528: learn: 0.4157225 test: 0.4292850 best: 0.4292848 (1487) total: 3m remaining: 55.5s 1529: learn: 0.4157224 test: 0.4292850 best: 0.4292848 (1487) total: 3m remaining: 55.4s 1530: learn: 0.4157224 test: 0.4292850 best: 0.4292848 (1487) total: 3m remaining: 55.3s 1531: learn: 0.4157219 test: 0.4292848 best: 0.4292848 (1487) total: 3m remaining: 55.2s 1532: learn: 0.4157219 test: 0.4292848 best: 0.4292848 (1487) total: 3m remaining: 55.1s 1533: learn: 0.4157219 test: 0.4292848 best: 0.4292848 (1487) total: 3m remaining: 54.9s 1534: learn: 0.4157219 test: 0.4292848 best: 0.4292848 (1487) total: 3m 1s remaining: 54.8s 1535: learn: 0.4157219 test: 0.4292848 best: 0.4292848 (1487) total: 3m 1s remaining: 54.7s 1536: learn: 0.4157212 test: 0.4292847 best: 0.4292847 (1536) total: 3m 1s remaining: 54.6s 1537: learn: 0.4157212 test: 0.4292847 best: 0.4292847 (1537) total: 3m 1s remaining: 54.5s 1538: learn: 0.4157212 test: 0.4292847 best: 0.4292847 (1537) total: 3m 1s remaining: 54.4s 1539: learn: 0.4157211 test: 0.4292847 best: 0.4292847 (1539) total: 3m 1s remaining: 54.3s 1540: learn: 0.4157211 test: 0.4292847 best: 0.4292847 (1539) total: 3m 1s remaining: 54.2s 1541: learn: 0.4157200 test: 0.4292847 best: 0.4292847 (1541) total: 3m 1s remaining: 54s 1542: learn: 0.4157200 test: 0.4292847 best: 0.4292847 (1542) total: 3m 2s remaining: 53.9s 1543: learn: 0.4157200 test: 0.4292847 best: 0.4292847 (1543) total: 3m 2s remaining: 53.8s 1544: learn: 0.4157199 test: 0.4292847 best: 0.4292847 (1544) total: 3m 2s remaining: 53.7s 1545: learn: 0.4157199 test: 0.4292847 best: 0.4292847 (1544) total: 3m 2s remaining: 53.6s 1546: learn: 0.4157199 test: 0.4292847 best: 0.4292847 (1544) total: 3m 2s remaining: 53.4s 1547: learn: 0.4157197 test: 0.4292847 best: 0.4292847 (1547) total: 3m 2s remaining: 53.3s 1548: learn: 0.4157197 test: 0.4292847 best: 0.4292847 (1548) total: 3m 2s remaining: 53.2s 1549: learn: 0.4157196 test: 0.4292847 best: 0.4292847 (1548) total: 3m 2s remaining: 53.1s 1550: learn: 0.4157195 test: 0.4292848 best: 0.4292847 (1548) total: 3m 3s remaining: 53s 1551: learn: 0.4157195 test: 0.4292848 best: 0.4292847 (1548) total: 3m 3s remaining: 52.9s 1552: learn: 0.4157195 test: 0.4292848 best: 0.4292847 (1548) total: 3m 3s remaining: 52.7s 1553: learn: 0.4157195 test: 0.4292848 best: 0.4292847 (1548) total: 3m 3s remaining: 52.6s 1554: learn: 0.4157195 test: 0.4292848 best: 0.4292847 (1548) total: 3m 3s remaining: 52.5s 1555: learn: 0.4157189 test: 0.4292847 best: 0.4292847 (1548) total: 3m 3s remaining: 52.4s 1556: learn: 0.4157189 test: 0.4292847 best: 0.4292847 (1548) total: 3m 3s remaining: 52.3s 1557: learn: 0.4157189 test: 0.4292847 best: 0.4292847 (1548) total: 3m 3s remaining: 52.1s 1558: learn: 0.4157187 test: 0.4292847 best: 0.4292847 (1548) total: 3m 3s remaining: 52s 1559: learn: 0.4157187 test: 0.4292847 best: 0.4292847 (1548) total: 3m 3s remaining: 51.9s 1560: learn: 0.4157187 test: 0.4292847 best: 0.4292847 (1548) total: 3m 4s remaining: 51.8s 1561: learn: 0.4157187 test: 0.4292847 best: 0.4292847 (1548) total: 3m 4s remaining: 51.7s 1562: learn: 0.4157187 test: 0.4292847 best: 0.4292847 (1548) total: 3m 4s remaining: 51.5s 1563: learn: 0.4157187 test: 0.4292847 best: 0.4292847 (1563) total: 3m 4s remaining: 51.4s 1564: learn: 0.4157187 test: 0.4292847 best: 0.4292847 (1563) total: 3m 4s remaining: 51.3s 1565: learn: 0.4157187 test: 0.4292847 best: 0.4292847 (1563) total: 3m 4s remaining: 51.1s 1566: learn: 0.4157187 test: 0.4292847 best: 0.4292847 (1563) total: 3m 4s remaining: 51s 1567: learn: 0.4157187 test: 0.4292847 best: 0.4292847 (1563) total: 3m 4s remaining: 50.9s 1568: learn: 0.4157186 test: 0.4292846 best: 0.4292846 (1568) total: 3m 4s remaining: 50.8s 1569: learn: 0.4157186 test: 0.4292846 best: 0.4292846 (1569) total: 3m 4s remaining: 50.7s 1570: learn: 0.4157186 test: 0.4292846 best: 0.4292846 (1570) total: 3m 5s remaining: 50.5s 1571: learn: 0.4157185 test: 0.4292845 best: 0.4292845 (1571) total: 3m 5s remaining: 50.4s 1572: learn: 0.4157185 test: 0.4292845 best: 0.4292845 (1571) total: 3m 5s remaining: 50.3s 1573: learn: 0.4157185 test: 0.4292845 best: 0.4292845 (1571) total: 3m 5s remaining: 50.1s 1574: learn: 0.4157185 test: 0.4292845 best: 0.4292845 (1571) total: 3m 5s remaining: 50s 1575: learn: 0.4157184 test: 0.4292845 best: 0.4292845 (1575) total: 3m 5s remaining: 49.9s 1576: learn: 0.4157184 test: 0.4292844 best: 0.4292844 (1576) total: 3m 5s remaining: 49.8s 1577: learn: 0.4157183 test: 0.4292844 best: 0.4292844 (1577) total: 3m 5s remaining: 49.7s 1578: learn: 0.4157179 test: 0.4292844 best: 0.4292844 (1578) total: 3m 5s remaining: 49.6s 1579: learn: 0.4157170 test: 0.4292843 best: 0.4292843 (1579) total: 3m 6s remaining: 49.5s 1580: learn: 0.4157170 test: 0.4292843 best: 0.4292843 (1580) total: 3m 6s remaining: 49.3s 1581: learn: 0.4157158 test: 0.4292843 best: 0.4292843 (1581) total: 3m 6s remaining: 49.2s 1582: learn: 0.4157157 test: 0.4292843 best: 0.4292843 (1581) total: 3m 6s remaining: 49.1s 1583: learn: 0.4157149 test: 0.4292843 best: 0.4292843 (1581) total: 3m 6s remaining: 49s 1584: learn: 0.4157147 test: 0.4292843 best: 0.4292843 (1581) total: 3m 6s remaining: 48.9s 1585: learn: 0.4157145 test: 0.4292843 best: 0.4292843 (1581) total: 3m 6s remaining: 48.8s 1586: learn: 0.4157144 test: 0.4292843 best: 0.4292843 (1581) total: 3m 6s remaining: 48.7s 1587: learn: 0.4157143 test: 0.4292843 best: 0.4292843 (1581) total: 3m 7s remaining: 48.5s 1588: learn: 0.4157136 test: 0.4292843 best: 0.4292843 (1581) total: 3m 7s remaining: 48.4s 1589: learn: 0.4157135 test: 0.4292842 best: 0.4292842 (1589) total: 3m 7s remaining: 48.3s 1590: learn: 0.4157134 test: 0.4292842 best: 0.4292842 (1589) total: 3m 7s remaining: 48.2s 1591: learn: 0.4157134 test: 0.4292842 best: 0.4292842 (1591) total: 3m 7s remaining: 48.1s 1592: learn: 0.4157134 test: 0.4292842 best: 0.4292842 (1592) total: 3m 7s remaining: 48s 1593: learn: 0.4157132 test: 0.4292842 best: 0.4292842 (1593) total: 3m 7s remaining: 47.8s 1594: learn: 0.4157124 test: 0.4292848 best: 0.4292842 (1593) total: 3m 7s remaining: 47.7s 1595: learn: 0.4157124 test: 0.4292847 best: 0.4292842 (1593) total: 3m 8s remaining: 47.6s 1596: learn: 0.4157123 test: 0.4292847 best: 0.4292842 (1593) total: 3m 8s remaining: 47.5s 1597: learn: 0.4157123 test: 0.4292846 best: 0.4292842 (1593) total: 3m 8s remaining: 47.4s 1598: learn: 0.4157121 test: 0.4292846 best: 0.4292842 (1593) total: 3m 8s remaining: 47.3s 1599: learn: 0.4157119 test: 0.4292845 best: 0.4292842 (1593) total: 3m 8s remaining: 47.2s 1600: learn: 0.4157068 test: 0.4292882 best: 0.4292842 (1593) total: 3m 8s remaining: 47.1s 1601: learn: 0.4157067 test: 0.4292882 best: 0.4292842 (1593) total: 3m 8s remaining: 47s 1602: learn: 0.4157067 test: 0.4292882 best: 0.4292842 (1593) total: 3m 9s remaining: 46.8s 1603: learn: 0.4157067 test: 0.4292882 best: 0.4292842 (1593) total: 3m 9s remaining: 46.7s 1604: learn: 0.4157066 test: 0.4292882 best: 0.4292842 (1593) total: 3m 9s remaining: 46.6s 1605: learn: 0.4157066 test: 0.4292882 best: 0.4292842 (1593) total: 3m 9s remaining: 46.5s 1606: learn: 0.4157066 test: 0.4292882 best: 0.4292842 (1593) total: 3m 9s remaining: 46.4s 1607: learn: 0.4157066 test: 0.4292882 best: 0.4292842 (1593) total: 3m 9s remaining: 46.3s 1608: learn: 0.4157065 test: 0.4292882 best: 0.4292842 (1593) total: 3m 9s remaining: 46.1s 1609: learn: 0.4157064 test: 0.4292882 best: 0.4292842 (1593) total: 3m 10s remaining: 46s 1610: learn: 0.4157064 test: 0.4292882 best: 0.4292842 (1593) total: 3m 10s remaining: 45.9s 1611: learn: 0.4157064 test: 0.4292881 best: 0.4292842 (1593) total: 3m 10s remaining: 45.8s 1612: learn: 0.4157064 test: 0.4292881 best: 0.4292842 (1593) total: 3m 10s remaining: 45.7s 1613: learn: 0.4157064 test: 0.4292881 best: 0.4292842 (1593) total: 3m 10s remaining: 45.6s 1614: learn: 0.4157063 test: 0.4292881 best: 0.4292842 (1593) total: 3m 10s remaining: 45.5s 1615: learn: 0.4157062 test: 0.4292881 best: 0.4292842 (1593) total: 3m 10s remaining: 45.3s 1616: learn: 0.4157062 test: 0.4292881 best: 0.4292842 (1593) total: 3m 10s remaining: 45.2s 1617: learn: 0.4157061 test: 0.4292881 best: 0.4292842 (1593) total: 3m 11s remaining: 45.1s 1618: learn: 0.4157061 test: 0.4292881 best: 0.4292842 (1593) total: 3m 11s remaining: 45s 1619: learn: 0.4157053 test: 0.4292881 best: 0.4292842 (1593) total: 3m 11s remaining: 44.9s 1620: learn: 0.4156970 test: 0.4292949 best: 0.4292842 (1593) total: 3m 11s remaining: 44.8s 1621: learn: 0.4156969 test: 0.4292949 best: 0.4292842 (1593) total: 3m 11s remaining: 44.7s 1622: learn: 0.4156961 test: 0.4292949 best: 0.4292842 (1593) total: 3m 11s remaining: 44.5s 1623: learn: 0.4156915 test: 0.4292949 best: 0.4292842 (1593) total: 3m 11s remaining: 44.4s 1624: learn: 0.4156891 test: 0.4292959 best: 0.4292842 (1593) total: 3m 12s remaining: 44.3s 1625: learn: 0.4156883 test: 0.4292959 best: 0.4292842 (1593) total: 3m 12s remaining: 44.2s 1626: learn: 0.4156882 test: 0.4292959 best: 0.4292842 (1593) total: 3m 12s remaining: 44.1s 1627: learn: 0.4156876 test: 0.4292965 best: 0.4292842 (1593) total: 3m 12s remaining: 44s 1628: learn: 0.4156875 test: 0.4292965 best: 0.4292842 (1593) total: 3m 12s remaining: 43.9s 1629: learn: 0.4156875 test: 0.4292965 best: 0.4292842 (1593) total: 3m 12s remaining: 43.8s 1630: learn: 0.4156871 test: 0.4292964 best: 0.4292842 (1593) total: 3m 12s remaining: 43.6s 1631: learn: 0.4156871 test: 0.4292964 best: 0.4292842 (1593) total: 3m 12s remaining: 43.5s 1632: learn: 0.4156868 test: 0.4292964 best: 0.4292842 (1593) total: 3m 13s remaining: 43.4s 1633: learn: 0.4156867 test: 0.4292964 best: 0.4292842 (1593) total: 3m 13s remaining: 43.3s 1634: learn: 0.4156867 test: 0.4292964 best: 0.4292842 (1593) total: 3m 13s remaining: 43.2s 1635: learn: 0.4156867 test: 0.4292964 best: 0.4292842 (1593) total: 3m 13s remaining: 43s 1636: learn: 0.4156867 test: 0.4292964 best: 0.4292842 (1593) total: 3m 13s remaining: 42.9s 1637: learn: 0.4156857 test: 0.4292964 best: 0.4292842 (1593) total: 3m 13s remaining: 42.8s 1638: learn: 0.4156857 test: 0.4292964 best: 0.4292842 (1593) total: 3m 13s remaining: 42.7s 1639: learn: 0.4156857 test: 0.4292964 best: 0.4292842 (1593) total: 3m 13s remaining: 42.6s 1640: learn: 0.4156857 test: 0.4292964 best: 0.4292842 (1593) total: 3m 14s remaining: 42.5s 1641: learn: 0.4156853 test: 0.4292962 best: 0.4292842 (1593) total: 3m 14s remaining: 42.3s 1642: learn: 0.4156853 test: 0.4292963 best: 0.4292842 (1593) total: 3m 14s remaining: 42.2s 1643: learn: 0.4156827 test: 0.4292967 best: 0.4292842 (1593) total: 3m 14s remaining: 42.1s 1644: learn: 0.4156827 test: 0.4292967 best: 0.4292842 (1593) total: 3m 14s remaining: 42s 1645: learn: 0.4156821 test: 0.4292973 best: 0.4292842 (1593) total: 3m 14s remaining: 41.9s 1646: learn: 0.4156821 test: 0.4292973 best: 0.4292842 (1593) total: 3m 15s remaining: 41.8s 1647: learn: 0.4156820 test: 0.4292973 best: 0.4292842 (1593) total: 3m 15s remaining: 41.7s 1648: learn: 0.4156820 test: 0.4292973 best: 0.4292842 (1593) total: 3m 15s remaining: 41.6s 1649: learn: 0.4156819 test: 0.4292973 best: 0.4292842 (1593) total: 3m 15s remaining: 41.5s 1650: learn: 0.4156815 test: 0.4292972 best: 0.4292842 (1593) total: 3m 15s remaining: 41.3s 1651: learn: 0.4156815 test: 0.4292972 best: 0.4292842 (1593) total: 3m 15s remaining: 41.2s 1652: learn: 0.4156815 test: 0.4292972 best: 0.4292842 (1593) total: 3m 15s remaining: 41.1s 1653: learn: 0.4156815 test: 0.4292972 best: 0.4292842 (1593) total: 3m 15s remaining: 41s 1654: learn: 0.4156780 test: 0.4292973 best: 0.4292842 (1593) total: 3m 16s remaining: 40.9s 1655: learn: 0.4156779 test: 0.4292973 best: 0.4292842 (1593) total: 3m 16s remaining: 40.8s 1656: learn: 0.4156778 test: 0.4292972 best: 0.4292842 (1593) total: 3m 16s remaining: 40.6s 1657: learn: 0.4156778 test: 0.4292972 best: 0.4292842 (1593) total: 3m 16s remaining: 40.5s 1658: learn: 0.4156778 test: 0.4292972 best: 0.4292842 (1593) total: 3m 16s remaining: 40.4s 1659: learn: 0.4156775 test: 0.4292972 best: 0.4292842 (1593) total: 3m 16s remaining: 40.3s 1660: learn: 0.4156775 test: 0.4292972 best: 0.4292842 (1593) total: 3m 16s remaining: 40.2s 1661: learn: 0.4156741 test: 0.4292972 best: 0.4292842 (1593) total: 3m 17s remaining: 40.1s 1662: learn: 0.4156741 test: 0.4292972 best: 0.4292842 (1593) total: 3m 17s remaining: 40s 1663: learn: 0.4156414 test: 0.4292924 best: 0.4292842 (1593) total: 3m 17s remaining: 39.8s 1664: learn: 0.4156413 test: 0.4292924 best: 0.4292842 (1593) total: 3m 17s remaining: 39.7s 1665: learn: 0.4156413 test: 0.4292924 best: 0.4292842 (1593) total: 3m 17s remaining: 39.6s 1666: learn: 0.4156410 test: 0.4292924 best: 0.4292842 (1593) total: 3m 17s remaining: 39.5s 1667: learn: 0.4156408 test: 0.4292924 best: 0.4292842 (1593) total: 3m 17s remaining: 39.4s 1668: learn: 0.4156408 test: 0.4292925 best: 0.4292842 (1593) total: 3m 18s remaining: 39.3s 1669: learn: 0.4156408 test: 0.4292925 best: 0.4292842 (1593) total: 3m 18s remaining: 39.2s 1670: learn: 0.4152522 test: 0.4289682 best: 0.4289682 (1670) total: 3m 18s remaining: 39s 1671: learn: 0.4152521 test: 0.4289682 best: 0.4289682 (1670) total: 3m 18s remaining: 38.9s 1672: learn: 0.4151276 test: 0.4288741 best: 0.4288741 (1672) total: 3m 18s remaining: 38.8s 1673: learn: 0.4147148 test: 0.4285891 best: 0.4285891 (1673) total: 3m 18s remaining: 38.7s 1674: learn: 0.4147148 test: 0.4285890 best: 0.4285890 (1674) total: 3m 18s remaining: 38.6s 1675: learn: 0.4146872 test: 0.4285717 best: 0.4285717 (1675) total: 3m 18s remaining: 38.5s 1676: learn: 0.4146689 test: 0.4285716 best: 0.4285716 (1676) total: 3m 19s remaining: 38.4s 1677: learn: 0.4146687 test: 0.4285716 best: 0.4285716 (1677) total: 3m 19s remaining: 38.2s 1678: learn: 0.4146687 test: 0.4285713 best: 0.4285713 (1678) total: 3m 19s remaining: 38.1s 1679: learn: 0.4146687 test: 0.4285713 best: 0.4285713 (1679) total: 3m 19s remaining: 38s 1680: learn: 0.4146687 test: 0.4285710 best: 0.4285710 (1680) total: 3m 19s remaining: 37.9s 1681: learn: 0.4146686 test: 0.4285710 best: 0.4285710 (1681) total: 3m 19s remaining: 37.8s 1682: learn: 0.4146686 test: 0.4285706 best: 0.4285706 (1682) total: 3m 19s remaining: 37.7s 1683: learn: 0.4146686 test: 0.4285707 best: 0.4285706 (1682) total: 3m 20s remaining: 37.5s 1684: learn: 0.4146686 test: 0.4285707 best: 0.4285706 (1682) total: 3m 20s remaining: 37.4s 1685: learn: 0.4146686 test: 0.4285703 best: 0.4285703 (1685) total: 3m 20s remaining: 37.3s 1686: learn: 0.4146686 test: 0.4285700 best: 0.4285700 (1686) total: 3m 20s remaining: 37.2s 1687: learn: 0.4146681 test: 0.4285707 best: 0.4285700 (1686) total: 3m 20s remaining: 37.1s 1688: learn: 0.4146681 test: 0.4285707 best: 0.4285700 (1686) total: 3m 20s remaining: 37s 1689: learn: 0.4146680 test: 0.4285707 best: 0.4285700 (1686) total: 3m 20s remaining: 36.8s 1690: learn: 0.4146680 test: 0.4285707 best: 0.4285700 (1686) total: 3m 20s remaining: 36.7s 1691: learn: 0.4146673 test: 0.4285713 best: 0.4285700 (1686) total: 3m 21s remaining: 36.6s 1692: learn: 0.4146667 test: 0.4285712 best: 0.4285700 (1686) total: 3m 21s remaining: 36.5s 1693: learn: 0.4146667 test: 0.4285710 best: 0.4285700 (1686) total: 3m 21s remaining: 36.4s 1694: learn: 0.4146667 test: 0.4285710 best: 0.4285700 (1686) total: 3m 21s remaining: 36.3s 1695: learn: 0.4146667 test: 0.4285710 best: 0.4285700 (1686) total: 3m 21s remaining: 36.1s 1696: learn: 0.4146667 test: 0.4285710 best: 0.4285700 (1686) total: 3m 21s remaining: 36s 1697: learn: 0.4146667 test: 0.4285709 best: 0.4285700 (1686) total: 3m 21s remaining: 35.9s 1698: learn: 0.4139612 test: 0.4278725 best: 0.4278725 (1698) total: 3m 21s remaining: 35.8s 1699: learn: 0.4139611 test: 0.4278725 best: 0.4278725 (1698) total: 3m 22s remaining: 35.6s 1700: learn: 0.4132872 test: 0.4273586 best: 0.4273586 (1700) total: 3m 22s remaining: 35.5s 1701: learn: 0.4132869 test: 0.4273587 best: 0.4273586 (1700) total: 3m 22s remaining: 35.4s 1702: learn: 0.4132869 test: 0.4273587 best: 0.4273586 (1700) total: 3m 22s remaining: 35.3s 1703: learn: 0.4132865 test: 0.4273587 best: 0.4273586 (1700) total: 3m 22s remaining: 35.2s 1704: learn: 0.4132864 test: 0.4273587 best: 0.4273586 (1700) total: 3m 22s remaining: 35.1s 1705: learn: 0.4132864 test: 0.4273587 best: 0.4273586 (1700) total: 3m 22s remaining: 35s 1706: learn: 0.4125680 test: 0.4266069 best: 0.4266069 (1706) total: 3m 23s remaining: 34.9s 1707: learn: 0.4125530 test: 0.4266038 best: 0.4266038 (1707) total: 3m 23s remaining: 34.7s 1708: learn: 0.4125529 test: 0.4266038 best: 0.4266038 (1707) total: 3m 23s remaining: 34.6s 1709: learn: 0.4124722 test: 0.4265567 best: 0.4265567 (1709) total: 3m 23s remaining: 34.5s 1710: learn: 0.4124677 test: 0.4265568 best: 0.4265567 (1709) total: 3m 23s remaining: 34.4s 1711: learn: 0.4124677 test: 0.4265568 best: 0.4265567 (1709) total: 3m 23s remaining: 34.3s 1712: learn: 0.4124670 test: 0.4265566 best: 0.4265566 (1712) total: 3m 23s remaining: 34.2s 1713: learn: 0.4124669 test: 0.4265566 best: 0.4265566 (1713) total: 3m 24s remaining: 34.1s 1714: learn: 0.4124667 test: 0.4265566 best: 0.4265566 (1713) total: 3m 24s remaining: 33.9s 1715: learn: 0.4124661 test: 0.4265566 best: 0.4265566 (1713) total: 3m 24s remaining: 33.8s 1716: learn: 0.4124659 test: 0.4265560 best: 0.4265560 (1716) total: 3m 24s remaining: 33.7s 1717: learn: 0.4124659 test: 0.4265560 best: 0.4265560 (1717) total: 3m 24s remaining: 33.6s 1718: learn: 0.4124653 test: 0.4265559 best: 0.4265559 (1718) total: 3m 24s remaining: 33.5s 1719: learn: 0.4124652 test: 0.4265558 best: 0.4265558 (1719) total: 3m 24s remaining: 33.4s 1720: learn: 0.4124652 test: 0.4265558 best: 0.4265558 (1720) total: 3m 24s remaining: 33.2s 1721: learn: 0.4124652 test: 0.4265558 best: 0.4265558 (1721) total: 3m 25s remaining: 33.1s 1722: learn: 0.4124528 test: 0.4265453 best: 0.4265453 (1722) total: 3m 25s remaining: 33s 1723: learn: 0.4124528 test: 0.4265453 best: 0.4265453 (1723) total: 3m 25s remaining: 32.9s 1724: learn: 0.4117572 test: 0.4259670 best: 0.4259670 (1724) total: 3m 25s remaining: 32.7s 1725: learn: 0.4117567 test: 0.4259670 best: 0.4259670 (1724) total: 3m 25s remaining: 32.6s 1726: learn: 0.4117558 test: 0.4259670 best: 0.4259670 (1724) total: 3m 25s remaining: 32.5s 1727: learn: 0.4117558 test: 0.4259670 best: 0.4259670 (1727) total: 3m 25s remaining: 32.4s 1728: learn: 0.4113321 test: 0.4257272 best: 0.4257272 (1728) total: 3m 26s remaining: 32.3s 1729: learn: 0.4113306 test: 0.4257272 best: 0.4257272 (1728) total: 3m 26s remaining: 32.2s 1730: learn: 0.4113301 test: 0.4257272 best: 0.4257272 (1728) total: 3m 26s remaining: 32.1s 1731: learn: 0.4113301 test: 0.4257272 best: 0.4257272 (1728) total: 3m 26s remaining: 31.9s 1732: learn: 0.4113296 test: 0.4257272 best: 0.4257272 (1732) total: 3m 26s remaining: 31.8s 1733: learn: 0.4113293 test: 0.4257272 best: 0.4257272 (1732) total: 3m 26s remaining: 31.7s 1734: learn: 0.4113293 test: 0.4257267 best: 0.4257267 (1734) total: 3m 26s remaining: 31.6s 1735: learn: 0.4113293 test: 0.4257267 best: 0.4257267 (1735) total: 3m 26s remaining: 31.5s 1736: learn: 0.4113292 test: 0.4257267 best: 0.4257267 (1736) total: 3m 27s remaining: 31.3s 1737: learn: 0.4113292 test: 0.4257267 best: 0.4257267 (1737) total: 3m 27s remaining: 31.2s 1738: learn: 0.4113287 test: 0.4257273 best: 0.4257267 (1737) total: 3m 27s remaining: 31.1s 1739: learn: 0.4113287 test: 0.4257273 best: 0.4257267 (1737) total: 3m 27s remaining: 31s 1740: learn: 0.4113287 test: 0.4257274 best: 0.4257267 (1737) total: 3m 27s remaining: 30.9s 1741: learn: 0.4113287 test: 0.4257274 best: 0.4257267 (1737) total: 3m 27s remaining: 30.7s 1742: learn: 0.4113287 test: 0.4257274 best: 0.4257267 (1737) total: 3m 27s remaining: 30.6s 1743: learn: 0.4113287 test: 0.4257274 best: 0.4257267 (1737) total: 3m 27s remaining: 30.5s 1744: learn: 0.4113287 test: 0.4257273 best: 0.4257267 (1737) total: 3m 27s remaining: 30.4s 1745: learn: 0.4113287 test: 0.4257273 best: 0.4257267 (1737) total: 3m 28s remaining: 30.3s 1746: learn: 0.4113287 test: 0.4257273 best: 0.4257267 (1737) total: 3m 28s remaining: 30.1s 1747: learn: 0.4113287 test: 0.4257273 best: 0.4257267 (1737) total: 3m 28s remaining: 30s 1748: learn: 0.4113286 test: 0.4257274 best: 0.4257267 (1737) total: 3m 28s remaining: 29.9s 1749: learn: 0.4113286 test: 0.4257274 best: 0.4257267 (1737) total: 3m 28s remaining: 29.8s 1750: learn: 0.4113286 test: 0.4257274 best: 0.4257267 (1737) total: 3m 28s remaining: 29.7s 1751: learn: 0.4113286 test: 0.4257274 best: 0.4257267 (1737) total: 3m 28s remaining: 29.5s 1752: learn: 0.4113286 test: 0.4257274 best: 0.4257267 (1737) total: 3m 28s remaining: 29.4s 1753: learn: 0.4113286 test: 0.4257274 best: 0.4257267 (1737) total: 3m 28s remaining: 29.3s 1754: learn: 0.4113286 test: 0.4257274 best: 0.4257267 (1737) total: 3m 29s remaining: 29.2s 1755: learn: 0.4113286 test: 0.4257273 best: 0.4257267 (1737) total: 3m 29s remaining: 29.1s 1756: learn: 0.4113286 test: 0.4257273 best: 0.4257267 (1737) total: 3m 29s remaining: 28.9s 1757: learn: 0.4113286 test: 0.4257273 best: 0.4257267 (1737) total: 3m 29s remaining: 28.8s 1758: learn: 0.4113286 test: 0.4257273 best: 0.4257267 (1737) total: 3m 29s remaining: 28.7s 1759: learn: 0.4113286 test: 0.4257273 best: 0.4257267 (1737) total: 3m 29s remaining: 28.6s 1760: learn: 0.4113286 test: 0.4257273 best: 0.4257267 (1737) total: 3m 29s remaining: 28.5s 1761: learn: 0.4113286 test: 0.4257273 best: 0.4257267 (1737) total: 3m 30s remaining: 28.4s 1762: learn: 0.4113286 test: 0.4257273 best: 0.4257267 (1737) total: 3m 30s remaining: 28.3s 1763: learn: 0.4113286 test: 0.4257273 best: 0.4257267 (1737) total: 3m 30s remaining: 28.2s 1764: learn: 0.4113286 test: 0.4257273 best: 0.4257267 (1737) total: 3m 30s remaining: 28s 1765: learn: 0.4113286 test: 0.4257273 best: 0.4257267 (1737) total: 3m 30s remaining: 27.9s 1766: learn: 0.4113286 test: 0.4257268 best: 0.4257267 (1737) total: 3m 30s remaining: 27.8s 1767: learn: 0.4113286 test: 0.4257268 best: 0.4257267 (1737) total: 3m 30s remaining: 27.7s 1768: learn: 0.4113286 test: 0.4257268 best: 0.4257267 (1737) total: 3m 31s remaining: 27.6s 1769: learn: 0.4113286 test: 0.4257268 best: 0.4257267 (1737) total: 3m 31s remaining: 27.4s 1770: learn: 0.4113286 test: 0.4257268 best: 0.4257267 (1737) total: 3m 31s remaining: 27.3s 1771: learn: 0.4113286 test: 0.4257268 best: 0.4257267 (1737) total: 3m 31s remaining: 27.2s 1772: learn: 0.4113286 test: 0.4257268 best: 0.4257267 (1737) total: 3m 31s remaining: 27.1s 1773: learn: 0.4113286 test: 0.4257268 best: 0.4257267 (1737) total: 3m 31s remaining: 27s 1774: learn: 0.4113286 test: 0.4257268 best: 0.4257267 (1737) total: 3m 31s remaining: 26.9s 1775: learn: 0.4113286 test: 0.4257268 best: 0.4257267 (1737) total: 3m 31s remaining: 26.7s 1776: learn: 0.4113286 test: 0.4257268 best: 0.4257267 (1737) total: 3m 31s remaining: 26.6s 1777: learn: 0.4113286 test: 0.4257268 best: 0.4257267 (1737) total: 3m 32s remaining: 26.5s 1778: learn: 0.4113286 test: 0.4257268 best: 0.4257267 (1737) total: 3m 32s remaining: 26.4s 1779: learn: 0.4113286 test: 0.4257268 best: 0.4257267 (1737) total: 3m 32s remaining: 26.2s 1780: learn: 0.4113286 test: 0.4257268 best: 0.4257267 (1737) total: 3m 32s remaining: 26.1s 1781: learn: 0.4113286 test: 0.4257268 best: 0.4257267 (1737) total: 3m 32s remaining: 26s 1782: learn: 0.4113286 test: 0.4257268 best: 0.4257267 (1737) total: 3m 32s remaining: 25.9s 1783: learn: 0.4113285 test: 0.4257268 best: 0.4257267 (1737) total: 3m 32s remaining: 25.7s 1784: learn: 0.4113285 test: 0.4257268 best: 0.4257267 (1737) total: 3m 32s remaining: 25.6s 1785: learn: 0.4113285 test: 0.4257268 best: 0.4257267 (1737) total: 3m 32s remaining: 25.5s 1786: learn: 0.4113285 test: 0.4257268 best: 0.4257267 (1737) total: 3m 32s remaining: 25.4s 1787: learn: 0.4113285 test: 0.4257268 best: 0.4257267 (1737) total: 3m 32s remaining: 25.2s 1788: learn: 0.4113285 test: 0.4257268 best: 0.4257267 (1737) total: 3m 32s remaining: 25.1s 1789: learn: 0.4113285 test: 0.4257268 best: 0.4257267 (1737) total: 3m 33s remaining: 25s 1790: learn: 0.4113285 test: 0.4257264 best: 0.4257264 (1790) total: 3m 33s remaining: 24.9s 1791: learn: 0.4113285 test: 0.4257264 best: 0.4257264 (1791) total: 3m 33s remaining: 24.8s 1792: learn: 0.4113285 test: 0.4257264 best: 0.4257264 (1792) total: 3m 33s remaining: 24.6s 1793: learn: 0.4113285 test: 0.4257264 best: 0.4257264 (1793) total: 3m 33s remaining: 24.5s 1794: learn: 0.4113285 test: 0.4257264 best: 0.4257264 (1793) total: 3m 33s remaining: 24.4s 1795: learn: 0.4113285 test: 0.4257264 best: 0.4257264 (1793) total: 3m 33s remaining: 24.3s 1796: learn: 0.4113285 test: 0.4257264 best: 0.4257264 (1793) total: 3m 33s remaining: 24.2s 1797: learn: 0.4113285 test: 0.4257264 best: 0.4257264 (1793) total: 3m 33s remaining: 24s 1798: learn: 0.4113285 test: 0.4257264 best: 0.4257264 (1793) total: 3m 34s remaining: 23.9s 1799: learn: 0.4113285 test: 0.4257264 best: 0.4257264 (1799) total: 3m 34s remaining: 23.8s 1800: learn: 0.4113285 test: 0.4257264 best: 0.4257264 (1800) total: 3m 34s remaining: 23.7s 1801: learn: 0.4113285 test: 0.4257264 best: 0.4257264 (1801) total: 3m 34s remaining: 23.5s 1802: learn: 0.4113285 test: 0.4257264 best: 0.4257264 (1802) total: 3m 34s remaining: 23.4s 1803: learn: 0.4113285 test: 0.4257264 best: 0.4257264 (1803) total: 3m 34s remaining: 23.3s 1804: learn: 0.4113285 test: 0.4257264 best: 0.4257264 (1804) total: 3m 34s remaining: 23.2s 1805: learn: 0.4113285 test: 0.4257264 best: 0.4257264 (1805) total: 3m 34s remaining: 23s 1806: learn: 0.4113285 test: 0.4257264 best: 0.4257264 (1806) total: 3m 34s remaining: 22.9s 1807: learn: 0.4113285 test: 0.4257264 best: 0.4257264 (1807) total: 3m 34s remaining: 22.8s 1808: learn: 0.4113285 test: 0.4257264 best: 0.4257264 (1808) total: 3m 34s remaining: 22.7s 1809: learn: 0.4113285 test: 0.4257264 best: 0.4257264 (1809) total: 3m 34s remaining: 22.5s 1810: learn: 0.4113285 test: 0.4257264 best: 0.4257264 (1810) total: 3m 34s remaining: 22.4s 1811: learn: 0.4113285 test: 0.4257264 best: 0.4257264 (1811) total: 3m 34s remaining: 22.3s 1812: learn: 0.4113285 test: 0.4257264 best: 0.4257264 (1812) total: 3m 35s remaining: 22.2s 1813: learn: 0.4113285 test: 0.4257264 best: 0.4257264 (1813) total: 3m 35s remaining: 22.1s 1814: learn: 0.4113285 test: 0.4257264 best: 0.4257264 (1814) total: 3m 35s remaining: 21.9s 1815: learn: 0.4113285 test: 0.4257264 best: 0.4257264 (1815) total: 3m 35s remaining: 21.8s 1816: learn: 0.4113285 test: 0.4257264 best: 0.4257264 (1816) total: 3m 35s remaining: 21.7s 1817: learn: 0.4113285 test: 0.4257264 best: 0.4257264 (1817) total: 3m 35s remaining: 21.6s 1818: learn: 0.4113285 test: 0.4257264 best: 0.4257264 (1818) total: 3m 35s remaining: 21.4s 1819: learn: 0.4113284 test: 0.4257264 best: 0.4257264 (1818) total: 3m 35s remaining: 21.3s 1820: learn: 0.4113284 test: 0.4257265 best: 0.4257264 (1818) total: 3m 35s remaining: 21.2s 1821: learn: 0.4113284 test: 0.4257265 best: 0.4257264 (1818) total: 3m 35s remaining: 21.1s 1822: learn: 0.4113284 test: 0.4257265 best: 0.4257264 (1818) total: 3m 36s remaining: 21s 1823: learn: 0.4113284 test: 0.4257265 best: 0.4257264 (1818) total: 3m 36s remaining: 20.9s 1824: learn: 0.4113284 test: 0.4257265 best: 0.4257264 (1818) total: 3m 36s remaining: 20.7s 1825: learn: 0.4113284 test: 0.4257265 best: 0.4257264 (1818) total: 3m 36s remaining: 20.6s 1826: learn: 0.4113284 test: 0.4257264 best: 0.4257264 (1818) total: 3m 36s remaining: 20.5s 1827: learn: 0.4113281 test: 0.4257260 best: 0.4257260 (1827) total: 3m 36s remaining: 20.4s 1828: learn: 0.4113281 test: 0.4257260 best: 0.4257260 (1828) total: 3m 36s remaining: 20.3s 1829: learn: 0.4113278 test: 0.4257256 best: 0.4257256 (1829) total: 3m 37s remaining: 20.2s 1830: learn: 0.4113278 test: 0.4257253 best: 0.4257253 (1830) total: 3m 37s remaining: 20s 1831: learn: 0.4113278 test: 0.4257252 best: 0.4257252 (1831) total: 3m 37s remaining: 19.9s 1832: learn: 0.4113275 test: 0.4257249 best: 0.4257249 (1832) total: 3m 37s remaining: 19.8s 1833: learn: 0.4113275 test: 0.4257245 best: 0.4257245 (1833) total: 3m 37s remaining: 19.7s 1834: learn: 0.4113272 test: 0.4257245 best: 0.4257245 (1833) total: 3m 37s remaining: 19.6s 1835: learn: 0.4113270 test: 0.4257246 best: 0.4257245 (1833) total: 3m 37s remaining: 19.5s 1836: learn: 0.4113270 test: 0.4257246 best: 0.4257245 (1833) total: 3m 38s remaining: 19.3s 1837: learn: 0.4113270 test: 0.4257246 best: 0.4257245 (1833) total: 3m 38s remaining: 19.2s 1838: learn: 0.4113268 test: 0.4257246 best: 0.4257245 (1833) total: 3m 38s remaining: 19.1s 1839: learn: 0.4113268 test: 0.4257246 best: 0.4257245 (1833) total: 3m 38s remaining: 19s 1840: learn: 0.4113268 test: 0.4257246 best: 0.4257245 (1833) total: 3m 38s remaining: 18.9s 1841: learn: 0.4113268 test: 0.4257246 best: 0.4257245 (1833) total: 3m 38s remaining: 18.7s 1842: learn: 0.4113268 test: 0.4257245 best: 0.4257245 (1833) total: 3m 38s remaining: 18.6s 1843: learn: 0.4113268 test: 0.4257245 best: 0.4257245 (1833) total: 3m 38s remaining: 18.5s 1844: learn: 0.4113267 test: 0.4257242 best: 0.4257242 (1844) total: 3m 38s remaining: 18.4s 1845: learn: 0.4113267 test: 0.4257242 best: 0.4257242 (1845) total: 3m 38s remaining: 18.2s 1846: learn: 0.4113267 test: 0.4257242 best: 0.4257242 (1846) total: 3m 38s remaining: 18.1s 1847: learn: 0.4113267 test: 0.4257242 best: 0.4257242 (1847) total: 3m 38s remaining: 18s 1848: learn: 0.4113267 test: 0.4257239 best: 0.4257239 (1848) total: 3m 38s remaining: 17.9s 1849: learn: 0.4113267 test: 0.4257236 best: 0.4257236 (1849) total: 3m 39s remaining: 17.8s 1850: learn: 0.4113266 test: 0.4257237 best: 0.4257236 (1849) total: 3m 39s remaining: 17.6s 1851: learn: 0.4113266 test: 0.4257237 best: 0.4257236 (1849) total: 3m 39s remaining: 17.5s 1852: learn: 0.4113266 test: 0.4257237 best: 0.4257236 (1849) total: 3m 39s remaining: 17.4s 1853: learn: 0.4113266 test: 0.4257237 best: 0.4257236 (1849) total: 3m 39s remaining: 17.3s 1854: learn: 0.4113266 test: 0.4257237 best: 0.4257236 (1849) total: 3m 39s remaining: 17.2s 1855: learn: 0.4113265 test: 0.4257237 best: 0.4257236 (1849) total: 3m 39s remaining: 17s 1856: learn: 0.4113265 test: 0.4257237 best: 0.4257236 (1849) total: 3m 39s remaining: 16.9s 1857: learn: 0.4113264 test: 0.4257237 best: 0.4257236 (1849) total: 3m 39s remaining: 16.8s 1858: learn: 0.4113264 test: 0.4257237 best: 0.4257236 (1849) total: 3m 39s remaining: 16.7s 1859: learn: 0.4113192 test: 0.4257243 best: 0.4257236 (1849) total: 3m 39s remaining: 16.6s 1860: learn: 0.4113192 test: 0.4257243 best: 0.4257236 (1849) total: 3m 40s remaining: 16.4s 1861: learn: 0.4113170 test: 0.4257194 best: 0.4257194 (1861) total: 3m 40s remaining: 16.3s 1862: learn: 0.4113167 test: 0.4257192 best: 0.4257192 (1862) total: 3m 40s remaining: 16.2s 1863: learn: 0.4113165 test: 0.4257189 best: 0.4257189 (1863) total: 3m 40s remaining: 16.1s 1864: learn: 0.4113165 test: 0.4257190 best: 0.4257189 (1863) total: 3m 40s remaining: 16s 1865: learn: 0.4113164 test: 0.4257187 best: 0.4257187 (1865) total: 3m 40s remaining: 15.8s 1866: learn: 0.4113164 test: 0.4257188 best: 0.4257187 (1865) total: 3m 40s remaining: 15.7s 1867: learn: 0.4113161 test: 0.4257188 best: 0.4257187 (1865) total: 3m 40s remaining: 15.6s 1868: learn: 0.4113161 test: 0.4257188 best: 0.4257187 (1865) total: 3m 41s remaining: 15.5s 1869: learn: 0.4113160 test: 0.4257186 best: 0.4257186 (1869) total: 3m 41s remaining: 15.4s 1870: learn: 0.4113158 test: 0.4257184 best: 0.4257184 (1870) total: 3m 41s remaining: 15.3s 1871: learn: 0.4113157 test: 0.4257184 best: 0.4257184 (1870) total: 3m 41s remaining: 15.1s 1872: learn: 0.4113157 test: 0.4257182 best: 0.4257182 (1872) total: 3m 41s remaining: 15s 1873: learn: 0.4113157 test: 0.4257182 best: 0.4257182 (1873) total: 3m 41s remaining: 14.9s 1874: learn: 0.4113157 test: 0.4257182 best: 0.4257182 (1874) total: 3m 41s remaining: 14.8s 1875: learn: 0.4113156 test: 0.4257180 best: 0.4257180 (1875) total: 3m 41s remaining: 14.7s 1876: learn: 0.4113155 test: 0.4257180 best: 0.4257180 (1875) total: 3m 41s remaining: 14.5s 1877: learn: 0.4113154 test: 0.4257180 best: 0.4257180 (1875) total: 3m 42s remaining: 14.4s 1878: learn: 0.4113153 test: 0.4257180 best: 0.4257180 (1875) total: 3m 42s remaining: 14.3s 1879: learn: 0.4113152 test: 0.4257180 best: 0.4257180 (1875) total: 3m 42s remaining: 14.2s 1880: learn: 0.4113151 test: 0.4257180 best: 0.4257180 (1875) total: 3m 42s remaining: 14.1s 1881: learn: 0.4113151 test: 0.4257180 best: 0.4257180 (1875) total: 3m 42s remaining: 13.9s 1882: learn: 0.4113151 test: 0.4257180 best: 0.4257180 (1875) total: 3m 42s remaining: 13.8s 1883: learn: 0.4113151 test: 0.4257180 best: 0.4257180 (1875) total: 3m 42s remaining: 13.7s 1884: learn: 0.4113151 test: 0.4257180 best: 0.4257180 (1875) total: 3m 42s remaining: 13.6s 1885: learn: 0.4113150 test: 0.4257180 best: 0.4257180 (1875) total: 3m 42s remaining: 13.5s 1886: learn: 0.4113150 test: 0.4257180 best: 0.4257180 (1875) total: 3m 43s remaining: 13.4s 1887: learn: 0.4113149 test: 0.4257180 best: 0.4257180 (1875) total: 3m 43s remaining: 13.2s 1888: learn: 0.4113148 test: 0.4257180 best: 0.4257180 (1875) total: 3m 43s remaining: 13.1s 1889: learn: 0.4113147 test: 0.4257180 best: 0.4257180 (1875) total: 3m 43s remaining: 13s 1890: learn: 0.4113147 test: 0.4257181 best: 0.4257180 (1875) total: 3m 43s remaining: 12.9s 1891: learn: 0.4113146 test: 0.4257181 best: 0.4257180 (1875) total: 3m 43s remaining: 12.8s 1892: learn: 0.4113146 test: 0.4257181 best: 0.4257180 (1875) total: 3m 43s remaining: 12.7s 1893: learn: 0.4113142 test: 0.4257180 best: 0.4257180 (1893) total: 3m 44s remaining: 12.5s 1894: learn: 0.4113142 test: 0.4257180 best: 0.4257180 (1894) total: 3m 44s remaining: 12.4s 1895: learn: 0.4113142 test: 0.4257180 best: 0.4257180 (1895) total: 3m 44s remaining: 12.3s 1896: learn: 0.4113141 test: 0.4257180 best: 0.4257180 (1895) total: 3m 44s remaining: 12.2s 1897: learn: 0.4113141 test: 0.4257178 best: 0.4257178 (1897) total: 3m 44s remaining: 12.1s 1898: learn: 0.4113137 test: 0.4257177 best: 0.4257177 (1898) total: 3m 44s remaining: 12s 1899: learn: 0.4113125 test: 0.4257184 best: 0.4257177 (1898) total: 3m 44s remaining: 11.8s 1900: learn: 0.4113124 test: 0.4257184 best: 0.4257177 (1898) total: 3m 45s remaining: 11.7s 1901: learn: 0.4113062 test: 0.4257191 best: 0.4257177 (1898) total: 3m 45s remaining: 11.6s 1902: learn: 0.4113062 test: 0.4257191 best: 0.4257177 (1898) total: 3m 45s remaining: 11.5s 1903: learn: 0.4113059 test: 0.4257190 best: 0.4257177 (1898) total: 3m 45s remaining: 11.4s 1904: learn: 0.4113057 test: 0.4257189 best: 0.4257177 (1898) total: 3m 45s remaining: 11.3s 1905: learn: 0.4113056 test: 0.4257188 best: 0.4257177 (1898) total: 3m 45s remaining: 11.1s 1906: learn: 0.4113056 test: 0.4257188 best: 0.4257177 (1898) total: 3m 46s remaining: 11s 1907: learn: 0.4113056 test: 0.4257188 best: 0.4257177 (1898) total: 3m 46s remaining: 10.9s 1908: learn: 0.4113056 test: 0.4257188 best: 0.4257177 (1898) total: 3m 46s remaining: 10.8s 1909: learn: 0.4113055 test: 0.4257188 best: 0.4257177 (1898) total: 3m 46s remaining: 10.7s 1910: learn: 0.4113055 test: 0.4257188 best: 0.4257177 (1898) total: 3m 46s remaining: 10.6s 1911: learn: 0.4113055 test: 0.4257187 best: 0.4257177 (1898) total: 3m 46s remaining: 10.4s 1912: learn: 0.4113055 test: 0.4257187 best: 0.4257177 (1898) total: 3m 46s remaining: 10.3s 1913: learn: 0.4113055 test: 0.4257187 best: 0.4257177 (1898) total: 3m 46s remaining: 10.2s 1914: learn: 0.4113055 test: 0.4257187 best: 0.4257177 (1898) total: 3m 47s remaining: 10.1s 1915: learn: 0.4113055 test: 0.4257187 best: 0.4257177 (1898) total: 3m 47s remaining: 9.96s 1916: learn: 0.4113055 test: 0.4257187 best: 0.4257177 (1898) total: 3m 47s remaining: 9.84s 1917: learn: 0.4113055 test: 0.4257185 best: 0.4257177 (1898) total: 3m 47s remaining: 9.73s 1918: learn: 0.4113054 test: 0.4257185 best: 0.4257177 (1898) total: 3m 47s remaining: 9.61s 1919: learn: 0.4113054 test: 0.4257185 best: 0.4257177 (1898) total: 3m 47s remaining: 9.49s 1920: learn: 0.4113054 test: 0.4257185 best: 0.4257177 (1898) total: 3m 47s remaining: 9.37s 1921: learn: 0.4113054 test: 0.4257185 best: 0.4257177 (1898) total: 3m 48s remaining: 9.25s 1922: learn: 0.4113053 test: 0.4257184 best: 0.4257177 (1898) total: 3m 48s remaining: 9.14s 1923: learn: 0.4113053 test: 0.4257184 best: 0.4257177 (1898) total: 3m 48s remaining: 9.02s 1924: learn: 0.4113053 test: 0.4257184 best: 0.4257177 (1898) total: 3m 48s remaining: 8.9s 1925: learn: 0.4113053 test: 0.4257184 best: 0.4257177 (1898) total: 3m 48s remaining: 8.78s 1926: learn: 0.4113053 test: 0.4257183 best: 0.4257177 (1898) total: 3m 48s remaining: 8.67s 1927: learn: 0.4113048 test: 0.4257183 best: 0.4257177 (1898) total: 3m 48s remaining: 8.55s 1928: learn: 0.4113047 test: 0.4257183 best: 0.4257177 (1898) total: 3m 49s remaining: 8.43s 1929: learn: 0.4113047 test: 0.4257183 best: 0.4257177 (1898) total: 3m 49s remaining: 8.31s 1930: learn: 0.4113047 test: 0.4257183 best: 0.4257177 (1898) total: 3m 49s remaining: 8.19s 1931: learn: 0.4113047 test: 0.4257183 best: 0.4257177 (1898) total: 3m 49s remaining: 8.07s 1932: learn: 0.4108382 test: 0.4252645 best: 0.4252645 (1932) total: 3m 49s remaining: 7.96s 1933: learn: 0.4108371 test: 0.4252646 best: 0.4252645 (1932) total: 3m 49s remaining: 7.84s 1934: learn: 0.4108371 test: 0.4252646 best: 0.4252645 (1932) total: 3m 49s remaining: 7.72s 1935: learn: 0.4108369 test: 0.4252646 best: 0.4252645 (1932) total: 3m 50s remaining: 7.6s 1936: learn: 0.4108320 test: 0.4252652 best: 0.4252645 (1932) total: 3m 50s remaining: 7.49s 1937: learn: 0.4108319 test: 0.4252652 best: 0.4252645 (1932) total: 3m 50s remaining: 7.37s 1938: learn: 0.4108318 test: 0.4252651 best: 0.4252645 (1932) total: 3m 50s remaining: 7.25s 1939: learn: 0.4108318 test: 0.4252651 best: 0.4252645 (1932) total: 3m 50s remaining: 7.13s 1940: learn: 0.4108317 test: 0.4252651 best: 0.4252645 (1932) total: 3m 50s remaining: 7.02s 1941: learn: 0.4108317 test: 0.4252651 best: 0.4252645 (1932) total: 3m 50s remaining: 6.9s 1942: learn: 0.4108303 test: 0.4252650 best: 0.4252645 (1932) total: 3m 51s remaining: 6.78s 1943: learn: 0.4108303 test: 0.4252650 best: 0.4252645 (1932) total: 3m 51s remaining: 6.66s 1944: learn: 0.4108303 test: 0.4252649 best: 0.4252645 (1932) total: 3m 51s remaining: 6.54s 1945: learn: 0.4108303 test: 0.4252649 best: 0.4252645 (1932) total: 3m 51s remaining: 6.43s 1946: learn: 0.4108302 test: 0.4252649 best: 0.4252645 (1932) total: 3m 51s remaining: 6.31s 1947: learn: 0.4108302 test: 0.4252649 best: 0.4252645 (1932) total: 3m 51s remaining: 6.19s 1948: learn: 0.4108285 test: 0.4252649 best: 0.4252645 (1932) total: 3m 52s remaining: 6.07s 1949: learn: 0.4108284 test: 0.4252649 best: 0.4252645 (1932) total: 3m 52s remaining: 5.95s 1950: learn: 0.4108284 test: 0.4252649 best: 0.4252645 (1932) total: 3m 52s remaining: 5.83s 1951: learn: 0.4108280 test: 0.4252649 best: 0.4252645 (1932) total: 3m 52s remaining: 5.72s 1952: learn: 0.4108279 test: 0.4252649 best: 0.4252645 (1932) total: 3m 52s remaining: 5.6s 1953: learn: 0.4108277 test: 0.4252649 best: 0.4252645 (1932) total: 3m 52s remaining: 5.48s 1954: learn: 0.4108277 test: 0.4252649 best: 0.4252645 (1932) total: 3m 52s remaining: 5.36s 1955: learn: 0.4108277 test: 0.4252649 best: 0.4252645 (1932) total: 3m 53s remaining: 5.24s 1956: learn: 0.4108277 test: 0.4252649 best: 0.4252645 (1932) total: 3m 53s remaining: 5.12s 1957: learn: 0.4108277 test: 0.4252649 best: 0.4252645 (1932) total: 3m 53s remaining: 5s 1958: learn: 0.4108277 test: 0.4252649 best: 0.4252645 (1932) total: 3m 53s remaining: 4.88s 1959: learn: 0.4104301 test: 0.4249435 best: 0.4249435 (1959) total: 3m 53s remaining: 4.77s 1960: learn: 0.4104146 test: 0.4249418 best: 0.4249418 (1960) total: 3m 53s remaining: 4.65s 1961: learn: 0.4104144 test: 0.4249419 best: 0.4249418 (1960) total: 3m 54s remaining: 4.53s 1962: learn: 0.4103565 test: 0.4249286 best: 0.4249286 (1962) total: 3m 54s remaining: 4.42s 1963: learn: 0.4103564 test: 0.4249288 best: 0.4249286 (1962) total: 3m 54s remaining: 4.3s 1964: learn: 0.4096996 test: 0.4243547 best: 0.4243547 (1964) total: 3m 54s remaining: 4.18s 1965: learn: 0.4096995 test: 0.4243549 best: 0.4243547 (1964) total: 3m 54s remaining: 4.06s 1966: learn: 0.4096991 test: 0.4243551 best: 0.4243547 (1964) total: 3m 54s remaining: 3.94s 1967: learn: 0.4096974 test: 0.4243549 best: 0.4243547 (1964) total: 3m 55s remaining: 3.82s 1968: learn: 0.4096974 test: 0.4243549 best: 0.4243547 (1964) total: 3m 55s remaining: 3.7s 1969: learn: 0.4096974 test: 0.4243551 best: 0.4243547 (1964) total: 3m 55s remaining: 3.58s 1970: learn: 0.4096973 test: 0.4243553 best: 0.4243547 (1964) total: 3m 55s remaining: 3.46s 1971: learn: 0.4096973 test: 0.4243555 best: 0.4243547 (1964) total: 3m 55s remaining: 3.35s 1972: learn: 0.4096973 test: 0.4243563 best: 0.4243547 (1964) total: 3m 55s remaining: 3.23s 1973: learn: 0.4096957 test: 0.4243573 best: 0.4243547 (1964) total: 3m 55s remaining: 3.11s 1974: learn: 0.4096957 test: 0.4243581 best: 0.4243547 (1964) total: 3m 56s remaining: 2.99s 1975: learn: 0.4096956 test: 0.4243581 best: 0.4243547 (1964) total: 3m 56s remaining: 2.87s 1976: learn: 0.4092318 test: 0.4239106 best: 0.4239106 (1976) total: 3m 56s remaining: 2.75s 1977: learn: 0.4092301 test: 0.4239088 best: 0.4239088 (1977) total: 3m 56s remaining: 2.63s 1978: learn: 0.4092301 test: 0.4239088 best: 0.4239088 (1977) total: 3m 56s remaining: 2.51s 1979: learn: 0.4092301 test: 0.4239089 best: 0.4239088 (1977) total: 3m 56s remaining: 2.39s 1980: learn: 0.4092290 test: 0.4239061 best: 0.4239061 (1980) total: 3m 56s remaining: 2.27s 1981: learn: 0.4092290 test: 0.4239061 best: 0.4239061 (1981) total: 3m 57s remaining: 2.15s 1982: learn: 0.4092290 test: 0.4239064 best: 0.4239061 (1981) total: 3m 57s remaining: 2.03s 1983: learn: 0.4092290 test: 0.4239066 best: 0.4239061 (1981) total: 3m 57s remaining: 1.91s 1984: learn: 0.4092019 test: 0.4239029 best: 0.4239029 (1984) total: 3m 57s remaining: 1.79s 1985: learn: 0.4092018 test: 0.4239030 best: 0.4239029 (1984) total: 3m 57s remaining: 1.68s 1986: learn: 0.4087700 test: 0.4237160 best: 0.4237160 (1986) total: 3m 57s remaining: 1.56s 1987: learn: 0.4087698 test: 0.4237160 best: 0.4237160 (1986) total: 3m 58s remaining: 1.44s 1988: learn: 0.4087697 test: 0.4237160 best: 0.4237160 (1988) total: 3m 58s remaining: 1.32s 1989: learn: 0.4087697 test: 0.4237160 best: 0.4237160 (1988) total: 3m 58s remaining: 1.2s 1990: learn: 0.4087697 test: 0.4237160 best: 0.4237160 (1988) total: 3m 58s remaining: 1.08s 1991: learn: 0.4087692 test: 0.4237160 best: 0.4237160 (1988) total: 3m 58s remaining: 959ms 1992: learn: 0.4087692 test: 0.4237161 best: 0.4237160 (1988) total: 3m 58s remaining: 839ms 1993: learn: 0.4087690 test: 0.4237161 best: 0.4237160 (1988) total: 3m 58s remaining: 719ms 1994: learn: 0.4087689 test: 0.4237161 best: 0.4237160 (1988) total: 3m 59s remaining: 599ms 1995: learn: 0.4087689 test: 0.4237161 best: 0.4237160 (1988) total: 3m 59s remaining: 479ms 1996: learn: 0.4087689 test: 0.4237161 best: 0.4237160 (1988) total: 3m 59s remaining: 360ms 1997: learn: 0.4087688 test: 0.4237162 best: 0.4237160 (1988) total: 3m 59s remaining: 240ms 1998: learn: 0.4087688 test: 0.4237162 best: 0.4237160 (1988) total: 3m 59s remaining: 120ms 1999: learn: 0.4087687 test: 0.4237162 best: 0.4237160 (1988) total: 3m 59s remaining: 0us bestTest = 0.4237159655 bestIteration = 1988 Shrink model to first 1989 iterations. [CV] learning_rate=0.1, l2_leaf_reg=1, iterations=2000, depth=8, total= 4.1min [CV] learning_rate=0.1, l2_leaf_reg=1, iterations=2000, depth=8 ...... 0: learn: 4.0410243 test: 4.0365652 best: 4.0365652 (0) total: 135ms remaining: 4m 30s 1: learn: 3.6465489 test: 3.6431253 best: 3.6431253 (1) total: 340ms remaining: 5m 39s 2: learn: 3.2910785 test: 3.2889797 best: 3.2889797 (2) total: 505ms remaining: 5m 36s 3: learn: 2.9723941 test: 2.9712563 best: 2.9712563 (3) total: 613ms remaining: 5m 6s 4: learn: 2.6863640 test: 2.6859360 best: 2.6859360 (4) total: 766ms remaining: 5m 5s 5: learn: 2.4300290 test: 2.4301701 best: 2.4301701 (5) total: 926ms remaining: 5m 7s 6: learn: 2.1999729 test: 2.2009929 best: 2.2009929 (6) total: 1.09s remaining: 5m 9s 7: learn: 1.9951528 test: 1.9966492 best: 1.9966492 (7) total: 1.23s remaining: 5m 5s 8: learn: 1.8114379 test: 1.8136544 best: 1.8136544 (8) total: 1.37s remaining: 5m 3s 9: learn: 1.6472856 test: 1.6500563 best: 1.6500563 (9) total: 1.53s remaining: 5m 3s 10: learn: 1.5005090 test: 1.5038802 best: 1.5038802 (10) total: 1.66s remaining: 4m 59s 11: learn: 1.3694185 test: 1.3733428 best: 1.3733428 (11) total: 1.79s remaining: 4m 56s 12: learn: 1.2537164 test: 1.2576502 best: 1.2576502 (12) total: 1.92s remaining: 4m 53s 13: learn: 1.1507712 test: 1.1551564 best: 1.1551564 (13) total: 2.06s remaining: 4m 52s 14: learn: 1.0601204 test: 1.0652503 best: 1.0652503 (14) total: 2.24s remaining: 4m 56s 15: learn: 0.9799938 test: 0.9858364 best: 0.9858364 (15) total: 2.4s remaining: 4m 57s 16: learn: 0.9090126 test: 0.9153441 best: 0.9153441 (16) total: 2.54s remaining: 4m 56s 17: learn: 0.8480579 test: 0.8548545 best: 0.8548545 (17) total: 2.6s remaining: 4m 46s 18: learn: 0.7951159 test: 0.8024813 best: 0.8024813 (18) total: 2.75s remaining: 4m 46s 19: learn: 0.7449817 test: 0.7536649 best: 0.7536649 (19) total: 2.91s remaining: 4m 48s 20: learn: 0.7030021 test: 0.7123231 best: 0.7123231 (20) total: 3.09s remaining: 4m 51s 21: learn: 0.6660495 test: 0.6758118 best: 0.6758118 (21) total: 3.24s remaining: 4m 51s 22: learn: 0.6346275 test: 0.6447798 best: 0.6447798 (22) total: 3.29s remaining: 4m 43s 23: learn: 0.6069295 test: 0.6173459 best: 0.6173459 (23) total: 3.44s remaining: 4m 42s 24: learn: 0.5825261 test: 0.5929745 best: 0.5929745 (24) total: 3.59s remaining: 4m 43s 25: learn: 0.5608059 test: 0.5716434 best: 0.5716434 (25) total: 3.72s remaining: 4m 42s 26: learn: 0.5443541 test: 0.5551706 best: 0.5551706 (26) total: 3.82s remaining: 4m 39s 27: learn: 0.5289863 test: 0.5397430 best: 0.5397430 (27) total: 3.94s remaining: 4m 37s 28: learn: 0.5154177 test: 0.5264829 best: 0.5264829 (28) total: 4.11s remaining: 4m 39s 29: learn: 0.5033582 test: 0.5144420 best: 0.5144420 (29) total: 4.24s remaining: 4m 38s 30: learn: 0.4940355 test: 0.5048403 best: 0.5048403 (30) total: 4.4s remaining: 4m 39s 31: learn: 0.4863282 test: 0.4970650 best: 0.4970650 (31) total: 4.54s remaining: 4m 39s 32: learn: 0.4790912 test: 0.4901282 best: 0.4901282 (32) total: 4.71s remaining: 4m 40s 33: learn: 0.4726933 test: 0.4838703 best: 0.4838703 (33) total: 4.86s remaining: 4m 40s 34: learn: 0.4672964 test: 0.4787042 best: 0.4787042 (34) total: 5.01s remaining: 4m 41s 35: learn: 0.4619724 test: 0.4735237 best: 0.4735237 (35) total: 5.17s remaining: 4m 42s 36: learn: 0.4582362 test: 0.4699875 best: 0.4699875 (36) total: 5.32s remaining: 4m 42s 37: learn: 0.4547709 test: 0.4667708 best: 0.4667708 (37) total: 5.48s remaining: 4m 42s 38: learn: 0.4526316 test: 0.4646860 best: 0.4646860 (38) total: 5.6s remaining: 4m 41s 39: learn: 0.4501259 test: 0.4620232 best: 0.4620232 (39) total: 5.75s remaining: 4m 41s 40: learn: 0.4479169 test: 0.4598464 best: 0.4598464 (40) total: 5.92s remaining: 4m 42s 41: learn: 0.4464491 test: 0.4583921 best: 0.4583921 (41) total: 6.01s remaining: 4m 40s 42: learn: 0.4452801 test: 0.4571966 best: 0.4571966 (42) total: 6.11s remaining: 4m 37s 43: learn: 0.4438894 test: 0.4558066 best: 0.4558066 (43) total: 6.25s remaining: 4m 37s 44: learn: 0.4411228 test: 0.4531757 best: 0.4531757 (44) total: 6.37s remaining: 4m 36s 45: learn: 0.4398749 test: 0.4521974 best: 0.4521974 (45) total: 6.52s remaining: 4m 36s 46: learn: 0.4386329 test: 0.4510278 best: 0.4510278 (46) total: 6.6s remaining: 4m 34s 47: learn: 0.4378991 test: 0.4504213 best: 0.4504213 (47) total: 6.67s remaining: 4m 31s 48: learn: 0.4366118 test: 0.4492432 best: 0.4492432 (48) total: 6.81s remaining: 4m 31s 49: learn: 0.4353482 test: 0.4481045 best: 0.4481045 (49) total: 6.96s remaining: 4m 31s 50: learn: 0.4345441 test: 0.4474512 best: 0.4474512 (50) total: 7.13s remaining: 4m 32s 51: learn: 0.4337894 test: 0.4468274 best: 0.4468274 (51) total: 7.27s remaining: 4m 32s 52: learn: 0.4331187 test: 0.4461578 best: 0.4461578 (52) total: 7.41s remaining: 4m 32s 53: learn: 0.4324183 test: 0.4455533 best: 0.4455533 (53) total: 7.51s remaining: 4m 30s 54: learn: 0.4319531 test: 0.4452925 best: 0.4452925 (54) total: 7.65s remaining: 4m 30s 55: learn: 0.4299458 test: 0.4439983 best: 0.4439983 (55) total: 7.79s remaining: 4m 30s 56: learn: 0.4285056 test: 0.4429934 best: 0.4429934 (56) total: 7.95s remaining: 4m 31s 57: learn: 0.4277055 test: 0.4424158 best: 0.4424158 (57) total: 8.1s remaining: 4m 31s 58: learn: 0.4262093 test: 0.4409396 best: 0.4409396 (58) total: 8.27s remaining: 4m 32s 59: learn: 0.4256769 test: 0.4405305 best: 0.4405305 (59) total: 8.44s remaining: 4m 32s 60: learn: 0.4255218 test: 0.4403964 best: 0.4403964 (60) total: 8.53s remaining: 4m 31s 61: learn: 0.4247416 test: 0.4398587 best: 0.4398587 (61) total: 8.68s remaining: 4m 31s 62: learn: 0.4246683 test: 0.4397921 best: 0.4397921 (62) total: 8.73s remaining: 4m 28s 63: learn: 0.4246378 test: 0.4397651 best: 0.4397651 (63) total: 8.79s remaining: 4m 25s 64: learn: 0.4236069 test: 0.4389145 best: 0.4389145 (64) total: 8.92s remaining: 4m 25s 65: learn: 0.4235708 test: 0.4388813 best: 0.4388813 (65) total: 8.99s remaining: 4m 23s 66: learn: 0.4233276 test: 0.4387496 best: 0.4387496 (66) total: 9.14s remaining: 4m 23s 67: learn: 0.4232893 test: 0.4387291 best: 0.4387291 (67) total: 9.29s remaining: 4m 24s 68: learn: 0.4232498 test: 0.4387062 best: 0.4387062 (68) total: 9.33s remaining: 4m 21s 69: learn: 0.4232451 test: 0.4386981 best: 0.4386981 (69) total: 9.35s remaining: 4m 17s 70: learn: 0.4232313 test: 0.4386896 best: 0.4386896 (70) total: 9.39s remaining: 4m 15s 71: learn: 0.4232160 test: 0.4386813 best: 0.4386813 (71) total: 9.42s remaining: 4m 12s 72: learn: 0.4232022 test: 0.4386764 best: 0.4386764 (72) total: 9.46s remaining: 4m 9s 73: learn: 0.4226561 test: 0.4382271 best: 0.4382271 (73) total: 9.54s remaining: 4m 8s 74: learn: 0.4223577 test: 0.4380200 best: 0.4380200 (74) total: 9.67s remaining: 4m 8s 75: learn: 0.4223445 test: 0.4380175 best: 0.4380175 (75) total: 9.78s remaining: 4m 7s 76: learn: 0.4223415 test: 0.4380121 best: 0.4380121 (76) total: 9.83s remaining: 4m 5s 77: learn: 0.4223327 test: 0.4380122 best: 0.4380121 (76) total: 9.85s remaining: 4m 2s 78: learn: 0.4222433 test: 0.4380115 best: 0.4380115 (78) total: 9.9s remaining: 4m 79: learn: 0.4222342 test: 0.4380062 best: 0.4380062 (79) total: 9.94s remaining: 3m 58s 80: learn: 0.4222241 test: 0.4380113 best: 0.4380062 (79) total: 9.97s remaining: 3m 56s 81: learn: 0.4222203 test: 0.4380115 best: 0.4380062 (79) total: 10.1s remaining: 3m 55s 82: learn: 0.4222057 test: 0.4380013 best: 0.4380013 (82) total: 10.1s remaining: 3m 53s 83: learn: 0.4221980 test: 0.4379970 best: 0.4379970 (83) total: 10.2s remaining: 3m 52s 84: learn: 0.4221379 test: 0.4379783 best: 0.4379783 (84) total: 10.3s remaining: 3m 52s 85: learn: 0.4221378 test: 0.4379785 best: 0.4379783 (84) total: 10.4s remaining: 3m 50s 86: learn: 0.4221216 test: 0.4379685 best: 0.4379685 (86) total: 10.4s remaining: 3m 48s 87: learn: 0.4220304 test: 0.4379003 best: 0.4379003 (87) total: 10.5s remaining: 3m 47s 88: learn: 0.4220252 test: 0.4379005 best: 0.4379003 (87) total: 10.5s remaining: 3m 44s 89: learn: 0.4220242 test: 0.4378997 best: 0.4378997 (89) total: 10.5s remaining: 3m 42s 90: learn: 0.4219103 test: 0.4378236 best: 0.4378236 (90) total: 10.6s remaining: 3m 42s 91: learn: 0.4219099 test: 0.4378215 best: 0.4378215 (91) total: 10.6s remaining: 3m 40s 92: learn: 0.4219099 test: 0.4378216 best: 0.4378215 (91) total: 10.7s remaining: 3m 38s 93: learn: 0.4219081 test: 0.4378218 best: 0.4378215 (91) total: 10.7s remaining: 3m 37s 94: learn: 0.4219003 test: 0.4378118 best: 0.4378118 (94) total: 10.7s remaining: 3m 35s 95: learn: 0.4217030 test: 0.4376970 best: 0.4376970 (95) total: 10.9s remaining: 3m 35s 96: learn: 0.4217021 test: 0.4376972 best: 0.4376970 (95) total: 10.9s remaining: 3m 33s 97: learn: 0.4217021 test: 0.4376973 best: 0.4376970 (95) total: 10.9s remaining: 3m 32s 98: learn: 0.4217013 test: 0.4376975 best: 0.4376970 (95) total: 11s remaining: 3m 30s 99: learn: 0.4216796 test: 0.4376892 best: 0.4376892 (99) total: 11s remaining: 3m 29s 100: learn: 0.4214841 test: 0.4375288 best: 0.4375288 (100) total: 11.1s remaining: 3m 29s 101: learn: 0.4214841 test: 0.4375288 best: 0.4375288 (100) total: 11.2s remaining: 3m 27s 102: learn: 0.4214841 test: 0.4375289 best: 0.4375288 (100) total: 11.2s remaining: 3m 26s 103: learn: 0.4207534 test: 0.4368540 best: 0.4368540 (103) total: 11.3s remaining: 3m 26s 104: learn: 0.4207464 test: 0.4368541 best: 0.4368540 (103) total: 11.4s remaining: 3m 25s 105: learn: 0.4207463 test: 0.4368541 best: 0.4368540 (103) total: 11.4s remaining: 3m 23s 106: learn: 0.4207423 test: 0.4368572 best: 0.4368540 (103) total: 11.4s remaining: 3m 21s 107: learn: 0.4200515 test: 0.4363254 best: 0.4363254 (107) total: 11.6s remaining: 3m 22s 108: learn: 0.4200512 test: 0.4363254 best: 0.4363254 (107) total: 11.6s remaining: 3m 20s 109: learn: 0.4200302 test: 0.4363220 best: 0.4363220 (109) total: 11.7s remaining: 3m 20s 110: learn: 0.4200291 test: 0.4363221 best: 0.4363220 (109) total: 11.7s remaining: 3m 19s 111: learn: 0.4200255 test: 0.4363257 best: 0.4363220 (109) total: 11.8s remaining: 3m 18s 112: learn: 0.4200235 test: 0.4363255 best: 0.4363220 (109) total: 11.8s remaining: 3m 17s 113: learn: 0.4200225 test: 0.4363255 best: 0.4363220 (109) total: 11.9s remaining: 3m 16s 114: learn: 0.4200225 test: 0.4363255 best: 0.4363220 (109) total: 11.9s remaining: 3m 14s 115: learn: 0.4200047 test: 0.4363302 best: 0.4363220 (109) total: 11.9s remaining: 3m 13s 116: learn: 0.4200047 test: 0.4363302 best: 0.4363220 (109) total: 12s remaining: 3m 12s 117: learn: 0.4197246 test: 0.4361131 best: 0.4361131 (117) total: 12.1s remaining: 3m 13s 118: learn: 0.4197246 test: 0.4361131 best: 0.4361131 (117) total: 12.1s remaining: 3m 11s 119: learn: 0.4197209 test: 0.4361171 best: 0.4361131 (117) total: 12.2s remaining: 3m 10s 120: learn: 0.4196942 test: 0.4361183 best: 0.4361131 (117) total: 12.2s remaining: 3m 9s 121: learn: 0.4196925 test: 0.4361184 best: 0.4361131 (117) total: 12.3s remaining: 3m 8s 122: learn: 0.4196925 test: 0.4361184 best: 0.4361131 (117) total: 12.3s remaining: 3m 7s 123: learn: 0.4196901 test: 0.4361224 best: 0.4361131 (117) total: 12.3s remaining: 3m 6s 124: learn: 0.4196887 test: 0.4361224 best: 0.4361131 (117) total: 12.3s remaining: 3m 4s 125: learn: 0.4196882 test: 0.4361225 best: 0.4361131 (117) total: 12.3s remaining: 3m 3s 126: learn: 0.4196866 test: 0.4361225 best: 0.4361131 (117) total: 12.4s remaining: 3m 2s 127: learn: 0.4195905 test: 0.4360344 best: 0.4360344 (127) total: 12.5s remaining: 3m 2s 128: learn: 0.4195660 test: 0.4360355 best: 0.4360344 (127) total: 12.6s remaining: 3m 3s 129: learn: 0.4195660 test: 0.4360355 best: 0.4360344 (127) total: 12.7s remaining: 3m 2s 130: learn: 0.4195639 test: 0.4360396 best: 0.4360344 (127) total: 12.7s remaining: 3m 1s 131: learn: 0.4195629 test: 0.4360390 best: 0.4360344 (127) total: 12.9s remaining: 3m 1s 132: learn: 0.4195612 test: 0.4360393 best: 0.4360344 (127) total: 12.9s remaining: 3m 1s 133: learn: 0.4195605 test: 0.4360393 best: 0.4360344 (127) total: 13s remaining: 3m 134: learn: 0.4195534 test: 0.4360393 best: 0.4360344 (127) total: 13s remaining: 3m 135: learn: 0.4186243 test: 0.4353374 best: 0.4353374 (135) total: 13.2s remaining: 3m 136: learn: 0.4186243 test: 0.4353374 best: 0.4353374 (135) total: 13.2s remaining: 3m 137: learn: 0.4186227 test: 0.4353376 best: 0.4353374 (135) total: 13.3s remaining: 2m 59s 138: learn: 0.4186078 test: 0.4353269 best: 0.4353269 (138) total: 13.4s remaining: 2m 59s 139: learn: 0.4185831 test: 0.4353270 best: 0.4353269 (138) total: 13.6s remaining: 3m 140: learn: 0.4185655 test: 0.4353216 best: 0.4353216 (140) total: 13.7s remaining: 3m 141: learn: 0.4185640 test: 0.4353214 best: 0.4353214 (141) total: 13.8s remaining: 3m 142: learn: 0.4185627 test: 0.4353212 best: 0.4353212 (142) total: 13.8s remaining: 2m 59s 143: learn: 0.4184903 test: 0.4352889 best: 0.4352889 (143) total: 14s remaining: 3m 144: learn: 0.4184859 test: 0.4352890 best: 0.4352889 (143) total: 14.1s remaining: 3m 145: learn: 0.4184853 test: 0.4352865 best: 0.4352865 (145) total: 14.3s remaining: 3m 1s 146: learn: 0.4184852 test: 0.4352865 best: 0.4352865 (146) total: 14.3s remaining: 3m 147: learn: 0.4184849 test: 0.4352850 best: 0.4352850 (147) total: 14.5s remaining: 3m 1s 148: learn: 0.4184457 test: 0.4352894 best: 0.4352850 (147) total: 14.6s remaining: 3m 1s 149: learn: 0.4184441 test: 0.4352933 best: 0.4352850 (147) total: 14.7s remaining: 3m 150: learn: 0.4184441 test: 0.4352933 best: 0.4352850 (147) total: 14.7s remaining: 3m 151: learn: 0.4184427 test: 0.4352974 best: 0.4352850 (147) total: 14.7s remaining: 2m 59s 152: learn: 0.4184425 test: 0.4352974 best: 0.4352850 (147) total: 14.8s remaining: 2m 58s 153: learn: 0.4184423 test: 0.4352977 best: 0.4352850 (147) total: 14.8s remaining: 2m 57s 154: learn: 0.4184420 test: 0.4352965 best: 0.4352850 (147) total: 15s remaining: 2m 58s 155: learn: 0.4184411 test: 0.4352966 best: 0.4352850 (147) total: 15s remaining: 2m 57s 156: learn: 0.4174234 test: 0.4345791 best: 0.4345791 (156) total: 15.2s remaining: 2m 58s 157: learn: 0.4174223 test: 0.4345791 best: 0.4345791 (156) total: 15.3s remaining: 2m 58s 158: learn: 0.4169289 test: 0.4344185 best: 0.4344185 (158) total: 15.4s remaining: 2m 58s 159: learn: 0.4169284 test: 0.4344186 best: 0.4344185 (158) total: 15.5s remaining: 2m 58s 160: learn: 0.4169275 test: 0.4344186 best: 0.4344185 (158) total: 15.6s remaining: 2m 57s 161: learn: 0.4169217 test: 0.4344186 best: 0.4344185 (158) total: 15.7s remaining: 2m 57s 162: learn: 0.4169209 test: 0.4344186 best: 0.4344185 (158) total: 15.7s remaining: 2m 57s 163: learn: 0.4169207 test: 0.4344186 best: 0.4344185 (158) total: 15.8s remaining: 2m 56s 164: learn: 0.4169204 test: 0.4344187 best: 0.4344185 (158) total: 15.8s remaining: 2m 56s 165: learn: 0.4169150 test: 0.4344183 best: 0.4344183 (165) total: 16s remaining: 2m 56s 166: learn: 0.4169132 test: 0.4344221 best: 0.4344183 (165) total: 16.1s remaining: 2m 56s 167: learn: 0.4168938 test: 0.4344181 best: 0.4344181 (167) total: 16.3s remaining: 2m 57s 168: learn: 0.4168936 test: 0.4344181 best: 0.4344181 (167) total: 16.5s remaining: 2m 58s 169: learn: 0.4168931 test: 0.4344182 best: 0.4344181 (167) total: 16.6s remaining: 2m 58s 170: learn: 0.4168912 test: 0.4344179 best: 0.4344179 (170) total: 16.8s remaining: 2m 59s 171: learn: 0.4168905 test: 0.4344180 best: 0.4344179 (170) total: 16.8s remaining: 2m 59s 172: learn: 0.4168901 test: 0.4344182 best: 0.4344179 (170) total: 17s remaining: 2m 59s 173: learn: 0.4168890 test: 0.4344184 best: 0.4344179 (170) total: 17.2s remaining: 3m 174: learn: 0.4168875 test: 0.4344183 best: 0.4344179 (170) total: 17.3s remaining: 3m 175: learn: 0.4168864 test: 0.4344183 best: 0.4344179 (170) total: 17.4s remaining: 3m 176: learn: 0.4168857 test: 0.4344183 best: 0.4344179 (170) total: 17.5s remaining: 3m 177: learn: 0.4167329 test: 0.4344098 best: 0.4344098 (177) total: 17.7s remaining: 3m 1s 178: learn: 0.4167320 test: 0.4344098 best: 0.4344098 (178) total: 17.8s remaining: 3m 179: learn: 0.4167269 test: 0.4344098 best: 0.4344098 (178) total: 17.9s remaining: 3m 1s 180: learn: 0.4167269 test: 0.4344098 best: 0.4344098 (178) total: 18s remaining: 3m 1s 181: learn: 0.4167267 test: 0.4344098 best: 0.4344098 (178) total: 18.1s remaining: 3m 182: learn: 0.4167266 test: 0.4344100 best: 0.4344098 (178) total: 18.2s remaining: 3m 183: learn: 0.4167254 test: 0.4344098 best: 0.4344098 (178) total: 18.3s remaining: 3m 1s 184: learn: 0.4167209 test: 0.4344098 best: 0.4344098 (178) total: 18.4s remaining: 3m 185: learn: 0.4167179 test: 0.4344098 best: 0.4344098 (178) total: 18.6s remaining: 3m 1s 186: learn: 0.4167178 test: 0.4344098 best: 0.4344098 (178) total: 18.6s remaining: 3m 187: learn: 0.4167173 test: 0.4344100 best: 0.4344098 (178) total: 18.8s remaining: 3m 1s 188: learn: 0.4167167 test: 0.4344099 best: 0.4344098 (178) total: 18.9s remaining: 3m 189: learn: 0.4167167 test: 0.4344099 best: 0.4344098 (178) total: 19s remaining: 3m 1s 190: learn: 0.4167139 test: 0.4344100 best: 0.4344098 (178) total: 19.2s remaining: 3m 1s 191: learn: 0.4167138 test: 0.4344100 best: 0.4344098 (178) total: 19.3s remaining: 3m 1s 192: learn: 0.4167134 test: 0.4344100 best: 0.4344098 (178) total: 19.4s remaining: 3m 1s 193: learn: 0.4166958 test: 0.4344115 best: 0.4344098 (178) total: 19.5s remaining: 3m 1s 194: learn: 0.4166943 test: 0.4344117 best: 0.4344098 (178) total: 19.6s remaining: 3m 1s 195: learn: 0.4166943 test: 0.4344117 best: 0.4344098 (178) total: 19.7s remaining: 3m 196: learn: 0.4166740 test: 0.4344023 best: 0.4344023 (196) total: 19.8s remaining: 3m 1s 197: learn: 0.4166736 test: 0.4344025 best: 0.4344023 (196) total: 19.9s remaining: 3m 1s 198: learn: 0.4166730 test: 0.4344027 best: 0.4344023 (196) total: 20s remaining: 3m 199: learn: 0.4166730 test: 0.4344029 best: 0.4344023 (196) total: 20s remaining: 3m 200: learn: 0.4156600 test: 0.4334048 best: 0.4334048 (200) total: 20.2s remaining: 3m 201: learn: 0.4156596 test: 0.4334050 best: 0.4334048 (200) total: 20.3s remaining: 3m 202: learn: 0.4156593 test: 0.4334050 best: 0.4334048 (200) total: 20.5s remaining: 3m 1s 203: learn: 0.4156584 test: 0.4334050 best: 0.4334048 (200) total: 20.6s remaining: 3m 1s 204: learn: 0.4156584 test: 0.4334050 best: 0.4334048 (200) total: 20.7s remaining: 3m 1s 205: learn: 0.4156575 test: 0.4334051 best: 0.4334048 (200) total: 20.8s remaining: 3m 1s 206: learn: 0.4156570 test: 0.4334055 best: 0.4334048 (200) total: 21s remaining: 3m 1s 207: learn: 0.4156564 test: 0.4334057 best: 0.4334048 (200) total: 21.1s remaining: 3m 1s 208: learn: 0.4156452 test: 0.4334163 best: 0.4334048 (200) total: 21.2s remaining: 3m 1s 209: learn: 0.4156451 test: 0.4334163 best: 0.4334048 (200) total: 21.3s remaining: 3m 1s 210: learn: 0.4154065 test: 0.4333244 best: 0.4333244 (210) total: 21.4s remaining: 3m 1s 211: learn: 0.4154058 test: 0.4333246 best: 0.4333244 (210) total: 21.6s remaining: 3m 1s 212: learn: 0.4154039 test: 0.4333286 best: 0.4333244 (210) total: 21.7s remaining: 3m 2s 213: learn: 0.4154034 test: 0.4333288 best: 0.4333244 (210) total: 21.8s remaining: 3m 2s 214: learn: 0.4154019 test: 0.4333290 best: 0.4333244 (210) total: 22s remaining: 3m 2s 215: learn: 0.4154018 test: 0.4333290 best: 0.4333244 (210) total: 22.1s remaining: 3m 2s 216: learn: 0.4154018 test: 0.4333290 best: 0.4333244 (210) total: 22.2s remaining: 3m 2s 217: learn: 0.4154009 test: 0.4333293 best: 0.4333244 (210) total: 22.3s remaining: 3m 2s 218: learn: 0.4154008 test: 0.4333293 best: 0.4333244 (210) total: 22.3s remaining: 3m 1s 219: learn: 0.4153999 test: 0.4333331 best: 0.4333244 (210) total: 22.5s remaining: 3m 1s 220: learn: 0.4153998 test: 0.4333333 best: 0.4333244 (210) total: 22.6s remaining: 3m 2s 221: learn: 0.4153997 test: 0.4333336 best: 0.4333244 (210) total: 22.8s remaining: 3m 2s 222: learn: 0.4153997 test: 0.4333336 best: 0.4333244 (210) total: 22.8s remaining: 3m 1s 223: learn: 0.4153992 test: 0.4333337 best: 0.4333244 (210) total: 22.9s remaining: 3m 1s 224: learn: 0.4153992 test: 0.4333337 best: 0.4333244 (210) total: 23s remaining: 3m 1s 225: learn: 0.4153985 test: 0.4333340 best: 0.4333244 (210) total: 23.1s remaining: 3m 1s 226: learn: 0.4153981 test: 0.4333342 best: 0.4333244 (210) total: 23.2s remaining: 3m 1s 227: learn: 0.4153361 test: 0.4333160 best: 0.4333160 (227) total: 23.4s remaining: 3m 1s 228: learn: 0.4153357 test: 0.4333160 best: 0.4333160 (228) total: 23.5s remaining: 3m 1s 229: learn: 0.4153355 test: 0.4333161 best: 0.4333160 (228) total: 23.6s remaining: 3m 1s 230: learn: 0.4153355 test: 0.4333161 best: 0.4333160 (228) total: 23.6s remaining: 3m 231: learn: 0.4153194 test: 0.4332993 best: 0.4332993 (231) total: 23.8s remaining: 3m 1s 232: learn: 0.4151909 test: 0.4333083 best: 0.4332993 (231) total: 23.9s remaining: 3m 1s 233: learn: 0.4151905 test: 0.4333083 best: 0.4332993 (231) total: 24.1s remaining: 3m 1s 234: learn: 0.4151495 test: 0.4332971 best: 0.4332971 (234) total: 24.2s remaining: 3m 1s 235: learn: 0.4151490 test: 0.4332975 best: 0.4332971 (234) total: 24.4s remaining: 3m 2s 236: learn: 0.4151486 test: 0.4332975 best: 0.4332971 (234) total: 24.5s remaining: 3m 2s 237: learn: 0.4151485 test: 0.4332975 best: 0.4332971 (234) total: 24.6s remaining: 3m 2s 238: learn: 0.4151484 test: 0.4332975 best: 0.4332971 (234) total: 24.7s remaining: 3m 2s 239: learn: 0.4151316 test: 0.4333059 best: 0.4332971 (234) total: 24.9s remaining: 3m 2s 240: learn: 0.4151313 test: 0.4333066 best: 0.4332971 (234) total: 25s remaining: 3m 2s 241: learn: 0.4151313 test: 0.4333069 best: 0.4332971 (234) total: 25.2s remaining: 3m 2s 242: learn: 0.4151311 test: 0.4333075 best: 0.4332971 (234) total: 25.3s remaining: 3m 3s 243: learn: 0.4151306 test: 0.4333080 best: 0.4332971 (234) total: 25.4s remaining: 3m 3s 244: learn: 0.4151304 test: 0.4333084 best: 0.4332971 (234) total: 25.6s remaining: 3m 3s 245: learn: 0.4151303 test: 0.4333089 best: 0.4332971 (234) total: 25.7s remaining: 3m 3s 246: learn: 0.4151263 test: 0.4333089 best: 0.4332971 (234) total: 25.8s remaining: 3m 2s 247: learn: 0.4151260 test: 0.4333073 best: 0.4332971 (234) total: 25.9s remaining: 3m 2s 248: learn: 0.4151258 test: 0.4333073 best: 0.4332971 (234) total: 25.9s remaining: 3m 2s 249: learn: 0.4151222 test: 0.4333074 best: 0.4332971 (234) total: 25.9s remaining: 3m 1s 250: learn: 0.4151221 test: 0.4333079 best: 0.4332971 (234) total: 26.1s remaining: 3m 1s 251: learn: 0.4151220 test: 0.4333084 best: 0.4332971 (234) total: 26.2s remaining: 3m 1s 252: learn: 0.4151220 test: 0.4333084 best: 0.4332971 (234) total: 26.3s remaining: 3m 1s 253: learn: 0.4149977 test: 0.4333259 best: 0.4332971 (234) total: 26.4s remaining: 3m 1s 254: learn: 0.4149965 test: 0.4333297 best: 0.4332971 (234) total: 26.6s remaining: 3m 1s 255: learn: 0.4149964 test: 0.4333302 best: 0.4332971 (234) total: 26.7s remaining: 3m 2s 256: learn: 0.4149963 test: 0.4333302 best: 0.4332971 (234) total: 26.8s remaining: 3m 1s 257: learn: 0.4149950 test: 0.4333339 best: 0.4332971 (234) total: 26.9s remaining: 3m 1s 258: learn: 0.4149851 test: 0.4333340 best: 0.4332971 (234) total: 27s remaining: 3m 1s 259: learn: 0.4149851 test: 0.4333340 best: 0.4332971 (234) total: 27s remaining: 3m 260: learn: 0.4149847 test: 0.4333345 best: 0.4332971 (234) total: 27.2s remaining: 3m 1s 261: learn: 0.4149817 test: 0.4333345 best: 0.4332971 (234) total: 27.2s remaining: 3m 262: learn: 0.4149814 test: 0.4333331 best: 0.4332971 (234) total: 27.4s remaining: 3m 263: learn: 0.4144439 test: 0.4328951 best: 0.4328951 (263) total: 27.6s remaining: 3m 1s 264: learn: 0.4144431 test: 0.4328989 best: 0.4328951 (263) total: 27.6s remaining: 3m 265: learn: 0.4144424 test: 0.4329025 best: 0.4328951 (263) total: 27.7s remaining: 3m 266: learn: 0.4144410 test: 0.4329027 best: 0.4328951 (263) total: 27.9s remaining: 3m 267: learn: 0.4144404 test: 0.4329032 best: 0.4328951 (263) total: 28s remaining: 3m 268: learn: 0.4143707 test: 0.4329022 best: 0.4328951 (263) total: 28.2s remaining: 3m 1s 269: learn: 0.4143551 test: 0.4328935 best: 0.4328935 (269) total: 28.3s remaining: 3m 1s 270: learn: 0.4143550 test: 0.4328935 best: 0.4328935 (269) total: 28.5s remaining: 3m 1s 271: learn: 0.4143550 test: 0.4328935 best: 0.4328935 (269) total: 28.5s remaining: 3m 1s 272: learn: 0.4143546 test: 0.4328941 best: 0.4328935 (269) total: 28.7s remaining: 3m 1s 273: learn: 0.4143399 test: 0.4329034 best: 0.4328935 (269) total: 28.8s remaining: 3m 1s 274: learn: 0.4143399 test: 0.4329035 best: 0.4328935 (269) total: 28.9s remaining: 3m 1s 275: learn: 0.4143398 test: 0.4329040 best: 0.4328935 (269) total: 29s remaining: 3m 1s 276: learn: 0.4143395 test: 0.4329041 best: 0.4328935 (269) total: 29.2s remaining: 3m 1s 277: learn: 0.4143395 test: 0.4329041 best: 0.4328935 (269) total: 29.2s remaining: 3m 278: learn: 0.4143394 test: 0.4329046 best: 0.4328935 (269) total: 29.3s remaining: 3m 279: learn: 0.4143392 test: 0.4329047 best: 0.4328935 (269) total: 29.4s remaining: 3m 280: learn: 0.4143391 test: 0.4329052 best: 0.4328935 (269) total: 29.6s remaining: 3m 1s 281: learn: 0.4143386 test: 0.4329057 best: 0.4328935 (269) total: 29.7s remaining: 3m 1s 282: learn: 0.4143386 test: 0.4329057 best: 0.4328935 (269) total: 29.8s remaining: 3m 283: learn: 0.4143386 test: 0.4329057 best: 0.4328935 (269) total: 29.8s remaining: 3m 284: learn: 0.4143377 test: 0.4329095 best: 0.4328935 (269) total: 29.9s remaining: 2m 59s 285: learn: 0.4137671 test: 0.4324575 best: 0.4324575 (285) total: 30.1s remaining: 3m 286: learn: 0.4137670 test: 0.4324578 best: 0.4324575 (285) total: 30.2s remaining: 3m 287: learn: 0.4137495 test: 0.4324542 best: 0.4324542 (287) total: 30.4s remaining: 3m 288: learn: 0.4137494 test: 0.4324546 best: 0.4324542 (287) total: 30.5s remaining: 3m 289: learn: 0.4137492 test: 0.4324546 best: 0.4324542 (287) total: 30.6s remaining: 3m 290: learn: 0.4137490 test: 0.4324548 best: 0.4324542 (287) total: 30.7s remaining: 3m 291: learn: 0.4137485 test: 0.4324550 best: 0.4324542 (287) total: 30.8s remaining: 3m 292: learn: 0.4137452 test: 0.4324588 best: 0.4324542 (287) total: 30.9s remaining: 3m 293: learn: 0.4136000 test: 0.4323847 best: 0.4323847 (293) total: 31s remaining: 3m 294: learn: 0.4135999 test: 0.4323847 best: 0.4323847 (293) total: 31.2s remaining: 3m 295: learn: 0.4135969 test: 0.4323893 best: 0.4323847 (293) total: 31.3s remaining: 3m 296: learn: 0.4135963 test: 0.4323937 best: 0.4323847 (293) total: 31.4s remaining: 2m 59s 297: learn: 0.4135963 test: 0.4323938 best: 0.4323847 (293) total: 31.5s remaining: 3m 298: learn: 0.4135961 test: 0.4323940 best: 0.4323847 (293) total: 31.7s remaining: 3m 299: learn: 0.4135810 test: 0.4323902 best: 0.4323847 (293) total: 31.8s remaining: 3m 300: learn: 0.4135807 test: 0.4323905 best: 0.4323847 (293) total: 31.9s remaining: 3m 301: learn: 0.4135802 test: 0.4323945 best: 0.4323847 (293) total: 32s remaining: 3m 302: learn: 0.4135799 test: 0.4323947 best: 0.4323847 (293) total: 32.2s remaining: 3m 303: learn: 0.4135773 test: 0.4323978 best: 0.4323847 (293) total: 32.4s remaining: 3m 304: learn: 0.4135772 test: 0.4323976 best: 0.4323847 (293) total: 32.6s remaining: 3m 1s 305: learn: 0.4135768 test: 0.4324013 best: 0.4323847 (293) total: 32.7s remaining: 3m 306: learn: 0.4135230 test: 0.4324175 best: 0.4323847 (293) total: 32.8s remaining: 3m 1s 307: learn: 0.4135228 test: 0.4324177 best: 0.4323847 (293) total: 32.9s remaining: 3m 308: learn: 0.4135228 test: 0.4324185 best: 0.4323847 (293) total: 33s remaining: 3m 309: learn: 0.4135204 test: 0.4324192 best: 0.4323847 (293) total: 33.1s remaining: 3m 310: learn: 0.4135204 test: 0.4324192 best: 0.4323847 (293) total: 33.2s remaining: 3m 311: learn: 0.4135203 test: 0.4324193 best: 0.4323847 (293) total: 33.4s remaining: 3m 312: learn: 0.4135202 test: 0.4324195 best: 0.4323847 (293) total: 33.5s remaining: 3m 313: learn: 0.4135092 test: 0.4324299 best: 0.4323847 (293) total: 33.7s remaining: 3m 314: learn: 0.4135092 test: 0.4324306 best: 0.4323847 (293) total: 33.7s remaining: 3m 315: learn: 0.4135092 test: 0.4324312 best: 0.4323847 (293) total: 33.8s remaining: 3m 316: learn: 0.4135091 test: 0.4324319 best: 0.4323847 (293) total: 33.9s remaining: 3m 317: learn: 0.4135087 test: 0.4324344 best: 0.4323847 (293) total: 34s remaining: 2m 59s 318: learn: 0.4135081 test: 0.4324340 best: 0.4323847 (293) total: 34.1s remaining: 2m 59s 319: learn: 0.4135081 test: 0.4324341 best: 0.4323847 (293) total: 34.1s remaining: 2m 59s 320: learn: 0.4135077 test: 0.4324365 best: 0.4323847 (293) total: 34.2s remaining: 2m 58s 321: learn: 0.4135073 test: 0.4324388 best: 0.4323847 (293) total: 34.3s remaining: 2m 58s 322: learn: 0.4135070 test: 0.4324410 best: 0.4323847 (293) total: 34.3s remaining: 2m 58s 323: learn: 0.4135069 test: 0.4324418 best: 0.4323847 (293) total: 34.4s remaining: 2m 57s 324: learn: 0.4135051 test: 0.4324418 best: 0.4323847 (293) total: 34.5s remaining: 2m 57s 325: learn: 0.4135051 test: 0.4324418 best: 0.4323847 (293) total: 34.5s remaining: 2m 57s 326: learn: 0.4135051 test: 0.4324425 best: 0.4323847 (293) total: 34.6s remaining: 2m 57s 327: learn: 0.4135050 test: 0.4324432 best: 0.4323847 (293) total: 34.8s remaining: 2m 57s 328: learn: 0.4135050 test: 0.4324439 best: 0.4323847 (293) total: 34.8s remaining: 2m 56s 329: learn: 0.4135047 test: 0.4324438 best: 0.4323847 (293) total: 35s remaining: 2m 56s 330: learn: 0.4135036 test: 0.4324419 best: 0.4323847 (293) total: 35.1s remaining: 2m 57s 331: learn: 0.4135034 test: 0.4324420 best: 0.4323847 (293) total: 35.2s remaining: 2m 57s 332: learn: 0.4135033 test: 0.4324426 best: 0.4323847 (293) total: 35.3s remaining: 2m 56s 333: learn: 0.4135030 test: 0.4324425 best: 0.4323847 (293) total: 35.4s remaining: 2m 56s 334: learn: 0.4135029 test: 0.4324426 best: 0.4323847 (293) total: 35.6s remaining: 2m 56s 335: learn: 0.4135028 test: 0.4324427 best: 0.4323847 (293) total: 35.7s remaining: 2m 56s 336: learn: 0.4134815 test: 0.4324254 best: 0.4323847 (293) total: 35.9s remaining: 2m 56s 337: learn: 0.4134813 test: 0.4324256 best: 0.4323847 (293) total: 36s remaining: 2m 57s 338: learn: 0.4134812 test: 0.4324261 best: 0.4323847 (293) total: 36.1s remaining: 2m 56s 339: learn: 0.4134812 test: 0.4324267 best: 0.4323847 (293) total: 36.1s remaining: 2m 56s 340: learn: 0.4134803 test: 0.4324264 best: 0.4323847 (293) total: 36.2s remaining: 2m 56s 341: learn: 0.4134802 test: 0.4324265 best: 0.4323847 (293) total: 36.4s remaining: 2m 56s 342: learn: 0.4134800 test: 0.4324264 best: 0.4323847 (293) total: 36.5s remaining: 2m 56s 343: learn: 0.4134800 test: 0.4324269 best: 0.4323847 (293) total: 36.5s remaining: 2m 55s 344: learn: 0.4134800 test: 0.4324269 best: 0.4323847 (293) total: 36.6s remaining: 2m 55s 345: learn: 0.4134799 test: 0.4324270 best: 0.4323847 (293) total: 36.7s remaining: 2m 55s 346: learn: 0.4134797 test: 0.4324269 best: 0.4323847 (293) total: 36.8s remaining: 2m 55s 347: learn: 0.4134780 test: 0.4324269 best: 0.4323847 (293) total: 36.9s remaining: 2m 55s 348: learn: 0.4134779 test: 0.4324269 best: 0.4323847 (293) total: 37s remaining: 2m 54s 349: learn: 0.4134779 test: 0.4324266 best: 0.4323847 (293) total: 37.1s remaining: 2m 55s 350: learn: 0.4134778 test: 0.4324268 best: 0.4323847 (293) total: 37.2s remaining: 2m 54s 351: learn: 0.4134778 test: 0.4324268 best: 0.4323847 (293) total: 37.2s remaining: 2m 54s 352: learn: 0.4134777 test: 0.4324267 best: 0.4323847 (293) total: 37.4s remaining: 2m 54s 353: learn: 0.4134735 test: 0.4324265 best: 0.4323847 (293) total: 37.5s remaining: 2m 54s 354: learn: 0.4134730 test: 0.4324291 best: 0.4323847 (293) total: 37.6s remaining: 2m 54s 355: learn: 0.4134728 test: 0.4324290 best: 0.4323847 (293) total: 37.7s remaining: 2m 54s 356: learn: 0.4134727 test: 0.4324278 best: 0.4323847 (293) total: 37.8s remaining: 2m 53s 357: learn: 0.4134726 test: 0.4324277 best: 0.4323847 (293) total: 37.9s remaining: 2m 53s 358: learn: 0.4134604 test: 0.4324244 best: 0.4323847 (293) total: 38.1s remaining: 2m 53s 359: learn: 0.4134602 test: 0.4324245 best: 0.4323847 (293) total: 38.2s remaining: 2m 53s 360: learn: 0.4134428 test: 0.4324127 best: 0.4323847 (293) total: 38.3s remaining: 2m 54s 361: learn: 0.4134423 test: 0.4324125 best: 0.4323847 (293) total: 38.4s remaining: 2m 53s 362: learn: 0.4134421 test: 0.4324126 best: 0.4323847 (293) total: 38.5s remaining: 2m 53s 363: learn: 0.4134420 test: 0.4324128 best: 0.4323847 (293) total: 38.6s remaining: 2m 53s 364: learn: 0.4134420 test: 0.4324129 best: 0.4323847 (293) total: 38.7s remaining: 2m 53s 365: learn: 0.4134419 test: 0.4324119 best: 0.4323847 (293) total: 38.8s remaining: 2m 53s 366: learn: 0.4134417 test: 0.4324119 best: 0.4323847 (293) total: 38.9s remaining: 2m 53s 367: learn: 0.4134416 test: 0.4324120 best: 0.4323847 (293) total: 39.1s remaining: 2m 53s 368: learn: 0.4133439 test: 0.4324118 best: 0.4323847 (293) total: 39.2s remaining: 2m 53s 369: learn: 0.4133259 test: 0.4324293 best: 0.4323847 (293) total: 39.4s remaining: 2m 53s 370: learn: 0.4133244 test: 0.4324293 best: 0.4323847 (293) total: 39.5s remaining: 2m 53s 371: learn: 0.4133244 test: 0.4324293 best: 0.4323847 (293) total: 39.6s remaining: 2m 53s 372: learn: 0.4133117 test: 0.4324231 best: 0.4323847 (293) total: 39.7s remaining: 2m 53s 373: learn: 0.4133117 test: 0.4324231 best: 0.4323847 (293) total: 39.8s remaining: 2m 52s 374: learn: 0.4133116 test: 0.4324230 best: 0.4323847 (293) total: 39.9s remaining: 2m 52s 375: learn: 0.4133115 test: 0.4324231 best: 0.4323847 (293) total: 40s remaining: 2m 52s 376: learn: 0.4133114 test: 0.4324232 best: 0.4323847 (293) total: 40.2s remaining: 2m 52s 377: learn: 0.4133114 test: 0.4324232 best: 0.4323847 (293) total: 40.2s remaining: 2m 52s 378: learn: 0.4133114 test: 0.4324233 best: 0.4323847 (293) total: 40.3s remaining: 2m 52s 379: learn: 0.4133113 test: 0.4324234 best: 0.4323847 (293) total: 40.4s remaining: 2m 52s 380: learn: 0.4133113 test: 0.4324234 best: 0.4323847 (293) total: 40.5s remaining: 2m 51s 381: learn: 0.4133110 test: 0.4324264 best: 0.4323847 (293) total: 40.6s remaining: 2m 51s 382: learn: 0.4133109 test: 0.4324265 best: 0.4323847 (293) total: 40.7s remaining: 2m 52s 383: learn: 0.4133109 test: 0.4324265 best: 0.4323847 (293) total: 40.8s remaining: 2m 51s 384: learn: 0.4133109 test: 0.4324265 best: 0.4323847 (293) total: 40.9s remaining: 2m 51s 385: learn: 0.4133109 test: 0.4324265 best: 0.4323847 (293) total: 40.9s remaining: 2m 51s 386: learn: 0.4133108 test: 0.4324266 best: 0.4323847 (293) total: 41.1s remaining: 2m 51s 387: learn: 0.4133108 test: 0.4324266 best: 0.4323847 (293) total: 41.1s remaining: 2m 50s 388: learn: 0.4132647 test: 0.4324097 best: 0.4323847 (293) total: 41.2s remaining: 2m 50s 389: learn: 0.4132522 test: 0.4324031 best: 0.4323847 (293) total: 41.4s remaining: 2m 50s 390: learn: 0.4132521 test: 0.4324033 best: 0.4323847 (293) total: 41.5s remaining: 2m 50s 391: learn: 0.4132519 test: 0.4324034 best: 0.4323847 (293) total: 41.7s remaining: 2m 50s 392: learn: 0.4132517 test: 0.4324061 best: 0.4323847 (293) total: 41.7s remaining: 2m 50s 393: learn: 0.4132516 test: 0.4324062 best: 0.4323847 (293) total: 41.8s remaining: 2m 50s 394: learn: 0.4132516 test: 0.4324064 best: 0.4323847 (293) total: 41.8s remaining: 2m 50s 395: learn: 0.4132516 test: 0.4324064 best: 0.4323847 (293) total: 42s remaining: 2m 49s 396: learn: 0.4132509 test: 0.4324064 best: 0.4323847 (293) total: 42.1s remaining: 2m 49s 397: learn: 0.4132508 test: 0.4324064 best: 0.4323847 (293) total: 42.1s remaining: 2m 49s 398: learn: 0.4132508 test: 0.4324065 best: 0.4323847 (293) total: 42.3s remaining: 2m 49s 399: learn: 0.4132508 test: 0.4324066 best: 0.4323847 (293) total: 42.4s remaining: 2m 49s 400: learn: 0.4132507 test: 0.4324068 best: 0.4323847 (293) total: 42.4s remaining: 2m 49s 401: learn: 0.4132507 test: 0.4324071 best: 0.4323847 (293) total: 42.6s remaining: 2m 49s 402: learn: 0.4132506 test: 0.4324073 best: 0.4323847 (293) total: 42.7s remaining: 2m 49s 403: learn: 0.4132506 test: 0.4324076 best: 0.4323847 (293) total: 42.8s remaining: 2m 49s 404: learn: 0.4132505 test: 0.4324076 best: 0.4323847 (293) total: 42.9s remaining: 2m 48s 405: learn: 0.4132505 test: 0.4324076 best: 0.4323847 (293) total: 42.9s remaining: 2m 48s 406: learn: 0.4132505 test: 0.4324077 best: 0.4323847 (293) total: 42.9s remaining: 2m 48s 407: learn: 0.4132504 test: 0.4324078 best: 0.4323847 (293) total: 43.1s remaining: 2m 48s 408: learn: 0.4132504 test: 0.4324079 best: 0.4323847 (293) total: 43.2s remaining: 2m 48s 409: learn: 0.4132503 test: 0.4324080 best: 0.4323847 (293) total: 43.4s remaining: 2m 48s 410: learn: 0.4132490 test: 0.4324080 best: 0.4323847 (293) total: 43.6s remaining: 2m 48s 411: learn: 0.4132490 test: 0.4324081 best: 0.4323847 (293) total: 43.6s remaining: 2m 48s 412: learn: 0.4132490 test: 0.4324081 best: 0.4323847 (293) total: 43.6s remaining: 2m 47s 413: learn: 0.4132490 test: 0.4324082 best: 0.4323847 (293) total: 43.8s remaining: 2m 47s 414: learn: 0.4132490 test: 0.4324082 best: 0.4323847 (293) total: 43.8s remaining: 2m 47s 415: learn: 0.4132478 test: 0.4324081 best: 0.4323847 (293) total: 43.9s remaining: 2m 47s 416: learn: 0.4132478 test: 0.4324083 best: 0.4323847 (293) total: 44.1s remaining: 2m 47s 417: learn: 0.4132478 test: 0.4324083 best: 0.4323847 (293) total: 44.1s remaining: 2m 47s 418: learn: 0.4132478 test: 0.4324084 best: 0.4323847 (293) total: 44.2s remaining: 2m 46s 419: learn: 0.4132478 test: 0.4324084 best: 0.4323847 (293) total: 44.3s remaining: 2m 46s 420: learn: 0.4132472 test: 0.4324084 best: 0.4323847 (293) total: 44.4s remaining: 2m 46s 421: learn: 0.4132471 test: 0.4324085 best: 0.4323847 (293) total: 44.5s remaining: 2m 46s 422: learn: 0.4132470 test: 0.4324093 best: 0.4323847 (293) total: 44.7s remaining: 2m 46s 423: learn: 0.4132470 test: 0.4324093 best: 0.4323847 (293) total: 44.7s remaining: 2m 46s 424: learn: 0.4132470 test: 0.4324093 best: 0.4323847 (293) total: 44.8s remaining: 2m 45s 425: learn: 0.4132470 test: 0.4324093 best: 0.4323847 (293) total: 44.8s remaining: 2m 45s 426: learn: 0.4132469 test: 0.4324096 best: 0.4323847 (293) total: 44.9s remaining: 2m 45s 427: learn: 0.4132469 test: 0.4324097 best: 0.4323847 (293) total: 45s remaining: 2m 45s 428: learn: 0.4132468 test: 0.4324099 best: 0.4323847 (293) total: 45.2s remaining: 2m 45s 429: learn: 0.4132468 test: 0.4324099 best: 0.4323847 (293) total: 45.3s remaining: 2m 45s 430: learn: 0.4129520 test: 0.4324672 best: 0.4323847 (293) total: 45.5s remaining: 2m 45s 431: learn: 0.4129520 test: 0.4324672 best: 0.4323847 (293) total: 45.6s remaining: 2m 45s 432: learn: 0.4129515 test: 0.4324672 best: 0.4323847 (293) total: 45.7s remaining: 2m 45s 433: learn: 0.4129512 test: 0.4324671 best: 0.4323847 (293) total: 45.9s remaining: 2m 45s 434: learn: 0.4129510 test: 0.4324672 best: 0.4323847 (293) total: 46s remaining: 2m 45s 435: learn: 0.4129509 test: 0.4324673 best: 0.4323847 (293) total: 46.1s remaining: 2m 45s 436: learn: 0.4129498 test: 0.4324673 best: 0.4323847 (293) total: 46.2s remaining: 2m 45s 437: learn: 0.4129492 test: 0.4324673 best: 0.4323847 (293) total: 46.3s remaining: 2m 45s 438: learn: 0.4129492 test: 0.4324674 best: 0.4323847 (293) total: 46.4s remaining: 2m 44s 439: learn: 0.4129437 test: 0.4324694 best: 0.4323847 (293) total: 46.5s remaining: 2m 44s 440: learn: 0.4129324 test: 0.4324671 best: 0.4323847 (293) total: 46.7s remaining: 2m 44s 441: learn: 0.4129322 test: 0.4324671 best: 0.4323847 (293) total: 46.8s remaining: 2m 45s 442: learn: 0.4129316 test: 0.4324671 best: 0.4323847 (293) total: 47s remaining: 2m 45s 443: learn: 0.4129316 test: 0.4324672 best: 0.4323847 (293) total: 47.1s remaining: 2m 44s 444: learn: 0.4129311 test: 0.4324672 best: 0.4323847 (293) total: 47.2s remaining: 2m 44s 445: learn: 0.4129310 test: 0.4324673 best: 0.4323847 (293) total: 47.3s remaining: 2m 44s 446: learn: 0.4129227 test: 0.4324698 best: 0.4323847 (293) total: 47.5s remaining: 2m 44s 447: learn: 0.4129226 test: 0.4324698 best: 0.4323847 (293) total: 47.6s remaining: 2m 44s 448: learn: 0.4129222 test: 0.4324698 best: 0.4323847 (293) total: 47.7s remaining: 2m 44s 449: learn: 0.4129222 test: 0.4324699 best: 0.4323847 (293) total: 47.8s remaining: 2m 44s 450: learn: 0.4129220 test: 0.4324699 best: 0.4323847 (293) total: 48s remaining: 2m 44s 451: learn: 0.4129218 test: 0.4324699 best: 0.4323847 (293) total: 48.2s remaining: 2m 45s 452: learn: 0.4127753 test: 0.4323316 best: 0.4323316 (452) total: 48.4s remaining: 2m 45s 453: learn: 0.4127753 test: 0.4323316 best: 0.4323316 (452) total: 48.4s remaining: 2m 44s 454: learn: 0.4127742 test: 0.4323316 best: 0.4323316 (454) total: 48.5s remaining: 2m 44s 455: learn: 0.4127731 test: 0.4323316 best: 0.4323316 (455) total: 48.6s remaining: 2m 44s 456: learn: 0.4127731 test: 0.4323316 best: 0.4323316 (455) total: 48.8s remaining: 2m 44s 457: learn: 0.4127731 test: 0.4323317 best: 0.4323316 (455) total: 48.8s remaining: 2m 44s 458: learn: 0.4127731 test: 0.4323317 best: 0.4323316 (455) total: 48.9s remaining: 2m 44s 459: learn: 0.4127731 test: 0.4323318 best: 0.4323316 (455) total: 48.9s remaining: 2m 43s 460: learn: 0.4127731 test: 0.4323318 best: 0.4323316 (455) total: 49s remaining: 2m 43s 461: learn: 0.4127726 test: 0.4323318 best: 0.4323316 (455) total: 49.1s remaining: 2m 43s 462: learn: 0.4118678 test: 0.4314922 best: 0.4314922 (462) total: 49.2s remaining: 2m 43s 463: learn: 0.4118674 test: 0.4314951 best: 0.4314922 (462) total: 49.4s remaining: 2m 43s 464: learn: 0.4117826 test: 0.4314937 best: 0.4314922 (462) total: 49.5s remaining: 2m 43s 465: learn: 0.4117825 test: 0.4314937 best: 0.4314922 (462) total: 49.7s remaining: 2m 43s 466: learn: 0.4117822 test: 0.4314964 best: 0.4314922 (462) total: 49.8s remaining: 2m 43s 467: learn: 0.4112915 test: 0.4310553 best: 0.4310553 (467) total: 49.9s remaining: 2m 43s 468: learn: 0.4112755 test: 0.4310766 best: 0.4310553 (467) total: 50.1s remaining: 2m 43s 469: learn: 0.4112754 test: 0.4310766 best: 0.4310553 (467) total: 50.2s remaining: 2m 43s 470: learn: 0.4112754 test: 0.4310766 best: 0.4310553 (467) total: 50.4s remaining: 2m 43s 471: learn: 0.4112754 test: 0.4310767 best: 0.4310553 (467) total: 50.4s remaining: 2m 43s 472: learn: 0.4112753 test: 0.4310768 best: 0.4310553 (467) total: 50.6s remaining: 2m 43s 473: learn: 0.4112614 test: 0.4310987 best: 0.4310553 (467) total: 50.7s remaining: 2m 43s 474: learn: 0.4112492 test: 0.4311205 best: 0.4310553 (467) total: 50.9s remaining: 2m 43s 475: learn: 0.4112487 test: 0.4311206 best: 0.4310553 (467) total: 51s remaining: 2m 43s 476: learn: 0.4112483 test: 0.4311254 best: 0.4310553 (467) total: 51.1s remaining: 2m 43s 477: learn: 0.4112378 test: 0.4311474 best: 0.4310553 (467) total: 51.3s remaining: 2m 43s 478: learn: 0.4112377 test: 0.4311475 best: 0.4310553 (467) total: 51.3s remaining: 2m 43s 479: learn: 0.4112286 test: 0.4311672 best: 0.4310553 (467) total: 51.5s remaining: 2m 42s 480: learn: 0.4112286 test: 0.4311672 best: 0.4310553 (467) total: 51.5s remaining: 2m 42s 481: learn: 0.4112276 test: 0.4311673 best: 0.4310553 (467) total: 51.6s remaining: 2m 42s 482: learn: 0.4112276 test: 0.4311673 best: 0.4310553 (467) total: 51.8s remaining: 2m 42s 483: learn: 0.4112209 test: 0.4311632 best: 0.4310553 (467) total: 52s remaining: 2m 42s 484: learn: 0.4112209 test: 0.4311633 best: 0.4310553 (467) total: 52s remaining: 2m 42s 485: learn: 0.4112207 test: 0.4311637 best: 0.4310553 (467) total: 52.2s remaining: 2m 42s 486: learn: 0.4112207 test: 0.4311638 best: 0.4310553 (467) total: 52.2s remaining: 2m 42s 487: learn: 0.4112109 test: 0.4311480 best: 0.4310553 (467) total: 52.4s remaining: 2m 42s 488: learn: 0.4112099 test: 0.4311525 best: 0.4310553 (467) total: 52.5s remaining: 2m 42s 489: learn: 0.4102235 test: 0.4303065 best: 0.4303065 (489) total: 52.7s remaining: 2m 42s 490: learn: 0.4102234 test: 0.4303065 best: 0.4303065 (490) total: 52.8s remaining: 2m 42s 491: learn: 0.4097661 test: 0.4300585 best: 0.4300585 (491) total: 53s remaining: 2m 42s 492: learn: 0.4097413 test: 0.4300585 best: 0.4300585 (492) total: 53.1s remaining: 2m 42s 493: learn: 0.4097412 test: 0.4300585 best: 0.4300585 (493) total: 53.3s remaining: 2m 42s 494: learn: 0.4097402 test: 0.4300626 best: 0.4300585 (493) total: 53.5s remaining: 2m 42s 495: learn: 0.4097188 test: 0.4300625 best: 0.4300585 (493) total: 53.6s remaining: 2m 42s 496: learn: 0.4097187 test: 0.4300625 best: 0.4300585 (493) total: 53.7s remaining: 2m 42s 497: learn: 0.4093783 test: 0.4298790 best: 0.4298790 (497) total: 53.9s remaining: 2m 42s 498: learn: 0.4093782 test: 0.4298790 best: 0.4298790 (498) total: 54s remaining: 2m 42s 499: learn: 0.4093772 test: 0.4298829 best: 0.4298790 (498) total: 54.2s remaining: 2m 42s 500: learn: 0.4093585 test: 0.4299024 best: 0.4298790 (498) total: 54.5s remaining: 2m 42s 501: learn: 0.4093585 test: 0.4299025 best: 0.4298790 (498) total: 54.5s remaining: 2m 42s 502: learn: 0.4093583 test: 0.4299047 best: 0.4298790 (498) total: 54.7s remaining: 2m 42s 503: learn: 0.4093583 test: 0.4299047 best: 0.4298790 (498) total: 54.9s remaining: 2m 42s 504: learn: 0.4093583 test: 0.4299046 best: 0.4298790 (498) total: 55s remaining: 2m 42s 505: learn: 0.4093583 test: 0.4299046 best: 0.4298790 (498) total: 55.2s remaining: 2m 42s 506: learn: 0.4093582 test: 0.4299047 best: 0.4298790 (498) total: 55.3s remaining: 2m 42s 507: learn: 0.4093410 test: 0.4299047 best: 0.4298790 (498) total: 55.5s remaining: 2m 43s 508: learn: 0.4093410 test: 0.4299047 best: 0.4298790 (498) total: 55.6s remaining: 2m 42s 509: learn: 0.4093409 test: 0.4299047 best: 0.4298790 (498) total: 55.7s remaining: 2m 42s 510: learn: 0.4093303 test: 0.4299046 best: 0.4298790 (498) total: 55.9s remaining: 2m 42s 511: learn: 0.4093303 test: 0.4299047 best: 0.4298790 (498) total: 56s remaining: 2m 42s 512: learn: 0.4093303 test: 0.4299047 best: 0.4298790 (498) total: 56.1s remaining: 2m 42s 513: learn: 0.4093213 test: 0.4299046 best: 0.4298790 (498) total: 56.3s remaining: 2m 42s 514: learn: 0.4093197 test: 0.4299049 best: 0.4298790 (498) total: 56.4s remaining: 2m 42s 515: learn: 0.4093157 test: 0.4299024 best: 0.4298790 (498) total: 56.6s remaining: 2m 42s 516: learn: 0.4093156 test: 0.4299044 best: 0.4298790 (498) total: 56.7s remaining: 2m 42s 517: learn: 0.4092936 test: 0.4298916 best: 0.4298790 (498) total: 56.9s remaining: 2m 42s 518: learn: 0.4092936 test: 0.4298916 best: 0.4298790 (498) total: 57s remaining: 2m 42s 519: learn: 0.4092933 test: 0.4298918 best: 0.4298790 (498) total: 57.1s remaining: 2m 42s 520: learn: 0.4092932 test: 0.4298918 best: 0.4298790 (498) total: 57.3s remaining: 2m 42s 521: learn: 0.4092855 test: 0.4298917 best: 0.4298790 (498) total: 57.4s remaining: 2m 42s 522: learn: 0.4092785 test: 0.4299110 best: 0.4298790 (498) total: 57.6s remaining: 2m 42s 523: learn: 0.4092577 test: 0.4299249 best: 0.4298790 (498) total: 57.7s remaining: 2m 42s 524: learn: 0.4092575 test: 0.4299265 best: 0.4298790 (498) total: 57.8s remaining: 2m 42s 525: learn: 0.4092568 test: 0.4299297 best: 0.4298790 (498) total: 58s remaining: 2m 42s 526: learn: 0.4092568 test: 0.4299298 best: 0.4298790 (498) total: 58s remaining: 2m 42s 527: learn: 0.4092568 test: 0.4299298 best: 0.4298790 (498) total: 58.2s remaining: 2m 42s 528: learn: 0.4092568 test: 0.4299298 best: 0.4298790 (498) total: 58.3s remaining: 2m 42s 529: learn: 0.4092568 test: 0.4299298 best: 0.4298790 (498) total: 58.4s remaining: 2m 41s 530: learn: 0.4092568 test: 0.4299298 best: 0.4298790 (498) total: 58.5s remaining: 2m 41s 531: learn: 0.4092513 test: 0.4299496 best: 0.4298790 (498) total: 58.6s remaining: 2m 41s 532: learn: 0.4092355 test: 0.4299496 best: 0.4298790 (498) total: 58.8s remaining: 2m 41s 533: learn: 0.4092355 test: 0.4299496 best: 0.4298790 (498) total: 58.9s remaining: 2m 41s 534: learn: 0.4092354 test: 0.4299496 best: 0.4298790 (498) total: 59.1s remaining: 2m 41s 535: learn: 0.4092147 test: 0.4299475 best: 0.4298790 (498) total: 59.2s remaining: 2m 41s 536: learn: 0.4092146 test: 0.4299475 best: 0.4298790 (498) total: 59.4s remaining: 2m 41s 537: learn: 0.4092146 test: 0.4299476 best: 0.4298790 (498) total: 59.4s remaining: 2m 41s 538: learn: 0.4092146 test: 0.4299476 best: 0.4298790 (498) total: 59.5s remaining: 2m 41s 539: learn: 0.4092146 test: 0.4299492 best: 0.4298790 (498) total: 59.6s remaining: 2m 41s 540: learn: 0.4092146 test: 0.4299492 best: 0.4298790 (498) total: 59.7s remaining: 2m 41s 541: learn: 0.4092146 test: 0.4299492 best: 0.4298790 (498) total: 59.9s remaining: 2m 41s 542: learn: 0.4092146 test: 0.4299493 best: 0.4298790 (498) total: 1m remaining: 2m 41s 543: learn: 0.4092145 test: 0.4299493 best: 0.4298790 (498) total: 1m remaining: 2m 40s 544: learn: 0.4092145 test: 0.4299493 best: 0.4298790 (498) total: 1m remaining: 2m 40s 545: learn: 0.4092144 test: 0.4299508 best: 0.4298790 (498) total: 1m remaining: 2m 40s 546: learn: 0.4092144 test: 0.4299508 best: 0.4298790 (498) total: 1m remaining: 2m 40s 547: learn: 0.4092144 test: 0.4299509 best: 0.4298790 (498) total: 1m remaining: 2m 40s 548: learn: 0.4092144 test: 0.4299509 best: 0.4298790 (498) total: 1m remaining: 2m 40s 549: learn: 0.4092144 test: 0.4299509 best: 0.4298790 (498) total: 1m remaining: 2m 39s 550: learn: 0.4092144 test: 0.4299509 best: 0.4298790 (498) total: 1m remaining: 2m 39s 551: learn: 0.4092144 test: 0.4299510 best: 0.4298790 (498) total: 1m remaining: 2m 39s 552: learn: 0.4092144 test: 0.4299510 best: 0.4298790 (498) total: 1m remaining: 2m 39s 553: learn: 0.4092097 test: 0.4299687 best: 0.4298790 (498) total: 1m 1s remaining: 2m 39s 554: learn: 0.4092097 test: 0.4299687 best: 0.4298790 (498) total: 1m 1s remaining: 2m 39s 555: learn: 0.4092056 test: 0.4299858 best: 0.4298790 (498) total: 1m 1s remaining: 2m 39s 556: learn: 0.4092056 test: 0.4299873 best: 0.4298790 (498) total: 1m 1s remaining: 2m 39s 557: learn: 0.4092055 test: 0.4299887 best: 0.4298790 (498) total: 1m 1s remaining: 2m 39s 558: learn: 0.4092055 test: 0.4299887 best: 0.4298790 (498) total: 1m 1s remaining: 2m 39s 559: learn: 0.4092055 test: 0.4299887 best: 0.4298790 (498) total: 1m 1s remaining: 2m 39s 560: learn: 0.4092049 test: 0.4299914 best: 0.4298790 (498) total: 1m 2s remaining: 2m 39s 561: learn: 0.4092048 test: 0.4299927 best: 0.4298790 (498) total: 1m 2s remaining: 2m 39s 562: learn: 0.4085474 test: 0.4294274 best: 0.4294274 (562) total: 1m 2s remaining: 2m 38s 563: learn: 0.4084974 test: 0.4294063 best: 0.4294063 (563) total: 1m 2s remaining: 2m 38s 564: learn: 0.4078535 test: 0.4288190 best: 0.4288190 (564) total: 1m 2s remaining: 2m 38s 565: learn: 0.4078534 test: 0.4288203 best: 0.4288190 (564) total: 1m 2s remaining: 2m 38s 566: learn: 0.4072186 test: 0.4282724 best: 0.4282724 (566) total: 1m 2s remaining: 2m 38s 567: learn: 0.4072182 test: 0.4282732 best: 0.4282724 (566) total: 1m 2s remaining: 2m 38s 568: learn: 0.4072134 test: 0.4282639 best: 0.4282639 (568) total: 1m 3s remaining: 2m 38s 569: learn: 0.4072047 test: 0.4282594 best: 0.4282594 (569) total: 1m 3s remaining: 2m 38s 570: learn: 0.4072045 test: 0.4282606 best: 0.4282594 (569) total: 1m 3s remaining: 2m 38s 571: learn: 0.4072043 test: 0.4282606 best: 0.4282594 (569) total: 1m 3s remaining: 2m 38s 572: learn: 0.4071949 test: 0.4282590 best: 0.4282590 (572) total: 1m 3s remaining: 2m 38s 573: learn: 0.4071948 test: 0.4282599 best: 0.4282590 (572) total: 1m 3s remaining: 2m 38s 574: learn: 0.4064490 test: 0.4277410 best: 0.4277410 (574) total: 1m 4s remaining: 2m 38s 575: learn: 0.4064417 test: 0.4277339 best: 0.4277339 (575) total: 1m 4s remaining: 2m 39s 576: learn: 0.4064416 test: 0.4277339 best: 0.4277339 (575) total: 1m 4s remaining: 2m 38s 577: learn: 0.4064416 test: 0.4277340 best: 0.4277339 (575) total: 1m 4s remaining: 2m 38s 578: learn: 0.4064415 test: 0.4277347 best: 0.4277339 (575) total: 1m 4s remaining: 2m 38s 579: learn: 0.4064415 test: 0.4277348 best: 0.4277339 (575) total: 1m 4s remaining: 2m 38s 580: learn: 0.4064411 test: 0.4277349 best: 0.4277339 (575) total: 1m 4s remaining: 2m 38s 581: learn: 0.4064411 test: 0.4277349 best: 0.4277339 (575) total: 1m 4s remaining: 2m 38s 582: learn: 0.4064411 test: 0.4277350 best: 0.4277339 (575) total: 1m 5s remaining: 2m 37s 583: learn: 0.4064411 test: 0.4277350 best: 0.4277339 (575) total: 1m 5s remaining: 2m 37s 584: learn: 0.4064408 test: 0.4277358 best: 0.4277339 (575) total: 1m 5s remaining: 2m 37s 585: learn: 0.4064405 test: 0.4277358 best: 0.4277339 (575) total: 1m 5s remaining: 2m 37s 586: learn: 0.4064405 test: 0.4277366 best: 0.4277339 (575) total: 1m 5s remaining: 2m 37s 587: learn: 0.4064405 test: 0.4277367 best: 0.4277339 (575) total: 1m 5s remaining: 2m 37s 588: learn: 0.4064403 test: 0.4277374 best: 0.4277339 (575) total: 1m 5s remaining: 2m 37s 589: learn: 0.4064403 test: 0.4277374 best: 0.4277339 (575) total: 1m 5s remaining: 2m 37s 590: learn: 0.4064402 test: 0.4277381 best: 0.4277339 (575) total: 1m 5s remaining: 2m 37s 591: learn: 0.4064402 test: 0.4277381 best: 0.4277339 (575) total: 1m 5s remaining: 2m 36s 592: learn: 0.4064402 test: 0.4277388 best: 0.4277339 (575) total: 1m 6s remaining: 2m 36s 593: learn: 0.4064401 test: 0.4277394 best: 0.4277339 (575) total: 1m 6s remaining: 2m 36s 594: learn: 0.4064400 test: 0.4277400 best: 0.4277339 (575) total: 1m 6s remaining: 2m 36s 595: learn: 0.4064400 test: 0.4277401 best: 0.4277339 (575) total: 1m 6s remaining: 2m 36s 596: learn: 0.4064400 test: 0.4277401 best: 0.4277339 (575) total: 1m 6s remaining: 2m 36s 597: learn: 0.4064400 test: 0.4277407 best: 0.4277339 (575) total: 1m 6s remaining: 2m 36s 598: learn: 0.4064400 test: 0.4277407 best: 0.4277339 (575) total: 1m 6s remaining: 2m 36s 599: learn: 0.4064400 test: 0.4277407 best: 0.4277339 (575) total: 1m 6s remaining: 2m 35s 600: learn: 0.4064399 test: 0.4277413 best: 0.4277339 (575) total: 1m 6s remaining: 2m 35s 601: learn: 0.4064399 test: 0.4277413 best: 0.4277339 (575) total: 1m 7s remaining: 2m 35s 602: learn: 0.4064315 test: 0.4277404 best: 0.4277339 (575) total: 1m 7s remaining: 2m 35s 603: learn: 0.4064314 test: 0.4277404 best: 0.4277339 (575) total: 1m 7s remaining: 2m 35s 604: learn: 0.4064314 test: 0.4277405 best: 0.4277339 (575) total: 1m 7s remaining: 2m 35s 605: learn: 0.4064268 test: 0.4277432 best: 0.4277339 (575) total: 1m 7s remaining: 2m 35s 606: learn: 0.4064268 test: 0.4277432 best: 0.4277339 (575) total: 1m 7s remaining: 2m 35s 607: learn: 0.4064267 test: 0.4277432 best: 0.4277339 (575) total: 1m 7s remaining: 2m 35s 608: learn: 0.4064267 test: 0.4277433 best: 0.4277339 (575) total: 1m 7s remaining: 2m 34s 609: learn: 0.4064266 test: 0.4277433 best: 0.4277339 (575) total: 1m 7s remaining: 2m 34s 610: learn: 0.4063986 test: 0.4277464 best: 0.4277339 (575) total: 1m 8s remaining: 2m 34s 611: learn: 0.4063986 test: 0.4277464 best: 0.4277339 (575) total: 1m 8s remaining: 2m 34s 612: learn: 0.4063985 test: 0.4277464 best: 0.4277339 (575) total: 1m 8s remaining: 2m 34s 613: learn: 0.4063985 test: 0.4277465 best: 0.4277339 (575) total: 1m 8s remaining: 2m 34s 614: learn: 0.4063985 test: 0.4277465 best: 0.4277339 (575) total: 1m 8s remaining: 2m 34s 615: learn: 0.4063985 test: 0.4277465 best: 0.4277339 (575) total: 1m 8s remaining: 2m 34s 616: learn: 0.4063985 test: 0.4277465 best: 0.4277339 (575) total: 1m 8s remaining: 2m 34s 617: learn: 0.4063970 test: 0.4277491 best: 0.4277339 (575) total: 1m 8s remaining: 2m 33s 618: learn: 0.4063970 test: 0.4277492 best: 0.4277339 (575) total: 1m 8s remaining: 2m 33s 619: learn: 0.4063970 test: 0.4277492 best: 0.4277339 (575) total: 1m 9s remaining: 2m 33s 620: learn: 0.4063969 test: 0.4277492 best: 0.4277339 (575) total: 1m 9s remaining: 2m 33s 621: learn: 0.4063968 test: 0.4277493 best: 0.4277339 (575) total: 1m 9s remaining: 2m 33s 622: learn: 0.4063968 test: 0.4277494 best: 0.4277339 (575) total: 1m 9s remaining: 2m 33s 623: learn: 0.4063968 test: 0.4277495 best: 0.4277339 (575) total: 1m 9s remaining: 2m 33s 624: learn: 0.4063968 test: 0.4277495 best: 0.4277339 (575) total: 1m 9s remaining: 2m 33s 625: learn: 0.4063968 test: 0.4277496 best: 0.4277339 (575) total: 1m 9s remaining: 2m 33s 626: learn: 0.4063968 test: 0.4277497 best: 0.4277339 (575) total: 1m 9s remaining: 2m 33s 627: learn: 0.4063968 test: 0.4277497 best: 0.4277339 (575) total: 1m 9s remaining: 2m 32s 628: learn: 0.4063968 test: 0.4277497 best: 0.4277339 (575) total: 1m 10s remaining: 2m 32s 629: learn: 0.4063968 test: 0.4277497 best: 0.4277339 (575) total: 1m 10s remaining: 2m 32s 630: learn: 0.4063529 test: 0.4277532 best: 0.4277339 (575) total: 1m 10s remaining: 2m 32s 631: learn: 0.4063477 test: 0.4277527 best: 0.4277339 (575) total: 1m 10s remaining: 2m 32s 632: learn: 0.4060191 test: 0.4274370 best: 0.4274370 (632) total: 1m 10s remaining: 2m 32s 633: learn: 0.4060191 test: 0.4274371 best: 0.4274370 (632) total: 1m 10s remaining: 2m 32s 634: learn: 0.4059961 test: 0.4274362 best: 0.4274362 (634) total: 1m 10s remaining: 2m 32s 635: learn: 0.4059960 test: 0.4274362 best: 0.4274362 (634) total: 1m 10s remaining: 2m 32s 636: learn: 0.4059960 test: 0.4274362 best: 0.4274362 (634) total: 1m 11s remaining: 2m 32s 637: learn: 0.4059960 test: 0.4274364 best: 0.4274362 (634) total: 1m 11s remaining: 2m 31s 638: learn: 0.4059924 test: 0.4274340 best: 0.4274340 (638) total: 1m 11s remaining: 2m 31s 639: learn: 0.4059924 test: 0.4274342 best: 0.4274340 (638) total: 1m 11s remaining: 2m 31s 640: learn: 0.4059699 test: 0.4274328 best: 0.4274328 (640) total: 1m 11s remaining: 2m 31s 641: learn: 0.4059585 test: 0.4274309 best: 0.4274309 (641) total: 1m 11s remaining: 2m 31s 642: learn: 0.4059584 test: 0.4274309 best: 0.4274309 (642) total: 1m 11s remaining: 2m 31s 643: learn: 0.4059553 test: 0.4274286 best: 0.4274286 (643) total: 1m 11s remaining: 2m 31s 644: learn: 0.4059495 test: 0.4274146 best: 0.4274146 (644) total: 1m 12s remaining: 2m 31s 645: learn: 0.4059495 test: 0.4274147 best: 0.4274146 (644) total: 1m 12s remaining: 2m 31s 646: learn: 0.4059489 test: 0.4274147 best: 0.4274146 (644) total: 1m 12s remaining: 2m 31s 647: learn: 0.4059489 test: 0.4274148 best: 0.4274146 (644) total: 1m 12s remaining: 2m 31s 648: learn: 0.4059489 test: 0.4274150 best: 0.4274146 (644) total: 1m 12s remaining: 2m 31s 649: learn: 0.4059489 test: 0.4274150 best: 0.4274146 (644) total: 1m 12s remaining: 2m 31s 650: learn: 0.4059462 test: 0.4274297 best: 0.4274146 (644) total: 1m 12s remaining: 2m 31s 651: learn: 0.4059461 test: 0.4274297 best: 0.4274146 (644) total: 1m 12s remaining: 2m 30s 652: learn: 0.4059438 test: 0.4274438 best: 0.4274146 (644) total: 1m 13s remaining: 2m 30s 653: learn: 0.4059438 test: 0.4274438 best: 0.4274146 (644) total: 1m 13s remaining: 2m 30s 654: learn: 0.4059437 test: 0.4274438 best: 0.4274146 (644) total: 1m 13s remaining: 2m 30s 655: learn: 0.4059437 test: 0.4274438 best: 0.4274146 (644) total: 1m 13s remaining: 2m 30s 656: learn: 0.4059437 test: 0.4274438 best: 0.4274146 (644) total: 1m 13s remaining: 2m 30s 657: learn: 0.4059437 test: 0.4274440 best: 0.4274146 (644) total: 1m 13s remaining: 2m 30s 658: learn: 0.4059433 test: 0.4274489 best: 0.4274146 (644) total: 1m 13s remaining: 2m 30s 659: learn: 0.4059433 test: 0.4274490 best: 0.4274146 (644) total: 1m 13s remaining: 2m 30s 660: learn: 0.4059433 test: 0.4274490 best: 0.4274146 (644) total: 1m 13s remaining: 2m 29s 661: learn: 0.4059432 test: 0.4274490 best: 0.4274146 (644) total: 1m 14s remaining: 2m 29s 662: learn: 0.4059432 test: 0.4274491 best: 0.4274146 (644) total: 1m 14s remaining: 2m 29s 663: learn: 0.4059432 test: 0.4274491 best: 0.4274146 (644) total: 1m 14s remaining: 2m 29s 664: learn: 0.4059432 test: 0.4274492 best: 0.4274146 (644) total: 1m 14s remaining: 2m 29s 665: learn: 0.4059432 test: 0.4274492 best: 0.4274146 (644) total: 1m 14s remaining: 2m 29s 666: learn: 0.4059412 test: 0.4274625 best: 0.4274146 (644) total: 1m 14s remaining: 2m 29s 667: learn: 0.4059408 test: 0.4274625 best: 0.4274146 (644) total: 1m 14s remaining: 2m 29s 668: learn: 0.4059408 test: 0.4274625 best: 0.4274146 (644) total: 1m 14s remaining: 2m 28s 669: learn: 0.4057241 test: 0.4272943 best: 0.4272943 (669) total: 1m 15s remaining: 2m 28s 670: learn: 0.4057241 test: 0.4272944 best: 0.4272943 (669) total: 1m 15s remaining: 2m 28s 671: learn: 0.4057103 test: 0.4273028 best: 0.4272943 (669) total: 1m 15s remaining: 2m 28s 672: learn: 0.4057103 test: 0.4273028 best: 0.4272943 (669) total: 1m 15s remaining: 2m 28s 673: learn: 0.4057102 test: 0.4273029 best: 0.4272943 (669) total: 1m 15s remaining: 2m 28s 674: learn: 0.4056786 test: 0.4272945 best: 0.4272943 (669) total: 1m 15s remaining: 2m 28s 675: learn: 0.4056332 test: 0.4272753 best: 0.4272753 (675) total: 1m 15s remaining: 2m 28s 676: learn: 0.4056332 test: 0.4272753 best: 0.4272753 (675) total: 1m 15s remaining: 2m 27s 677: learn: 0.4053008 test: 0.4271295 best: 0.4271295 (677) total: 1m 15s remaining: 2m 27s 678: learn: 0.4052877 test: 0.4271161 best: 0.4271161 (678) total: 1m 16s remaining: 2m 27s 679: learn: 0.4052877 test: 0.4271162 best: 0.4271161 (678) total: 1m 16s remaining: 2m 27s 680: learn: 0.4052767 test: 0.4271167 best: 0.4271161 (678) total: 1m 16s remaining: 2m 27s 681: learn: 0.4052678 test: 0.4271171 best: 0.4271161 (678) total: 1m 16s remaining: 2m 27s 682: learn: 0.4052606 test: 0.4271176 best: 0.4271161 (678) total: 1m 16s remaining: 2m 27s 683: learn: 0.4052546 test: 0.4271179 best: 0.4271161 (678) total: 1m 16s remaining: 2m 27s 684: learn: 0.4052546 test: 0.4271181 best: 0.4271161 (678) total: 1m 16s remaining: 2m 26s 685: learn: 0.4052498 test: 0.4271184 best: 0.4271161 (678) total: 1m 16s remaining: 2m 26s 686: learn: 0.4052498 test: 0.4271186 best: 0.4271161 (678) total: 1m 16s remaining: 2m 26s 687: learn: 0.4052460 test: 0.4271123 best: 0.4271123 (687) total: 1m 16s remaining: 2m 26s 688: learn: 0.4052420 test: 0.4271127 best: 0.4271123 (687) total: 1m 16s remaining: 2m 26s 689: learn: 0.4052419 test: 0.4271127 best: 0.4271123 (687) total: 1m 17s remaining: 2m 26s 690: learn: 0.4052418 test: 0.4271127 best: 0.4271123 (687) total: 1m 17s remaining: 2m 26s 691: learn: 0.4052417 test: 0.4271127 best: 0.4271123 (687) total: 1m 17s remaining: 2m 26s 692: learn: 0.4052413 test: 0.4271138 best: 0.4271123 (687) total: 1m 17s remaining: 2m 26s 693: learn: 0.4052409 test: 0.4271149 best: 0.4271123 (687) total: 1m 17s remaining: 2m 25s 694: learn: 0.4052409 test: 0.4271150 best: 0.4271123 (687) total: 1m 17s remaining: 2m 25s 695: learn: 0.4052377 test: 0.4271161 best: 0.4271123 (687) total: 1m 17s remaining: 2m 25s 696: learn: 0.4052351 test: 0.4271174 best: 0.4271123 (687) total: 1m 17s remaining: 2m 25s 697: learn: 0.4052350 test: 0.4271174 best: 0.4271123 (687) total: 1m 18s remaining: 2m 25s 698: learn: 0.4052329 test: 0.4271185 best: 0.4271123 (687) total: 1m 18s remaining: 2m 25s 699: learn: 0.4052312 test: 0.4271310 best: 0.4271123 (687) total: 1m 18s remaining: 2m 25s 700: learn: 0.4052295 test: 0.4271320 best: 0.4271123 (687) total: 1m 18s remaining: 2m 25s 701: learn: 0.4052294 test: 0.4271320 best: 0.4271123 (687) total: 1m 18s remaining: 2m 25s 702: learn: 0.4052280 test: 0.4271329 best: 0.4271123 (687) total: 1m 18s remaining: 2m 25s 703: learn: 0.4052269 test: 0.4271338 best: 0.4271123 (687) total: 1m 19s remaining: 2m 25s 704: learn: 0.4052237 test: 0.4271249 best: 0.4271123 (687) total: 1m 19s remaining: 2m 25s 705: learn: 0.4052237 test: 0.4271251 best: 0.4271123 (687) total: 1m 19s remaining: 2m 25s 706: learn: 0.4052222 test: 0.4271370 best: 0.4271123 (687) total: 1m 19s remaining: 2m 25s 707: learn: 0.4052222 test: 0.4271370 best: 0.4271123 (687) total: 1m 19s remaining: 2m 25s 708: learn: 0.4052212 test: 0.4271387 best: 0.4271123 (687) total: 1m 19s remaining: 2m 25s 709: learn: 0.4052212 test: 0.4271387 best: 0.4271123 (687) total: 1m 19s remaining: 2m 25s 710: learn: 0.4052207 test: 0.4271402 best: 0.4271123 (687) total: 1m 20s remaining: 2m 25s 711: learn: 0.4052207 test: 0.4271402 best: 0.4271123 (687) total: 1m 20s remaining: 2m 25s 712: learn: 0.4052201 test: 0.4271409 best: 0.4271123 (687) total: 1m 20s remaining: 2m 25s 713: learn: 0.4052197 test: 0.4271414 best: 0.4271123 (687) total: 1m 20s remaining: 2m 25s 714: learn: 0.4052197 test: 0.4271414 best: 0.4271123 (687) total: 1m 20s remaining: 2m 24s 715: learn: 0.4052197 test: 0.4271414 best: 0.4271123 (687) total: 1m 20s remaining: 2m 24s 716: learn: 0.4052197 test: 0.4271414 best: 0.4271123 (687) total: 1m 20s remaining: 2m 24s 717: learn: 0.4052187 test: 0.4271416 best: 0.4271123 (687) total: 1m 20s remaining: 2m 24s 718: learn: 0.4052180 test: 0.4271423 best: 0.4271123 (687) total: 1m 20s remaining: 2m 24s 719: learn: 0.4052179 test: 0.4271429 best: 0.4271123 (687) total: 1m 21s remaining: 2m 24s 720: learn: 0.4052155 test: 0.4271423 best: 0.4271123 (687) total: 1m 21s remaining: 2m 24s 721: learn: 0.4052149 test: 0.4271424 best: 0.4271123 (687) total: 1m 21s remaining: 2m 24s 722: learn: 0.4052146 test: 0.4271424 best: 0.4271123 (687) total: 1m 21s remaining: 2m 24s 723: learn: 0.4052146 test: 0.4271424 best: 0.4271123 (687) total: 1m 21s remaining: 2m 23s 724: learn: 0.4052146 test: 0.4271424 best: 0.4271123 (687) total: 1m 21s remaining: 2m 23s 725: learn: 0.4052146 test: 0.4271424 best: 0.4271123 (687) total: 1m 21s remaining: 2m 23s 726: learn: 0.4052145 test: 0.4271451 best: 0.4271123 (687) total: 1m 21s remaining: 2m 23s 727: learn: 0.4052142 test: 0.4271451 best: 0.4271123 (687) total: 1m 21s remaining: 2m 23s 728: learn: 0.4052139 test: 0.4271451 best: 0.4271123 (687) total: 1m 22s remaining: 2m 23s 729: learn: 0.4052139 test: 0.4271451 best: 0.4271123 (687) total: 1m 22s remaining: 2m 22s 730: learn: 0.4052138 test: 0.4271451 best: 0.4271123 (687) total: 1m 22s remaining: 2m 22s 731: learn: 0.4052135 test: 0.4271451 best: 0.4271123 (687) total: 1m 22s remaining: 2m 22s 732: learn: 0.4052135 test: 0.4271451 best: 0.4271123 (687) total: 1m 22s remaining: 2m 22s 733: learn: 0.4052133 test: 0.4271451 best: 0.4271123 (687) total: 1m 22s remaining: 2m 22s 734: learn: 0.4052128 test: 0.4271451 best: 0.4271123 (687) total: 1m 22s remaining: 2m 22s 735: learn: 0.4052128 test: 0.4271451 best: 0.4271123 (687) total: 1m 22s remaining: 2m 21s 736: learn: 0.4052126 test: 0.4271451 best: 0.4271123 (687) total: 1m 22s remaining: 2m 21s 737: learn: 0.4052125 test: 0.4271451 best: 0.4271123 (687) total: 1m 22s remaining: 2m 21s 738: learn: 0.4052123 test: 0.4271451 best: 0.4271123 (687) total: 1m 22s remaining: 2m 21s 739: learn: 0.4052119 test: 0.4271451 best: 0.4271123 (687) total: 1m 22s remaining: 2m 21s 740: learn: 0.4052119 test: 0.4271451 best: 0.4271123 (687) total: 1m 22s remaining: 2m 20s 741: learn: 0.4052119 test: 0.4271451 best: 0.4271123 (687) total: 1m 22s remaining: 2m 20s 742: learn: 0.4052118 test: 0.4271451 best: 0.4271123 (687) total: 1m 23s remaining: 2m 20s 743: learn: 0.4052115 test: 0.4271451 best: 0.4271123 (687) total: 1m 23s remaining: 2m 20s 744: learn: 0.4052114 test: 0.4271451 best: 0.4271123 (687) total: 1m 23s remaining: 2m 20s 745: learn: 0.4052111 test: 0.4271451 best: 0.4271123 (687) total: 1m 23s remaining: 2m 20s 746: learn: 0.4052098 test: 0.4271461 best: 0.4271123 (687) total: 1m 23s remaining: 2m 20s 747: learn: 0.4052097 test: 0.4271461 best: 0.4271123 (687) total: 1m 23s remaining: 2m 20s 748: learn: 0.4052095 test: 0.4271462 best: 0.4271123 (687) total: 1m 23s remaining: 2m 19s 749: learn: 0.4052095 test: 0.4271462 best: 0.4271123 (687) total: 1m 23s remaining: 2m 19s 750: learn: 0.4052095 test: 0.4271462 best: 0.4271123 (687) total: 1m 23s remaining: 2m 19s 751: learn: 0.4052093 test: 0.4271463 best: 0.4271123 (687) total: 1m 24s remaining: 2m 19s 752: learn: 0.4052092 test: 0.4271463 best: 0.4271123 (687) total: 1m 24s remaining: 2m 19s 753: learn: 0.4052091 test: 0.4271463 best: 0.4271123 (687) total: 1m 24s remaining: 2m 19s 754: learn: 0.4052082 test: 0.4271457 best: 0.4271123 (687) total: 1m 24s remaining: 2m 19s 755: learn: 0.4052078 test: 0.4271447 best: 0.4271123 (687) total: 1m 24s remaining: 2m 19s 756: learn: 0.4045482 test: 0.4267247 best: 0.4267247 (756) total: 1m 24s remaining: 2m 19s 757: learn: 0.4045439 test: 0.4267292 best: 0.4267247 (756) total: 1m 24s remaining: 2m 19s 758: learn: 0.4045294 test: 0.4267319 best: 0.4267247 (756) total: 1m 25s remaining: 2m 19s 759: learn: 0.4045293 test: 0.4267319 best: 0.4267247 (756) total: 1m 25s remaining: 2m 19s 760: learn: 0.4045258 test: 0.4267472 best: 0.4267247 (756) total: 1m 25s remaining: 2m 18s 761: learn: 0.4045255 test: 0.4267476 best: 0.4267247 (756) total: 1m 25s remaining: 2m 18s 762: learn: 0.4045222 test: 0.4267481 best: 0.4267247 (756) total: 1m 25s remaining: 2m 18s 763: learn: 0.4045222 test: 0.4267481 best: 0.4267247 (756) total: 1m 25s remaining: 2m 18s 764: learn: 0.4045222 test: 0.4267479 best: 0.4267247 (756) total: 1m 25s remaining: 2m 18s 765: learn: 0.4045221 test: 0.4267479 best: 0.4267247 (756) total: 1m 25s remaining: 2m 18s 766: learn: 0.4045221 test: 0.4267479 best: 0.4267247 (756) total: 1m 26s remaining: 2m 18s 767: learn: 0.4045217 test: 0.4267479 best: 0.4267247 (756) total: 1m 26s remaining: 2m 18s 768: learn: 0.4045217 test: 0.4267479 best: 0.4267247 (756) total: 1m 26s remaining: 2m 18s 769: learn: 0.4045216 test: 0.4267479 best: 0.4267247 (756) total: 1m 26s remaining: 2m 18s 770: learn: 0.4045216 test: 0.4267479 best: 0.4267247 (756) total: 1m 26s remaining: 2m 18s 771: learn: 0.4045215 test: 0.4267478 best: 0.4267247 (756) total: 1m 26s remaining: 2m 18s 772: learn: 0.4045215 test: 0.4267477 best: 0.4267247 (756) total: 1m 26s remaining: 2m 17s 773: learn: 0.4045151 test: 0.4267453 best: 0.4267247 (756) total: 1m 27s remaining: 2m 17s 774: learn: 0.4045150 test: 0.4267453 best: 0.4267247 (756) total: 1m 27s remaining: 2m 17s 775: learn: 0.4045150 test: 0.4267453 best: 0.4267247 (756) total: 1m 27s remaining: 2m 17s 776: learn: 0.4045150 test: 0.4267453 best: 0.4267247 (756) total: 1m 27s remaining: 2m 17s 777: learn: 0.4039451 test: 0.4263019 best: 0.4263019 (777) total: 1m 27s remaining: 2m 17s 778: learn: 0.4039411 test: 0.4262998 best: 0.4262998 (778) total: 1m 27s remaining: 2m 17s 779: learn: 0.4039411 test: 0.4262996 best: 0.4262996 (779) total: 1m 27s remaining: 2m 17s 780: learn: 0.4039410 test: 0.4262996 best: 0.4262996 (780) total: 1m 27s remaining: 2m 17s 781: learn: 0.4039383 test: 0.4263009 best: 0.4262996 (780) total: 1m 28s remaining: 2m 17s 782: learn: 0.4037033 test: 0.4261490 best: 0.4261490 (782) total: 1m 28s remaining: 2m 17s 783: learn: 0.4037002 test: 0.4261489 best: 0.4261489 (783) total: 1m 28s remaining: 2m 17s 784: learn: 0.4036870 test: 0.4261482 best: 0.4261482 (784) total: 1m 28s remaining: 2m 17s 785: learn: 0.4028930 test: 0.4253507 best: 0.4253507 (785) total: 1m 28s remaining: 2m 17s 786: learn: 0.4028929 test: 0.4253508 best: 0.4253507 (785) total: 1m 28s remaining: 2m 17s 787: learn: 0.4025968 test: 0.4251466 best: 0.4251466 (787) total: 1m 29s remaining: 2m 16s 788: learn: 0.4025967 test: 0.4251467 best: 0.4251466 (787) total: 1m 29s remaining: 2m 16s 789: learn: 0.4025879 test: 0.4251495 best: 0.4251466 (787) total: 1m 29s remaining: 2m 16s 790: learn: 0.4025714 test: 0.4251607 best: 0.4251466 (787) total: 1m 29s remaining: 2m 16s 791: learn: 0.4025714 test: 0.4251607 best: 0.4251466 (787) total: 1m 29s remaining: 2m 16s 792: learn: 0.4025648 test: 0.4251675 best: 0.4251466 (787) total: 1m 29s remaining: 2m 16s 793: learn: 0.4024442 test: 0.4250691 best: 0.4250691 (793) total: 1m 29s remaining: 2m 16s 794: learn: 0.4018905 test: 0.4245883 best: 0.4245883 (794) total: 1m 30s remaining: 2m 16s 795: learn: 0.4018905 test: 0.4245883 best: 0.4245883 (795) total: 1m 30s remaining: 2m 16s 796: learn: 0.4018841 test: 0.4245973 best: 0.4245883 (795) total: 1m 30s remaining: 2m 16s 797: learn: 0.4018840 test: 0.4245973 best: 0.4245883 (795) total: 1m 30s remaining: 2m 16s 798: learn: 0.4018840 test: 0.4245973 best: 0.4245883 (795) total: 1m 30s remaining: 2m 16s 799: learn: 0.4018840 test: 0.4245974 best: 0.4245883 (795) total: 1m 30s remaining: 2m 16s 800: learn: 0.4018840 test: 0.4245974 best: 0.4245883 (795) total: 1m 30s remaining: 2m 16s 801: learn: 0.4018840 test: 0.4245974 best: 0.4245883 (795) total: 1m 31s remaining: 2m 16s 802: learn: 0.4018835 test: 0.4245974 best: 0.4245883 (795) total: 1m 31s remaining: 2m 16s 803: learn: 0.4018834 test: 0.4245974 best: 0.4245883 (795) total: 1m 31s remaining: 2m 15s 804: learn: 0.4018820 test: 0.4246035 best: 0.4245883 (795) total: 1m 31s remaining: 2m 15s 805: learn: 0.4018815 test: 0.4246089 best: 0.4245883 (795) total: 1m 31s remaining: 2m 15s 806: learn: 0.4018803 test: 0.4246140 best: 0.4245883 (795) total: 1m 31s remaining: 2m 15s 807: learn: 0.4018800 test: 0.4246140 best: 0.4245883 (795) total: 1m 31s remaining: 2m 15s 808: learn: 0.4018800 test: 0.4246140 best: 0.4245883 (795) total: 1m 32s remaining: 2m 15s 809: learn: 0.4018790 test: 0.4246186 best: 0.4245883 (795) total: 1m 32s remaining: 2m 15s 810: learn: 0.4018779 test: 0.4246187 best: 0.4245883 (795) total: 1m 32s remaining: 2m 15s 811: learn: 0.4018735 test: 0.4246313 best: 0.4245883 (795) total: 1m 32s remaining: 2m 15s 812: learn: 0.4018727 test: 0.4246313 best: 0.4245883 (795) total: 1m 32s remaining: 2m 15s 813: learn: 0.4018727 test: 0.4246313 best: 0.4245883 (795) total: 1m 32s remaining: 2m 15s 814: learn: 0.4018723 test: 0.4246319 best: 0.4245883 (795) total: 1m 32s remaining: 2m 15s 815: learn: 0.4018714 test: 0.4246319 best: 0.4245883 (795) total: 1m 33s remaining: 2m 14s 816: learn: 0.4018714 test: 0.4246320 best: 0.4245883 (795) total: 1m 33s remaining: 2m 14s 817: learn: 0.4018714 test: 0.4246320 best: 0.4245883 (795) total: 1m 33s remaining: 2m 14s 818: learn: 0.4018705 test: 0.4246339 best: 0.4245883 (795) total: 1m 33s remaining: 2m 14s 819: learn: 0.4018698 test: 0.4246377 best: 0.4245883 (795) total: 1m 33s remaining: 2m 14s 820: learn: 0.4018698 test: 0.4246377 best: 0.4245883 (795) total: 1m 33s remaining: 2m 14s 821: learn: 0.4018696 test: 0.4246377 best: 0.4245883 (795) total: 1m 33s remaining: 2m 14s 822: learn: 0.4018695 test: 0.4246376 best: 0.4245883 (795) total: 1m 34s remaining: 2m 14s 823: learn: 0.4018693 test: 0.4246406 best: 0.4245883 (795) total: 1m 34s remaining: 2m 14s 824: learn: 0.4018693 test: 0.4246406 best: 0.4245883 (795) total: 1m 34s remaining: 2m 14s 825: learn: 0.4018655 test: 0.4246421 best: 0.4245883 (795) total: 1m 34s remaining: 2m 14s 826: learn: 0.4018654 test: 0.4246421 best: 0.4245883 (795) total: 1m 34s remaining: 2m 14s 827: learn: 0.4018650 test: 0.4246426 best: 0.4245883 (795) total: 1m 34s remaining: 2m 14s 828: learn: 0.4018649 test: 0.4246426 best: 0.4245883 (795) total: 1m 34s remaining: 2m 14s 829: learn: 0.4018642 test: 0.4246462 best: 0.4245883 (795) total: 1m 35s remaining: 2m 14s 830: learn: 0.4018641 test: 0.4246477 best: 0.4245883 (795) total: 1m 35s remaining: 2m 13s 831: learn: 0.4018640 test: 0.4246477 best: 0.4245883 (795) total: 1m 35s remaining: 2m 13s 832: learn: 0.4018640 test: 0.4246477 best: 0.4245883 (795) total: 1m 35s remaining: 2m 13s 833: learn: 0.4018640 test: 0.4246477 best: 0.4245883 (795) total: 1m 35s remaining: 2m 13s 834: learn: 0.4018639 test: 0.4246477 best: 0.4245883 (795) total: 1m 35s remaining: 2m 13s 835: learn: 0.4018398 test: 0.4246084 best: 0.4245883 (795) total: 1m 35s remaining: 2m 13s 836: learn: 0.4018397 test: 0.4246084 best: 0.4245883 (795) total: 1m 35s remaining: 2m 13s 837: learn: 0.4018397 test: 0.4246084 best: 0.4245883 (795) total: 1m 36s remaining: 2m 13s 838: learn: 0.4018396 test: 0.4246084 best: 0.4245883 (795) total: 1m 36s remaining: 2m 13s 839: learn: 0.4018396 test: 0.4246084 best: 0.4245883 (795) total: 1m 36s remaining: 2m 13s 840: learn: 0.4018325 test: 0.4246163 best: 0.4245883 (795) total: 1m 36s remaining: 2m 12s 841: learn: 0.4018304 test: 0.4246167 best: 0.4245883 (795) total: 1m 36s remaining: 2m 12s 842: learn: 0.4013622 test: 0.4243104 best: 0.4243104 (842) total: 1m 36s remaining: 2m 12s 843: learn: 0.4013617 test: 0.4243118 best: 0.4243104 (842) total: 1m 36s remaining: 2m 12s 844: learn: 0.4013615 test: 0.4243124 best: 0.4243104 (842) total: 1m 37s remaining: 2m 12s 845: learn: 0.4013610 test: 0.4243137 best: 0.4243104 (842) total: 1m 37s remaining: 2m 12s 846: learn: 0.4013532 test: 0.4243220 best: 0.4243104 (842) total: 1m 37s remaining: 2m 12s 847: learn: 0.4013531 test: 0.4243220 best: 0.4243104 (842) total: 1m 37s remaining: 2m 12s 848: learn: 0.4013531 test: 0.4243220 best: 0.4243104 (842) total: 1m 37s remaining: 2m 12s 849: learn: 0.4013359 test: 0.4243311 best: 0.4243104 (842) total: 1m 37s remaining: 2m 12s 850: learn: 0.4013359 test: 0.4243311 best: 0.4243104 (842) total: 1m 38s remaining: 2m 12s 851: learn: 0.4013358 test: 0.4243309 best: 0.4243104 (842) total: 1m 38s remaining: 2m 12s 852: learn: 0.4013288 test: 0.4243391 best: 0.4243104 (842) total: 1m 38s remaining: 2m 12s 853: learn: 0.4012963 test: 0.4243389 best: 0.4243104 (842) total: 1m 38s remaining: 2m 12s 854: learn: 0.4012963 test: 0.4243387 best: 0.4243104 (842) total: 1m 38s remaining: 2m 12s 855: learn: 0.4012963 test: 0.4243387 best: 0.4243104 (842) total: 1m 38s remaining: 2m 11s 856: learn: 0.4012962 test: 0.4243384 best: 0.4243104 (842) total: 1m 38s remaining: 2m 11s 857: learn: 0.4010571 test: 0.4241633 best: 0.4241633 (857) total: 1m 39s remaining: 2m 11s 858: learn: 0.4010571 test: 0.4241633 best: 0.4241633 (857) total: 1m 39s remaining: 2m 11s 859: learn: 0.4010482 test: 0.4241657 best: 0.4241633 (857) total: 1m 39s remaining: 2m 11s 860: learn: 0.4010482 test: 0.4241657 best: 0.4241633 (857) total: 1m 39s remaining: 2m 11s 861: learn: 0.4010482 test: 0.4241657 best: 0.4241633 (857) total: 1m 39s remaining: 2m 11s 862: learn: 0.4010481 test: 0.4241657 best: 0.4241633 (857) total: 1m 39s remaining: 2m 11s 863: learn: 0.4008462 test: 0.4241060 best: 0.4241060 (863) total: 1m 39s remaining: 2m 11s 864: learn: 0.4008462 test: 0.4241060 best: 0.4241060 (863) total: 1m 39s remaining: 2m 11s 865: learn: 0.4008462 test: 0.4241060 best: 0.4241060 (863) total: 1m 40s remaining: 2m 11s 866: learn: 0.4008461 test: 0.4241058 best: 0.4241058 (866) total: 1m 40s remaining: 2m 10s 867: learn: 0.4008461 test: 0.4241058 best: 0.4241058 (866) total: 1m 40s remaining: 2m 10s 868: learn: 0.4008460 test: 0.4241054 best: 0.4241054 (868) total: 1m 40s remaining: 2m 10s 869: learn: 0.4008458 test: 0.4241054 best: 0.4241054 (868) total: 1m 40s remaining: 2m 10s 870: learn: 0.4008412 test: 0.4241155 best: 0.4241054 (868) total: 1m 40s remaining: 2m 10s 871: learn: 0.4008412 test: 0.4241155 best: 0.4241054 (868) total: 1m 40s remaining: 2m 10s 872: learn: 0.4008412 test: 0.4241155 best: 0.4241054 (868) total: 1m 41s remaining: 2m 10s 873: learn: 0.4008380 test: 0.4241188 best: 0.4241054 (868) total: 1m 41s remaining: 2m 10s 874: learn: 0.4005854 test: 0.4238880 best: 0.4238880 (874) total: 1m 41s remaining: 2m 10s 875: learn: 0.4005854 test: 0.4238879 best: 0.4238879 (875) total: 1m 41s remaining: 2m 10s 876: learn: 0.4002119 test: 0.4235423 best: 0.4235423 (876) total: 1m 41s remaining: 2m 10s 877: learn: 0.4002118 test: 0.4235422 best: 0.4235422 (877) total: 1m 41s remaining: 2m 10s 878: learn: 0.4002118 test: 0.4235422 best: 0.4235422 (877) total: 1m 41s remaining: 2m 10s 879: learn: 0.4002007 test: 0.4235393 best: 0.4235393 (879) total: 1m 42s remaining: 2m 9s 880: learn: 0.4002007 test: 0.4235393 best: 0.4235393 (880) total: 1m 42s remaining: 2m 9s 881: learn: 0.4001926 test: 0.4235393 best: 0.4235393 (881) total: 1m 42s remaining: 2m 9s 882: learn: 0.4001926 test: 0.4235393 best: 0.4235393 (882) total: 1m 42s remaining: 2m 9s 883: learn: 0.4001926 test: 0.4235393 best: 0.4235393 (883) total: 1m 42s remaining: 2m 9s 884: learn: 0.4001857 test: 0.4235392 best: 0.4235392 (884) total: 1m 42s remaining: 2m 9s 885: learn: 0.4001856 test: 0.4235393 best: 0.4235392 (884) total: 1m 42s remaining: 2m 9s 886: learn: 0.4001257 test: 0.4235695 best: 0.4235392 (884) total: 1m 43s remaining: 2m 9s 887: learn: 0.4001256 test: 0.4235695 best: 0.4235392 (884) total: 1m 43s remaining: 2m 9s 888: learn: 0.3995135 test: 0.4233026 best: 0.4233026 (888) total: 1m 43s remaining: 2m 9s 889: learn: 0.3995135 test: 0.4233026 best: 0.4233026 (888) total: 1m 43s remaining: 2m 9s 890: learn: 0.3995133 test: 0.4233026 best: 0.4233026 (890) total: 1m 43s remaining: 2m 8s 891: learn: 0.3995133 test: 0.4233024 best: 0.4233024 (891) total: 1m 43s remaining: 2m 8s 892: learn: 0.3995132 test: 0.4233023 best: 0.4233023 (892) total: 1m 43s remaining: 2m 8s 893: learn: 0.3995131 test: 0.4233023 best: 0.4233023 (892) total: 1m 44s remaining: 2m 8s 894: learn: 0.3994980 test: 0.4232997 best: 0.4232997 (894) total: 1m 44s remaining: 2m 8s 895: learn: 0.3994980 test: 0.4232995 best: 0.4232995 (895) total: 1m 44s remaining: 2m 8s 896: learn: 0.3994960 test: 0.4232980 best: 0.4232980 (896) total: 1m 44s remaining: 2m 8s 897: learn: 0.3994959 test: 0.4232980 best: 0.4232980 (896) total: 1m 44s remaining: 2m 8s 898: learn: 0.3994941 test: 0.4232998 best: 0.4232980 (896) total: 1m 44s remaining: 2m 8s 899: learn: 0.3994941 test: 0.4232995 best: 0.4232980 (896) total: 1m 44s remaining: 2m 8s 900: learn: 0.3994940 test: 0.4232993 best: 0.4232980 (896) total: 1m 44s remaining: 2m 8s 901: learn: 0.3994939 test: 0.4232993 best: 0.4232980 (896) total: 1m 45s remaining: 2m 7s 902: learn: 0.3994937 test: 0.4232993 best: 0.4232980 (896) total: 1m 45s remaining: 2m 7s 903: learn: 0.3994935 test: 0.4233003 best: 0.4232980 (896) total: 1m 45s remaining: 2m 7s 904: learn: 0.3994935 test: 0.4233002 best: 0.4232980 (896) total: 1m 45s remaining: 2m 7s 905: learn: 0.3994909 test: 0.4233023 best: 0.4232980 (896) total: 1m 45s remaining: 2m 7s 906: learn: 0.3994908 test: 0.4233023 best: 0.4232980 (896) total: 1m 45s remaining: 2m 7s 907: learn: 0.3994908 test: 0.4233024 best: 0.4232980 (896) total: 1m 45s remaining: 2m 7s 908: learn: 0.3994908 test: 0.4233024 best: 0.4232980 (896) total: 1m 46s remaining: 2m 7s 909: learn: 0.3994908 test: 0.4233024 best: 0.4232980 (896) total: 1m 46s remaining: 2m 7s 910: learn: 0.3994907 test: 0.4233024 best: 0.4232980 (896) total: 1m 46s remaining: 2m 7s 911: learn: 0.3994907 test: 0.4233024 best: 0.4232980 (896) total: 1m 46s remaining: 2m 6s 912: learn: 0.3994906 test: 0.4233025 best: 0.4232980 (896) total: 1m 46s remaining: 2m 6s 913: learn: 0.3994640 test: 0.4232789 best: 0.4232789 (913) total: 1m 46s remaining: 2m 6s 914: learn: 0.3994582 test: 0.4232789 best: 0.4232789 (914) total: 1m 46s remaining: 2m 6s 915: learn: 0.3994581 test: 0.4232789 best: 0.4232789 (914) total: 1m 46s remaining: 2m 6s 916: learn: 0.3994580 test: 0.4232789 best: 0.4232789 (914) total: 1m 47s remaining: 2m 6s 917: learn: 0.3994579 test: 0.4232789 best: 0.4232789 (914) total: 1m 47s remaining: 2m 6s 918: learn: 0.3994579 test: 0.4232789 best: 0.4232789 (914) total: 1m 47s remaining: 2m 6s 919: learn: 0.3994578 test: 0.4232789 best: 0.4232789 (914) total: 1m 47s remaining: 2m 6s 920: learn: 0.3994529 test: 0.4232789 best: 0.4232789 (914) total: 1m 47s remaining: 2m 6s 921: learn: 0.3994299 test: 0.4232758 best: 0.4232758 (921) total: 1m 47s remaining: 2m 6s 922: learn: 0.3994299 test: 0.4232758 best: 0.4232758 (922) total: 1m 47s remaining: 2m 5s 923: learn: 0.3994298 test: 0.4232758 best: 0.4232758 (922) total: 1m 48s remaining: 2m 5s 924: learn: 0.3994298 test: 0.4232758 best: 0.4232758 (922) total: 1m 48s remaining: 2m 5s 925: learn: 0.3994297 test: 0.4232758 best: 0.4232758 (922) total: 1m 48s remaining: 2m 5s 926: learn: 0.3994297 test: 0.4232756 best: 0.4232756 (926) total: 1m 48s remaining: 2m 5s 927: learn: 0.3994297 test: 0.4232754 best: 0.4232754 (927) total: 1m 48s remaining: 2m 5s 928: learn: 0.3994296 test: 0.4232754 best: 0.4232754 (927) total: 1m 48s remaining: 2m 5s 929: learn: 0.3994287 test: 0.4232740 best: 0.4232740 (929) total: 1m 48s remaining: 2m 5s 930: learn: 0.3994277 test: 0.4232747 best: 0.4232740 (929) total: 1m 48s remaining: 2m 5s 931: learn: 0.3994276 test: 0.4232747 best: 0.4232740 (929) total: 1m 49s remaining: 2m 4s 932: learn: 0.3994276 test: 0.4232747 best: 0.4232740 (929) total: 1m 49s remaining: 2m 4s 933: learn: 0.3994275 test: 0.4232747 best: 0.4232740 (929) total: 1m 49s remaining: 2m 4s 934: learn: 0.3994275 test: 0.4232745 best: 0.4232740 (929) total: 1m 49s remaining: 2m 4s 935: learn: 0.3994274 test: 0.4232745 best: 0.4232740 (929) total: 1m 49s remaining: 2m 4s 936: learn: 0.3994234 test: 0.4232745 best: 0.4232740 (929) total: 1m 49s remaining: 2m 4s 937: learn: 0.3994233 test: 0.4232745 best: 0.4232740 (929) total: 1m 49s remaining: 2m 4s 938: learn: 0.3994233 test: 0.4232743 best: 0.4232740 (929) total: 1m 50s remaining: 2m 4s 939: learn: 0.3994233 test: 0.4232744 best: 0.4232740 (929) total: 1m 50s remaining: 2m 4s 940: learn: 0.3994232 test: 0.4232742 best: 0.4232740 (929) total: 1m 50s remaining: 2m 4s 941: learn: 0.3994232 test: 0.4232742 best: 0.4232740 (929) total: 1m 50s remaining: 2m 4s 942: learn: 0.3994232 test: 0.4232741 best: 0.4232740 (929) total: 1m 50s remaining: 2m 3s 943: learn: 0.3994232 test: 0.4232739 best: 0.4232739 (943) total: 1m 50s remaining: 2m 3s 944: learn: 0.3994231 test: 0.4232738 best: 0.4232738 (944) total: 1m 50s remaining: 2m 3s 945: learn: 0.3994231 test: 0.4232738 best: 0.4232738 (944) total: 1m 50s remaining: 2m 3s 946: learn: 0.3994231 test: 0.4232738 best: 0.4232738 (944) total: 1m 51s remaining: 2m 3s 947: learn: 0.3994231 test: 0.4232738 best: 0.4232738 (944) total: 1m 51s remaining: 2m 3s 948: learn: 0.3994231 test: 0.4232737 best: 0.4232737 (948) total: 1m 51s remaining: 2m 3s 949: learn: 0.3994231 test: 0.4232737 best: 0.4232737 (948) total: 1m 51s remaining: 2m 3s 950: learn: 0.3994231 test: 0.4232736 best: 0.4232736 (950) total: 1m 51s remaining: 2m 3s 951: learn: 0.3994231 test: 0.4232735 best: 0.4232735 (951) total: 1m 51s remaining: 2m 3s 952: learn: 0.3994231 test: 0.4232735 best: 0.4232735 (952) total: 1m 52s remaining: 2m 3s 953: learn: 0.3994231 test: 0.4232735 best: 0.4232735 (952) total: 1m 52s remaining: 2m 2s 954: learn: 0.3994230 test: 0.4232735 best: 0.4232735 (952) total: 1m 52s remaining: 2m 2s 955: learn: 0.3994230 test: 0.4232729 best: 0.4232729 (955) total: 1m 52s remaining: 2m 2s 956: learn: 0.3994230 test: 0.4232722 best: 0.4232722 (956) total: 1m 52s remaining: 2m 2s 957: learn: 0.3994230 test: 0.4232722 best: 0.4232722 (956) total: 1m 52s remaining: 2m 2s 958: learn: 0.3994230 test: 0.4232722 best: 0.4232722 (958) total: 1m 52s remaining: 2m 2s 959: learn: 0.3994230 test: 0.4232722 best: 0.4232722 (959) total: 1m 52s remaining: 2m 2s 960: learn: 0.3994230 test: 0.4232721 best: 0.4232721 (960) total: 1m 53s remaining: 2m 2s 961: learn: 0.3994229 test: 0.4232722 best: 0.4232721 (960) total: 1m 53s remaining: 2m 2s 962: learn: 0.3994229 test: 0.4232721 best: 0.4232721 (960) total: 1m 53s remaining: 2m 2s 963: learn: 0.3994229 test: 0.4232721 best: 0.4232721 (960) total: 1m 53s remaining: 2m 1s 964: learn: 0.3994229 test: 0.4232721 best: 0.4232721 (964) total: 1m 53s remaining: 2m 1s 965: learn: 0.3994229 test: 0.4232721 best: 0.4232721 (964) total: 1m 53s remaining: 2m 1s 966: learn: 0.3994229 test: 0.4232715 best: 0.4232715 (966) total: 1m 53s remaining: 2m 1s 967: learn: 0.3994225 test: 0.4232775 best: 0.4232715 (966) total: 1m 54s remaining: 2m 1s 968: learn: 0.3994225 test: 0.4232776 best: 0.4232715 (966) total: 1m 54s remaining: 2m 1s 969: learn: 0.3994215 test: 0.4232765 best: 0.4232715 (966) total: 1m 54s remaining: 2m 1s 970: learn: 0.3994214 test: 0.4232765 best: 0.4232715 (966) total: 1m 54s remaining: 2m 1s 971: learn: 0.3994214 test: 0.4232759 best: 0.4232715 (966) total: 1m 54s remaining: 2m 1s 972: learn: 0.3994214 test: 0.4232759 best: 0.4232715 (966) total: 1m 54s remaining: 2m 1s 973: learn: 0.3994214 test: 0.4232760 best: 0.4232715 (966) total: 1m 54s remaining: 2m 1s 974: learn: 0.3994213 test: 0.4232761 best: 0.4232715 (966) total: 1m 55s remaining: 2m 975: learn: 0.3994213 test: 0.4232761 best: 0.4232715 (966) total: 1m 55s remaining: 2m 976: learn: 0.3994213 test: 0.4232761 best: 0.4232715 (966) total: 1m 55s remaining: 2m 977: learn: 0.3994213 test: 0.4232761 best: 0.4232715 (966) total: 1m 55s remaining: 2m 978: learn: 0.3994213 test: 0.4232762 best: 0.4232715 (966) total: 1m 55s remaining: 2m 979: learn: 0.3994213 test: 0.4232762 best: 0.4232715 (966) total: 1m 55s remaining: 2m 980: learn: 0.3994213 test: 0.4232762 best: 0.4232715 (966) total: 1m 55s remaining: 2m 981: learn: 0.3994213 test: 0.4232762 best: 0.4232715 (966) total: 1m 55s remaining: 2m 982: learn: 0.3994213 test: 0.4232762 best: 0.4232715 (966) total: 1m 55s remaining: 1m 59s 983: learn: 0.3994213 test: 0.4232762 best: 0.4232715 (966) total: 1m 55s remaining: 1m 59s 984: learn: 0.3994213 test: 0.4232762 best: 0.4232715 (966) total: 1m 56s remaining: 1m 59s 985: learn: 0.3994213 test: 0.4232762 best: 0.4232715 (966) total: 1m 56s remaining: 1m 59s 986: learn: 0.3994213 test: 0.4232762 best: 0.4232715 (966) total: 1m 56s remaining: 1m 59s 987: learn: 0.3994213 test: 0.4232763 best: 0.4232715 (966) total: 1m 56s remaining: 1m 59s 988: learn: 0.3994213 test: 0.4232763 best: 0.4232715 (966) total: 1m 56s remaining: 1m 58s 989: learn: 0.3994212 test: 0.4232764 best: 0.4232715 (966) total: 1m 56s remaining: 1m 58s 990: learn: 0.3994212 test: 0.4232764 best: 0.4232715 (966) total: 1m 56s remaining: 1m 58s 991: learn: 0.3994212 test: 0.4232764 best: 0.4232715 (966) total: 1m 56s remaining: 1m 58s 992: learn: 0.3994212 test: 0.4232764 best: 0.4232715 (966) total: 1m 56s remaining: 1m 58s 993: learn: 0.3994212 test: 0.4232764 best: 0.4232715 (966) total: 1m 56s remaining: 1m 58s 994: learn: 0.3994212 test: 0.4232764 best: 0.4232715 (966) total: 1m 57s remaining: 1m 58s 995: learn: 0.3994212 test: 0.4232754 best: 0.4232715 (966) total: 1m 57s remaining: 1m 58s 996: learn: 0.3994212 test: 0.4232754 best: 0.4232715 (966) total: 1m 57s remaining: 1m 57s 997: learn: 0.3994212 test: 0.4232755 best: 0.4232715 (966) total: 1m 57s remaining: 1m 57s 998: learn: 0.3994212 test: 0.4232755 best: 0.4232715 (966) total: 1m 57s remaining: 1m 57s 999: learn: 0.3994212 test: 0.4232755 best: 0.4232715 (966) total: 1m 57s remaining: 1m 57s 1000: learn: 0.3994177 test: 0.4232821 best: 0.4232715 (966) total: 1m 57s remaining: 1m 57s 1001: learn: 0.3994177 test: 0.4232815 best: 0.4232715 (966) total: 1m 57s remaining: 1m 57s 1002: learn: 0.3994177 test: 0.4232806 best: 0.4232715 (966) total: 1m 58s remaining: 1m 57s 1003: learn: 0.3994176 test: 0.4232797 best: 0.4232715 (966) total: 1m 58s remaining: 1m 57s 1004: learn: 0.3994176 test: 0.4232797 best: 0.4232715 (966) total: 1m 58s remaining: 1m 57s 1005: learn: 0.3994176 test: 0.4232797 best: 0.4232715 (966) total: 1m 58s remaining: 1m 57s 1006: learn: 0.3994176 test: 0.4232798 best: 0.4232715 (966) total: 1m 58s remaining: 1m 57s 1007: learn: 0.3994176 test: 0.4232799 best: 0.4232715 (966) total: 1m 58s remaining: 1m 56s 1008: learn: 0.3994176 test: 0.4232796 best: 0.4232715 (966) total: 1m 59s remaining: 1m 56s 1009: learn: 0.3994176 test: 0.4232796 best: 0.4232715 (966) total: 1m 59s remaining: 1m 56s 1010: learn: 0.3994176 test: 0.4232797 best: 0.4232715 (966) total: 1m 59s remaining: 1m 56s 1011: learn: 0.3994174 test: 0.4232797 best: 0.4232715 (966) total: 1m 59s remaining: 1m 56s 1012: learn: 0.3994174 test: 0.4232797 best: 0.4232715 (966) total: 1m 59s remaining: 1m 56s 1013: learn: 0.3994174 test: 0.4232797 best: 0.4232715 (966) total: 1m 59s remaining: 1m 56s 1014: learn: 0.3994174 test: 0.4232794 best: 0.4232715 (966) total: 1m 59s remaining: 1m 56s 1015: learn: 0.3994173 test: 0.4232794 best: 0.4232715 (966) total: 1m 59s remaining: 1m 56s 1016: learn: 0.3994172 test: 0.4232794 best: 0.4232715 (966) total: 1m 59s remaining: 1m 55s 1017: learn: 0.3994172 test: 0.4232796 best: 0.4232715 (966) total: 2m remaining: 1m 55s 1018: learn: 0.3994172 test: 0.4232796 best: 0.4232715 (966) total: 2m remaining: 1m 55s 1019: learn: 0.3994172 test: 0.4232796 best: 0.4232715 (966) total: 2m remaining: 1m 55s 1020: learn: 0.3994172 test: 0.4232796 best: 0.4232715 (966) total: 2m remaining: 1m 55s 1021: learn: 0.3994172 test: 0.4232796 best: 0.4232715 (966) total: 2m remaining: 1m 55s 1022: learn: 0.3994172 test: 0.4232796 best: 0.4232715 (966) total: 2m remaining: 1m 55s 1023: learn: 0.3994172 test: 0.4232796 best: 0.4232715 (966) total: 2m remaining: 1m 54s 1024: learn: 0.3994172 test: 0.4232798 best: 0.4232715 (966) total: 2m remaining: 1m 54s 1025: learn: 0.3994172 test: 0.4232798 best: 0.4232715 (966) total: 2m remaining: 1m 54s 1026: learn: 0.3994167 test: 0.4232798 best: 0.4232715 (966) total: 2m 1s remaining: 1m 54s 1027: learn: 0.3994166 test: 0.4232798 best: 0.4232715 (966) total: 2m 1s remaining: 1m 54s 1028: learn: 0.3994144 test: 0.4232837 best: 0.4232715 (966) total: 2m 1s remaining: 1m 54s 1029: learn: 0.3994143 test: 0.4232837 best: 0.4232715 (966) total: 2m 1s remaining: 1m 54s 1030: learn: 0.3994143 test: 0.4232837 best: 0.4232715 (966) total: 2m 1s remaining: 1m 54s 1031: learn: 0.3994138 test: 0.4232837 best: 0.4232715 (966) total: 2m 1s remaining: 1m 54s 1032: learn: 0.3994106 test: 0.4232969 best: 0.4232715 (966) total: 2m 1s remaining: 1m 54s 1033: learn: 0.3994106 test: 0.4232969 best: 0.4232715 (966) total: 2m 1s remaining: 1m 53s 1034: learn: 0.3994106 test: 0.4232970 best: 0.4232715 (966) total: 2m 2s remaining: 1m 53s 1035: learn: 0.3994106 test: 0.4232970 best: 0.4232715 (966) total: 2m 2s remaining: 1m 53s 1036: learn: 0.3994106 test: 0.4232970 best: 0.4232715 (966) total: 2m 2s remaining: 1m 53s 1037: learn: 0.3994064 test: 0.4232970 best: 0.4232715 (966) total: 2m 2s remaining: 1m 53s 1038: learn: 0.3994027 test: 0.4232970 best: 0.4232715 (966) total: 2m 2s remaining: 1m 53s 1039: learn: 0.3994027 test: 0.4232970 best: 0.4232715 (966) total: 2m 2s remaining: 1m 53s 1040: learn: 0.3994026 test: 0.4232963 best: 0.4232715 (966) total: 2m 2s remaining: 1m 53s 1041: learn: 0.3994026 test: 0.4232963 best: 0.4232715 (966) total: 2m 3s remaining: 1m 53s 1042: learn: 0.3994021 test: 0.4232963 best: 0.4232715 (966) total: 2m 3s remaining: 1m 53s 1043: learn: 0.3994021 test: 0.4232963 best: 0.4232715 (966) total: 2m 3s remaining: 1m 53s 1044: learn: 0.3994021 test: 0.4232964 best: 0.4232715 (966) total: 2m 3s remaining: 1m 52s 1045: learn: 0.3994021 test: 0.4232964 best: 0.4232715 (966) total: 2m 3s remaining: 1m 52s 1046: learn: 0.3994021 test: 0.4232964 best: 0.4232715 (966) total: 2m 3s remaining: 1m 52s 1047: learn: 0.3994021 test: 0.4232964 best: 0.4232715 (966) total: 2m 3s remaining: 1m 52s 1048: learn: 0.3994021 test: 0.4232966 best: 0.4232715 (966) total: 2m 3s remaining: 1m 52s 1049: learn: 0.3994021 test: 0.4232965 best: 0.4232715 (966) total: 2m 4s remaining: 1m 52s 1050: learn: 0.3994021 test: 0.4232966 best: 0.4232715 (966) total: 2m 4s remaining: 1m 52s 1051: learn: 0.3994021 test: 0.4232966 best: 0.4232715 (966) total: 2m 4s remaining: 1m 51s 1052: learn: 0.3994021 test: 0.4232967 best: 0.4232715 (966) total: 2m 4s remaining: 1m 51s 1053: learn: 0.3994021 test: 0.4232968 best: 0.4232715 (966) total: 2m 4s remaining: 1m 51s 1054: learn: 0.3994021 test: 0.4232968 best: 0.4232715 (966) total: 2m 4s remaining: 1m 51s 1055: learn: 0.3994021 test: 0.4232968 best: 0.4232715 (966) total: 2m 4s remaining: 1m 51s 1056: learn: 0.3994021 test: 0.4232969 best: 0.4232715 (966) total: 2m 4s remaining: 1m 51s 1057: learn: 0.3994021 test: 0.4232970 best: 0.4232715 (966) total: 2m 5s remaining: 1m 51s 1058: learn: 0.3994021 test: 0.4232966 best: 0.4232715 (966) total: 2m 5s remaining: 1m 51s 1059: learn: 0.3994021 test: 0.4232968 best: 0.4232715 (966) total: 2m 5s remaining: 1m 51s 1060: learn: 0.3994021 test: 0.4232968 best: 0.4232715 (966) total: 2m 5s remaining: 1m 51s 1061: learn: 0.3994021 test: 0.4232968 best: 0.4232715 (966) total: 2m 5s remaining: 1m 50s 1062: learn: 0.3994021 test: 0.4232968 best: 0.4232715 (966) total: 2m 5s remaining: 1m 50s 1063: learn: 0.3994021 test: 0.4232968 best: 0.4232715 (966) total: 2m 5s remaining: 1m 50s 1064: learn: 0.3994020 test: 0.4232965 best: 0.4232715 (966) total: 2m 5s remaining: 1m 50s 1065: learn: 0.3994020 test: 0.4232963 best: 0.4232715 (966) total: 2m 6s remaining: 1m 50s 1066: learn: 0.3994020 test: 0.4232963 best: 0.4232715 (966) total: 2m 6s remaining: 1m 50s 1067: learn: 0.3994020 test: 0.4232963 best: 0.4232715 (966) total: 2m 6s remaining: 1m 50s 1068: learn: 0.3994020 test: 0.4232963 best: 0.4232715 (966) total: 2m 6s remaining: 1m 50s 1069: learn: 0.3994020 test: 0.4232963 best: 0.4232715 (966) total: 2m 6s remaining: 1m 49s 1070: learn: 0.3994020 test: 0.4232963 best: 0.4232715 (966) total: 2m 6s remaining: 1m 49s 1071: learn: 0.3993689 test: 0.4232829 best: 0.4232715 (966) total: 2m 6s remaining: 1m 49s 1072: learn: 0.3993678 test: 0.4232850 best: 0.4232715 (966) total: 2m 6s remaining: 1m 49s 1073: learn: 0.3993678 test: 0.4232850 best: 0.4232715 (966) total: 2m 7s remaining: 1m 49s 1074: learn: 0.3993678 test: 0.4232850 best: 0.4232715 (966) total: 2m 7s remaining: 1m 49s 1075: learn: 0.3993678 test: 0.4232850 best: 0.4232715 (966) total: 2m 7s remaining: 1m 49s 1076: learn: 0.3993678 test: 0.4232846 best: 0.4232715 (966) total: 2m 7s remaining: 1m 49s 1077: learn: 0.3993678 test: 0.4232846 best: 0.4232715 (966) total: 2m 7s remaining: 1m 49s 1078: learn: 0.3993678 test: 0.4232846 best: 0.4232715 (966) total: 2m 7s remaining: 1m 49s 1079: learn: 0.3993678 test: 0.4232847 best: 0.4232715 (966) total: 2m 8s remaining: 1m 49s 1080: learn: 0.3993678 test: 0.4232847 best: 0.4232715 (966) total: 2m 8s remaining: 1m 48s 1081: learn: 0.3993673 test: 0.4232859 best: 0.4232715 (966) total: 2m 8s remaining: 1m 48s 1082: learn: 0.3993673 test: 0.4232857 best: 0.4232715 (966) total: 2m 8s remaining: 1m 48s 1083: learn: 0.3993673 test: 0.4232857 best: 0.4232715 (966) total: 2m 8s remaining: 1m 48s 1084: learn: 0.3993673 test: 0.4232857 best: 0.4232715 (966) total: 2m 8s remaining: 1m 48s 1085: learn: 0.3993673 test: 0.4232857 best: 0.4232715 (966) total: 2m 8s remaining: 1m 48s 1086: learn: 0.3993673 test: 0.4232857 best: 0.4232715 (966) total: 2m 8s remaining: 1m 48s 1087: learn: 0.3993641 test: 0.4232857 best: 0.4232715 (966) total: 2m 9s remaining: 1m 48s 1088: learn: 0.3993641 test: 0.4232854 best: 0.4232715 (966) total: 2m 9s remaining: 1m 48s 1089: learn: 0.3993641 test: 0.4232851 best: 0.4232715 (966) total: 2m 9s remaining: 1m 48s 1090: learn: 0.3993641 test: 0.4232848 best: 0.4232715 (966) total: 2m 9s remaining: 1m 47s 1091: learn: 0.3993641 test: 0.4232846 best: 0.4232715 (966) total: 2m 9s remaining: 1m 47s 1092: learn: 0.3993641 test: 0.4232845 best: 0.4232715 (966) total: 2m 9s remaining: 1m 47s 1093: learn: 0.3993641 test: 0.4232845 best: 0.4232715 (966) total: 2m 9s remaining: 1m 47s 1094: learn: 0.3993641 test: 0.4232843 best: 0.4232715 (966) total: 2m 9s remaining: 1m 47s 1095: learn: 0.3993641 test: 0.4232841 best: 0.4232715 (966) total: 2m 10s remaining: 1m 47s 1096: learn: 0.3993641 test: 0.4232841 best: 0.4232715 (966) total: 2m 10s remaining: 1m 47s 1097: learn: 0.3993639 test: 0.4232886 best: 0.4232715 (966) total: 2m 10s remaining: 1m 47s 1098: learn: 0.3993639 test: 0.4232885 best: 0.4232715 (966) total: 2m 10s remaining: 1m 46s 1099: learn: 0.3993639 test: 0.4232885 best: 0.4232715 (966) total: 2m 10s remaining: 1m 46s 1100: learn: 0.3993639 test: 0.4232885 best: 0.4232715 (966) total: 2m 10s remaining: 1m 46s 1101: learn: 0.3993639 test: 0.4232883 best: 0.4232715 (966) total: 2m 10s remaining: 1m 46s 1102: learn: 0.3993639 test: 0.4232883 best: 0.4232715 (966) total: 2m 10s remaining: 1m 46s 1103: learn: 0.3993639 test: 0.4232882 best: 0.4232715 (966) total: 2m 11s remaining: 1m 46s 1104: learn: 0.3993639 test: 0.4232880 best: 0.4232715 (966) total: 2m 11s remaining: 1m 46s 1105: learn: 0.3993634 test: 0.4232900 best: 0.4232715 (966) total: 2m 11s remaining: 1m 46s 1106: learn: 0.3993634 test: 0.4232900 best: 0.4232715 (966) total: 2m 11s remaining: 1m 46s 1107: learn: 0.3993632 test: 0.4232901 best: 0.4232715 (966) total: 2m 11s remaining: 1m 45s 1108: learn: 0.3993632 test: 0.4232901 best: 0.4232715 (966) total: 2m 11s remaining: 1m 45s 1109: learn: 0.3993632 test: 0.4232901 best: 0.4232715 (966) total: 2m 11s remaining: 1m 45s 1110: learn: 0.3993604 test: 0.4232900 best: 0.4232715 (966) total: 2m 12s remaining: 1m 45s 1111: learn: 0.3993604 test: 0.4232900 best: 0.4232715 (966) total: 2m 12s remaining: 1m 45s 1112: learn: 0.3993604 test: 0.4232900 best: 0.4232715 (966) total: 2m 12s remaining: 1m 45s 1113: learn: 0.3993604 test: 0.4232900 best: 0.4232715 (966) total: 2m 12s remaining: 1m 45s 1114: learn: 0.3993604 test: 0.4232900 best: 0.4232715 (966) total: 2m 12s remaining: 1m 45s 1115: learn: 0.3993604 test: 0.4232900 best: 0.4232715 (966) total: 2m 12s remaining: 1m 45s 1116: learn: 0.3993604 test: 0.4232900 best: 0.4232715 (966) total: 2m 12s remaining: 1m 44s 1117: learn: 0.3993604 test: 0.4232900 best: 0.4232715 (966) total: 2m 12s remaining: 1m 44s 1118: learn: 0.3993604 test: 0.4232900 best: 0.4232715 (966) total: 2m 13s remaining: 1m 44s 1119: learn: 0.3993604 test: 0.4232900 best: 0.4232715 (966) total: 2m 13s remaining: 1m 44s 1120: learn: 0.3993604 test: 0.4232900 best: 0.4232715 (966) total: 2m 13s remaining: 1m 44s 1121: learn: 0.3993602 test: 0.4232939 best: 0.4232715 (966) total: 2m 13s remaining: 1m 44s 1122: learn: 0.3993602 test: 0.4232939 best: 0.4232715 (966) total: 2m 13s remaining: 1m 44s 1123: learn: 0.3993602 test: 0.4232937 best: 0.4232715 (966) total: 2m 13s remaining: 1m 44s 1124: learn: 0.3993600 test: 0.4232973 best: 0.4232715 (966) total: 2m 13s remaining: 1m 44s 1125: learn: 0.3993600 test: 0.4232973 best: 0.4232715 (966) total: 2m 13s remaining: 1m 43s 1126: learn: 0.3993599 test: 0.4232973 best: 0.4232715 (966) total: 2m 14s remaining: 1m 43s 1127: learn: 0.3993599 test: 0.4232970 best: 0.4232715 (966) total: 2m 14s remaining: 1m 43s 1128: learn: 0.3993598 test: 0.4233007 best: 0.4232715 (966) total: 2m 14s remaining: 1m 43s 1129: learn: 0.3993598 test: 0.4233007 best: 0.4232715 (966) total: 2m 14s remaining: 1m 43s 1130: learn: 0.3993598 test: 0.4233007 best: 0.4232715 (966) total: 2m 14s remaining: 1m 43s 1131: learn: 0.3993597 test: 0.4233007 best: 0.4232715 (966) total: 2m 14s remaining: 1m 43s 1132: learn: 0.3993597 test: 0.4233005 best: 0.4232715 (966) total: 2m 14s remaining: 1m 43s 1133: learn: 0.3993597 test: 0.4233006 best: 0.4232715 (966) total: 2m 15s remaining: 1m 43s 1134: learn: 0.3993596 test: 0.4233024 best: 0.4232715 (966) total: 2m 15s remaining: 1m 43s 1135: learn: 0.3993595 test: 0.4233042 best: 0.4232715 (966) total: 2m 15s remaining: 1m 42s 1136: learn: 0.3993595 test: 0.4233042 best: 0.4232715 (966) total: 2m 15s remaining: 1m 42s 1137: learn: 0.3993594 test: 0.4233077 best: 0.4232715 (966) total: 2m 15s remaining: 1m 42s 1138: learn: 0.3993594 test: 0.4233077 best: 0.4232715 (966) total: 2m 15s remaining: 1m 42s 1139: learn: 0.3993594 test: 0.4233077 best: 0.4232715 (966) total: 2m 15s remaining: 1m 42s 1140: learn: 0.3993594 test: 0.4233077 best: 0.4232715 (966) total: 2m 16s remaining: 1m 42s 1141: learn: 0.3993593 test: 0.4233109 best: 0.4232715 (966) total: 2m 16s remaining: 1m 42s 1142: learn: 0.3993593 test: 0.4233105 best: 0.4232715 (966) total: 2m 16s remaining: 1m 42s 1143: learn: 0.3993445 test: 0.4233237 best: 0.4232715 (966) total: 2m 16s remaining: 1m 42s 1144: learn: 0.3993445 test: 0.4233237 best: 0.4232715 (966) total: 2m 16s remaining: 1m 41s 1145: learn: 0.3993423 test: 0.4233237 best: 0.4232715 (966) total: 2m 16s remaining: 1m 41s 1146: learn: 0.3990469 test: 0.4231307 best: 0.4231307 (1146) total: 2m 16s remaining: 1m 41s 1147: learn: 0.3990469 test: 0.4231307 best: 0.4231307 (1146) total: 2m 16s remaining: 1m 41s 1148: learn: 0.3990467 test: 0.4231308 best: 0.4231307 (1146) total: 2m 17s remaining: 1m 41s 1149: learn: 0.3990467 test: 0.4231306 best: 0.4231306 (1149) total: 2m 17s remaining: 1m 41s 1150: learn: 0.3990467 test: 0.4231306 best: 0.4231306 (1150) total: 2m 17s remaining: 1m 41s 1151: learn: 0.3990467 test: 0.4231306 best: 0.4231306 (1151) total: 2m 17s remaining: 1m 41s 1152: learn: 0.3990464 test: 0.4231316 best: 0.4231306 (1151) total: 2m 17s remaining: 1m 41s 1153: learn: 0.3990464 test: 0.4231316 best: 0.4231306 (1151) total: 2m 17s remaining: 1m 41s 1154: learn: 0.3990464 test: 0.4231316 best: 0.4231306 (1151) total: 2m 18s remaining: 1m 40s 1155: learn: 0.3990464 test: 0.4231316 best: 0.4231306 (1151) total: 2m 18s remaining: 1m 40s 1156: learn: 0.3990464 test: 0.4231316 best: 0.4231306 (1151) total: 2m 18s remaining: 1m 40s 1157: learn: 0.3990464 test: 0.4231316 best: 0.4231306 (1151) total: 2m 18s remaining: 1m 40s 1158: learn: 0.3990463 test: 0.4231344 best: 0.4231306 (1151) total: 2m 18s remaining: 1m 40s 1159: learn: 0.3990463 test: 0.4231344 best: 0.4231306 (1151) total: 2m 18s remaining: 1m 40s 1160: learn: 0.3990463 test: 0.4231344 best: 0.4231306 (1151) total: 2m 18s remaining: 1m 40s 1161: learn: 0.3990462 test: 0.4231344 best: 0.4231306 (1151) total: 2m 18s remaining: 1m 40s 1162: learn: 0.3990462 test: 0.4231344 best: 0.4231306 (1151) total: 2m 18s remaining: 1m 40s 1163: learn: 0.3990462 test: 0.4231344 best: 0.4231306 (1151) total: 2m 19s remaining: 1m 39s 1164: learn: 0.3990461 test: 0.4231350 best: 0.4231306 (1151) total: 2m 19s remaining: 1m 39s 1165: learn: 0.3990461 test: 0.4231350 best: 0.4231306 (1151) total: 2m 19s remaining: 1m 39s 1166: learn: 0.3990461 test: 0.4231350 best: 0.4231306 (1151) total: 2m 19s remaining: 1m 39s 1167: learn: 0.3990461 test: 0.4231350 best: 0.4231306 (1151) total: 2m 19s remaining: 1m 39s 1168: learn: 0.3990460 test: 0.4231350 best: 0.4231306 (1151) total: 2m 19s remaining: 1m 39s 1169: learn: 0.3990458 test: 0.4231352 best: 0.4231306 (1151) total: 2m 19s remaining: 1m 39s 1170: learn: 0.3990458 test: 0.4231352 best: 0.4231306 (1151) total: 2m 19s remaining: 1m 39s 1171: learn: 0.3990458 test: 0.4231352 best: 0.4231306 (1151) total: 2m 20s remaining: 1m 39s 1172: learn: 0.3990458 test: 0.4231352 best: 0.4231306 (1151) total: 2m 20s remaining: 1m 38s 1173: learn: 0.3990458 test: 0.4231352 best: 0.4231306 (1151) total: 2m 20s remaining: 1m 38s 1174: learn: 0.3990458 test: 0.4231345 best: 0.4231306 (1151) total: 2m 20s remaining: 1m 38s 1175: learn: 0.3990458 test: 0.4231345 best: 0.4231306 (1151) total: 2m 20s remaining: 1m 38s 1176: learn: 0.3990458 test: 0.4231346 best: 0.4231306 (1151) total: 2m 20s remaining: 1m 38s 1177: learn: 0.3990458 test: 0.4231346 best: 0.4231306 (1151) total: 2m 20s remaining: 1m 38s 1178: learn: 0.3990458 test: 0.4231346 best: 0.4231306 (1151) total: 2m 21s remaining: 1m 38s 1179: learn: 0.3990418 test: 0.4231390 best: 0.4231306 (1151) total: 2m 21s remaining: 1m 38s 1180: learn: 0.3990418 test: 0.4231390 best: 0.4231306 (1151) total: 2m 21s remaining: 1m 37s 1181: learn: 0.3990411 test: 0.4231410 best: 0.4231306 (1151) total: 2m 21s remaining: 1m 37s 1182: learn: 0.3990411 test: 0.4231410 best: 0.4231306 (1151) total: 2m 21s remaining: 1m 37s 1183: learn: 0.3990411 test: 0.4231410 best: 0.4231306 (1151) total: 2m 21s remaining: 1m 37s 1184: learn: 0.3990411 test: 0.4231410 best: 0.4231306 (1151) total: 2m 21s remaining: 1m 37s 1185: learn: 0.3990411 test: 0.4231410 best: 0.4231306 (1151) total: 2m 21s remaining: 1m 37s 1186: learn: 0.3990411 test: 0.4231410 best: 0.4231306 (1151) total: 2m 22s remaining: 1m 37s 1187: learn: 0.3990410 test: 0.4231404 best: 0.4231306 (1151) total: 2m 22s remaining: 1m 37s 1188: learn: 0.3990410 test: 0.4231404 best: 0.4231306 (1151) total: 2m 22s remaining: 1m 37s 1189: learn: 0.3990410 test: 0.4231404 best: 0.4231306 (1151) total: 2m 22s remaining: 1m 36s 1190: learn: 0.3990410 test: 0.4231404 best: 0.4231306 (1151) total: 2m 22s remaining: 1m 36s 1191: learn: 0.3990409 test: 0.4231433 best: 0.4231306 (1151) total: 2m 22s remaining: 1m 36s 1192: learn: 0.3990409 test: 0.4231433 best: 0.4231306 (1151) total: 2m 22s remaining: 1m 36s 1193: learn: 0.3990409 test: 0.4231433 best: 0.4231306 (1151) total: 2m 22s remaining: 1m 36s 1194: learn: 0.3990409 test: 0.4231433 best: 0.4231306 (1151) total: 2m 23s remaining: 1m 36s 1195: learn: 0.3990409 test: 0.4231433 best: 0.4231306 (1151) total: 2m 23s remaining: 1m 36s 1196: learn: 0.3990409 test: 0.4231433 best: 0.4231306 (1151) total: 2m 23s remaining: 1m 36s 1197: learn: 0.3990408 test: 0.4231433 best: 0.4231306 (1151) total: 2m 23s remaining: 1m 36s 1198: learn: 0.3990408 test: 0.4231427 best: 0.4231306 (1151) total: 2m 23s remaining: 1m 36s 1199: learn: 0.3990408 test: 0.4231427 best: 0.4231306 (1151) total: 2m 23s remaining: 1m 35s 1200: learn: 0.3990408 test: 0.4231427 best: 0.4231306 (1151) total: 2m 23s remaining: 1m 35s 1201: learn: 0.3990408 test: 0.4231427 best: 0.4231306 (1151) total: 2m 23s remaining: 1m 35s 1202: learn: 0.3990408 test: 0.4231427 best: 0.4231306 (1151) total: 2m 24s remaining: 1m 35s 1203: learn: 0.3990408 test: 0.4231427 best: 0.4231306 (1151) total: 2m 24s remaining: 1m 35s 1204: learn: 0.3990408 test: 0.4231428 best: 0.4231306 (1151) total: 2m 24s remaining: 1m 35s 1205: learn: 0.3990408 test: 0.4231428 best: 0.4231306 (1151) total: 2m 24s remaining: 1m 35s 1206: learn: 0.3990408 test: 0.4231428 best: 0.4231306 (1151) total: 2m 24s remaining: 1m 34s 1207: learn: 0.3990408 test: 0.4231429 best: 0.4231306 (1151) total: 2m 24s remaining: 1m 34s 1208: learn: 0.3990408 test: 0.4231429 best: 0.4231306 (1151) total: 2m 24s remaining: 1m 34s 1209: learn: 0.3990408 test: 0.4231429 best: 0.4231306 (1151) total: 2m 24s remaining: 1m 34s 1210: learn: 0.3990408 test: 0.4231429 best: 0.4231306 (1151) total: 2m 24s remaining: 1m 34s 1211: learn: 0.3990408 test: 0.4231429 best: 0.4231306 (1151) total: 2m 24s remaining: 1m 34s 1212: learn: 0.3990408 test: 0.4231429 best: 0.4231306 (1151) total: 2m 24s remaining: 1m 34s 1213: learn: 0.3990408 test: 0.4231429 best: 0.4231306 (1151) total: 2m 25s remaining: 1m 33s 1214: learn: 0.3990408 test: 0.4231429 best: 0.4231306 (1151) total: 2m 25s remaining: 1m 33s 1215: learn: 0.3990408 test: 0.4231429 best: 0.4231306 (1151) total: 2m 25s remaining: 1m 33s 1216: learn: 0.3990408 test: 0.4231430 best: 0.4231306 (1151) total: 2m 25s remaining: 1m 33s 1217: learn: 0.3990408 test: 0.4231430 best: 0.4231306 (1151) total: 2m 25s remaining: 1m 33s 1218: learn: 0.3990408 test: 0.4231430 best: 0.4231306 (1151) total: 2m 25s remaining: 1m 33s 1219: learn: 0.3990408 test: 0.4231431 best: 0.4231306 (1151) total: 2m 25s remaining: 1m 33s 1220: learn: 0.3990408 test: 0.4231431 best: 0.4231306 (1151) total: 2m 25s remaining: 1m 32s 1221: learn: 0.3990408 test: 0.4231431 best: 0.4231306 (1151) total: 2m 25s remaining: 1m 32s 1222: learn: 0.3990408 test: 0.4231431 best: 0.4231306 (1151) total: 2m 25s remaining: 1m 32s 1223: learn: 0.3990408 test: 0.4231431 best: 0.4231306 (1151) total: 2m 25s remaining: 1m 32s 1224: learn: 0.3990408 test: 0.4231431 best: 0.4231306 (1151) total: 2m 25s remaining: 1m 32s 1225: learn: 0.3990408 test: 0.4231431 best: 0.4231306 (1151) total: 2m 26s remaining: 1m 32s 1226: learn: 0.3990408 test: 0.4231431 best: 0.4231306 (1151) total: 2m 26s remaining: 1m 32s 1227: learn: 0.3990408 test: 0.4231422 best: 0.4231306 (1151) total: 2m 26s remaining: 1m 31s 1228: learn: 0.3990408 test: 0.4231422 best: 0.4231306 (1151) total: 2m 26s remaining: 1m 31s 1229: learn: 0.3990408 test: 0.4231422 best: 0.4231306 (1151) total: 2m 26s remaining: 1m 31s 1230: learn: 0.3990408 test: 0.4231422 best: 0.4231306 (1151) total: 2m 26s remaining: 1m 31s 1231: learn: 0.3990408 test: 0.4231422 best: 0.4231306 (1151) total: 2m 26s remaining: 1m 31s 1232: learn: 0.3990408 test: 0.4231422 best: 0.4231306 (1151) total: 2m 26s remaining: 1m 31s 1233: learn: 0.3990355 test: 0.4231422 best: 0.4231306 (1151) total: 2m 26s remaining: 1m 31s 1234: learn: 0.3990355 test: 0.4231422 best: 0.4231306 (1151) total: 2m 26s remaining: 1m 30s 1235: learn: 0.3990355 test: 0.4231422 best: 0.4231306 (1151) total: 2m 26s remaining: 1m 30s 1236: learn: 0.3990338 test: 0.4231422 best: 0.4231306 (1151) total: 2m 27s remaining: 1m 30s 1237: learn: 0.3990338 test: 0.4231422 best: 0.4231306 (1151) total: 2m 27s remaining: 1m 30s 1238: learn: 0.3990338 test: 0.4231423 best: 0.4231306 (1151) total: 2m 27s remaining: 1m 30s 1239: learn: 0.3990338 test: 0.4231423 best: 0.4231306 (1151) total: 2m 27s remaining: 1m 30s 1240: learn: 0.3990337 test: 0.4231423 best: 0.4231306 (1151) total: 2m 27s remaining: 1m 30s 1241: learn: 0.3990337 test: 0.4231423 best: 0.4231306 (1151) total: 2m 27s remaining: 1m 30s 1242: learn: 0.3990337 test: 0.4231423 best: 0.4231306 (1151) total: 2m 27s remaining: 1m 29s 1243: learn: 0.3990337 test: 0.4231423 best: 0.4231306 (1151) total: 2m 27s remaining: 1m 29s 1244: learn: 0.3990337 test: 0.4231423 best: 0.4231306 (1151) total: 2m 27s remaining: 1m 29s 1245: learn: 0.3990337 test: 0.4231423 best: 0.4231306 (1151) total: 2m 27s remaining: 1m 29s 1246: learn: 0.3990337 test: 0.4231423 best: 0.4231306 (1151) total: 2m 27s remaining: 1m 29s 1247: learn: 0.3990337 test: 0.4231425 best: 0.4231306 (1151) total: 2m 28s remaining: 1m 29s 1248: learn: 0.3990337 test: 0.4231425 best: 0.4231306 (1151) total: 2m 28s remaining: 1m 29s 1249: learn: 0.3990337 test: 0.4231425 best: 0.4231306 (1151) total: 2m 28s remaining: 1m 28s 1250: learn: 0.3990337 test: 0.4231419 best: 0.4231306 (1151) total: 2m 28s remaining: 1m 28s 1251: learn: 0.3990337 test: 0.4231419 best: 0.4231306 (1151) total: 2m 28s remaining: 1m 28s 1252: learn: 0.3990337 test: 0.4231419 best: 0.4231306 (1151) total: 2m 28s remaining: 1m 28s 1253: learn: 0.3990337 test: 0.4231419 best: 0.4231306 (1151) total: 2m 28s remaining: 1m 28s 1254: learn: 0.3990337 test: 0.4231419 best: 0.4231306 (1151) total: 2m 28s remaining: 1m 28s 1255: learn: 0.3990337 test: 0.4231419 best: 0.4231306 (1151) total: 2m 28s remaining: 1m 28s 1256: learn: 0.3990337 test: 0.4231419 best: 0.4231306 (1151) total: 2m 28s remaining: 1m 28s 1257: learn: 0.3990323 test: 0.4231419 best: 0.4231306 (1151) total: 2m 29s remaining: 1m 27s 1258: learn: 0.3990322 test: 0.4231413 best: 0.4231306 (1151) total: 2m 29s remaining: 1m 27s 1259: learn: 0.3990322 test: 0.4231414 best: 0.4231306 (1151) total: 2m 29s remaining: 1m 27s 1260: learn: 0.3990322 test: 0.4231414 best: 0.4231306 (1151) total: 2m 29s remaining: 1m 27s 1261: learn: 0.3990322 test: 0.4231414 best: 0.4231306 (1151) total: 2m 29s remaining: 1m 27s 1262: learn: 0.3990322 test: 0.4231414 best: 0.4231306 (1151) total: 2m 29s remaining: 1m 27s 1263: learn: 0.3990322 test: 0.4231415 best: 0.4231306 (1151) total: 2m 29s remaining: 1m 27s 1264: learn: 0.3990322 test: 0.4231415 best: 0.4231306 (1151) total: 2m 29s remaining: 1m 27s 1265: learn: 0.3990322 test: 0.4231415 best: 0.4231306 (1151) total: 2m 29s remaining: 1m 26s 1266: learn: 0.3990322 test: 0.4231415 best: 0.4231306 (1151) total: 2m 30s remaining: 1m 26s 1267: learn: 0.3990322 test: 0.4231415 best: 0.4231306 (1151) total: 2m 30s remaining: 1m 26s 1268: learn: 0.3990322 test: 0.4231415 best: 0.4231306 (1151) total: 2m 30s remaining: 1m 26s 1269: learn: 0.3990310 test: 0.4231414 best: 0.4231306 (1151) total: 2m 30s remaining: 1m 26s 1270: learn: 0.3990310 test: 0.4231414 best: 0.4231306 (1151) total: 2m 30s remaining: 1m 26s 1271: learn: 0.3990310 test: 0.4231414 best: 0.4231306 (1151) total: 2m 30s remaining: 1m 26s 1272: learn: 0.3990310 test: 0.4231414 best: 0.4231306 (1151) total: 2m 30s remaining: 1m 26s 1273: learn: 0.3990310 test: 0.4231414 best: 0.4231306 (1151) total: 2m 30s remaining: 1m 25s 1274: learn: 0.3990310 test: 0.4231414 best: 0.4231306 (1151) total: 2m 30s remaining: 1m 25s 1275: learn: 0.3990310 test: 0.4231414 best: 0.4231306 (1151) total: 2m 31s remaining: 1m 25s 1276: learn: 0.3990310 test: 0.4231414 best: 0.4231306 (1151) total: 2m 31s remaining: 1m 25s 1277: learn: 0.3990310 test: 0.4231414 best: 0.4231306 (1151) total: 2m 31s remaining: 1m 25s 1278: learn: 0.3990310 test: 0.4231414 best: 0.4231306 (1151) total: 2m 31s remaining: 1m 25s 1279: learn: 0.3990310 test: 0.4231414 best: 0.4231306 (1151) total: 2m 31s remaining: 1m 25s 1280: learn: 0.3990309 test: 0.4231415 best: 0.4231306 (1151) total: 2m 31s remaining: 1m 25s 1281: learn: 0.3990309 test: 0.4231415 best: 0.4231306 (1151) total: 2m 31s remaining: 1m 24s 1282: learn: 0.3990309 test: 0.4231415 best: 0.4231306 (1151) total: 2m 31s remaining: 1m 24s 1283: learn: 0.3990305 test: 0.4231436 best: 0.4231306 (1151) total: 2m 31s remaining: 1m 24s 1284: learn: 0.3990305 test: 0.4231437 best: 0.4231306 (1151) total: 2m 32s remaining: 1m 24s 1285: learn: 0.3990302 test: 0.4231455 best: 0.4231306 (1151) total: 2m 32s remaining: 1m 24s 1286: learn: 0.3990302 test: 0.4231455 best: 0.4231306 (1151) total: 2m 32s remaining: 1m 24s 1287: learn: 0.3990299 test: 0.4231472 best: 0.4231306 (1151) total: 2m 32s remaining: 1m 24s 1288: learn: 0.3990299 test: 0.4231472 best: 0.4231306 (1151) total: 2m 32s remaining: 1m 24s 1289: learn: 0.3990299 test: 0.4231472 best: 0.4231306 (1151) total: 2m 32s remaining: 1m 24s 1290: learn: 0.3990299 test: 0.4231472 best: 0.4231306 (1151) total: 2m 32s remaining: 1m 23s 1291: learn: 0.3990298 test: 0.4231488 best: 0.4231306 (1151) total: 2m 32s remaining: 1m 23s 1292: learn: 0.3990291 test: 0.4231501 best: 0.4231306 (1151) total: 2m 33s remaining: 1m 23s 1293: learn: 0.3990291 test: 0.4231501 best: 0.4231306 (1151) total: 2m 33s remaining: 1m 23s 1294: learn: 0.3990290 test: 0.4231503 best: 0.4231306 (1151) total: 2m 33s remaining: 1m 23s 1295: learn: 0.3990290 test: 0.4231503 best: 0.4231306 (1151) total: 2m 33s remaining: 1m 23s 1296: learn: 0.3990290 test: 0.4231503 best: 0.4231306 (1151) total: 2m 33s remaining: 1m 23s 1297: learn: 0.3990290 test: 0.4231503 best: 0.4231306 (1151) total: 2m 33s remaining: 1m 23s 1298: learn: 0.3990290 test: 0.4231503 best: 0.4231306 (1151) total: 2m 33s remaining: 1m 23s 1299: learn: 0.3990288 test: 0.4231517 best: 0.4231306 (1151) total: 2m 34s remaining: 1m 23s 1300: learn: 0.3990286 test: 0.4231532 best: 0.4231306 (1151) total: 2m 34s remaining: 1m 22s 1301: learn: 0.3990286 test: 0.4231532 best: 0.4231306 (1151) total: 2m 34s remaining: 1m 22s 1302: learn: 0.3990286 test: 0.4231532 best: 0.4231306 (1151) total: 2m 34s remaining: 1m 22s 1303: learn: 0.3990281 test: 0.4231552 best: 0.4231306 (1151) total: 2m 34s remaining: 1m 22s 1304: learn: 0.3990054 test: 0.4231815 best: 0.4231306 (1151) total: 2m 34s remaining: 1m 22s 1305: learn: 0.3990053 test: 0.4231815 best: 0.4231306 (1151) total: 2m 35s remaining: 1m 22s 1306: learn: 0.3990052 test: 0.4231829 best: 0.4231306 (1151) total: 2m 35s remaining: 1m 22s 1307: learn: 0.3990045 test: 0.4231830 best: 0.4231306 (1151) total: 2m 35s remaining: 1m 22s 1308: learn: 0.3990044 test: 0.4231830 best: 0.4231306 (1151) total: 2m 35s remaining: 1m 22s 1309: learn: 0.3989845 test: 0.4231869 best: 0.4231306 (1151) total: 2m 35s remaining: 1m 21s 1310: learn: 0.3989844 test: 0.4231869 best: 0.4231306 (1151) total: 2m 35s remaining: 1m 21s 1311: learn: 0.3989843 test: 0.4231873 best: 0.4231306 (1151) total: 2m 35s remaining: 1m 21s 1312: learn: 0.3989841 test: 0.4231880 best: 0.4231306 (1151) total: 2m 36s remaining: 1m 21s 1313: learn: 0.3989841 test: 0.4231889 best: 0.4231306 (1151) total: 2m 36s remaining: 1m 21s 1314: learn: 0.3989727 test: 0.4231543 best: 0.4231306 (1151) total: 2m 36s remaining: 1m 21s 1315: learn: 0.3989723 test: 0.4231593 best: 0.4231306 (1151) total: 2m 36s remaining: 1m 21s 1316: learn: 0.3989722 test: 0.4231598 best: 0.4231306 (1151) total: 2m 36s remaining: 1m 21s 1317: learn: 0.3989721 test: 0.4231597 best: 0.4231306 (1151) total: 2m 36s remaining: 1m 21s 1318: learn: 0.3989721 test: 0.4231598 best: 0.4231306 (1151) total: 2m 36s remaining: 1m 21s 1319: learn: 0.3989720 test: 0.4231597 best: 0.4231306 (1151) total: 2m 37s remaining: 1m 20s 1320: learn: 0.3989719 test: 0.4231601 best: 0.4231306 (1151) total: 2m 37s remaining: 1m 20s 1321: learn: 0.3989718 test: 0.4231605 best: 0.4231306 (1151) total: 2m 37s remaining: 1m 20s 1322: learn: 0.3989717 test: 0.4231603 best: 0.4231306 (1151) total: 2m 37s remaining: 1m 20s 1323: learn: 0.3989716 test: 0.4231602 best: 0.4231306 (1151) total: 2m 37s remaining: 1m 20s 1324: learn: 0.3989716 test: 0.4231605 best: 0.4231306 (1151) total: 2m 37s remaining: 1m 20s 1325: learn: 0.3989715 test: 0.4231605 best: 0.4231306 (1151) total: 2m 37s remaining: 1m 20s 1326: learn: 0.3989713 test: 0.4231605 best: 0.4231306 (1151) total: 2m 38s remaining: 1m 20s 1327: learn: 0.3989712 test: 0.4231607 best: 0.4231306 (1151) total: 2m 38s remaining: 1m 20s 1328: learn: 0.3989712 test: 0.4231609 best: 0.4231306 (1151) total: 2m 38s remaining: 1m 19s 1329: learn: 0.3989712 test: 0.4231611 best: 0.4231306 (1151) total: 2m 38s remaining: 1m 19s 1330: learn: 0.3989711 test: 0.4231613 best: 0.4231306 (1151) total: 2m 38s remaining: 1m 19s 1331: learn: 0.3989529 test: 0.4231428 best: 0.4231306 (1151) total: 2m 38s remaining: 1m 19s 1332: learn: 0.3989528 test: 0.4231430 best: 0.4231306 (1151) total: 2m 38s remaining: 1m 19s 1333: learn: 0.3987956 test: 0.4230653 best: 0.4230653 (1333) total: 2m 39s remaining: 1m 19s 1334: learn: 0.3987856 test: 0.4230338 best: 0.4230338 (1334) total: 2m 39s remaining: 1m 19s 1335: learn: 0.3987855 test: 0.4230337 best: 0.4230337 (1335) total: 2m 39s remaining: 1m 19s 1336: learn: 0.3987855 test: 0.4230337 best: 0.4230337 (1335) total: 2m 39s remaining: 1m 19s 1337: learn: 0.3987854 test: 0.4230337 best: 0.4230337 (1335) total: 2m 39s remaining: 1m 19s 1338: learn: 0.3987854 test: 0.4230337 best: 0.4230337 (1335) total: 2m 39s remaining: 1m 18s 1339: learn: 0.3987853 test: 0.4230355 best: 0.4230337 (1335) total: 2m 40s remaining: 1m 18s 1340: learn: 0.3987852 test: 0.4230355 best: 0.4230337 (1335) total: 2m 40s remaining: 1m 18s 1341: learn: 0.3987852 test: 0.4230368 best: 0.4230337 (1335) total: 2m 40s remaining: 1m 18s 1342: learn: 0.3987852 test: 0.4230368 best: 0.4230337 (1335) total: 2m 40s remaining: 1m 18s 1343: learn: 0.3987850 test: 0.4230368 best: 0.4230337 (1335) total: 2m 40s remaining: 1m 18s 1344: learn: 0.3987849 test: 0.4230369 best: 0.4230337 (1335) total: 2m 40s remaining: 1m 18s 1345: learn: 0.3987848 test: 0.4230369 best: 0.4230337 (1335) total: 2m 40s remaining: 1m 18s 1346: learn: 0.3987848 test: 0.4230369 best: 0.4230337 (1335) total: 2m 40s remaining: 1m 18s 1347: learn: 0.3987835 test: 0.4230372 best: 0.4230337 (1335) total: 2m 41s remaining: 1m 17s 1348: learn: 0.3987744 test: 0.4230085 best: 0.4230085 (1348) total: 2m 41s remaining: 1m 17s 1349: learn: 0.3987743 test: 0.4230085 best: 0.4230085 (1349) total: 2m 41s remaining: 1m 17s 1350: learn: 0.3987743 test: 0.4230085 best: 0.4230085 (1349) total: 2m 41s remaining: 1m 17s 1351: learn: 0.3987743 test: 0.4230086 best: 0.4230085 (1349) total: 2m 41s remaining: 1m 17s 1352: learn: 0.3987706 test: 0.4230086 best: 0.4230085 (1349) total: 2m 41s remaining: 1m 17s 1353: learn: 0.3987705 test: 0.4230086 best: 0.4230085 (1349) total: 2m 41s remaining: 1m 17s 1354: learn: 0.3987624 test: 0.4229823 best: 0.4229823 (1354) total: 2m 42s remaining: 1m 17s 1355: learn: 0.3987622 test: 0.4229823 best: 0.4229823 (1355) total: 2m 42s remaining: 1m 17s 1356: learn: 0.3987548 test: 0.4229582 best: 0.4229582 (1356) total: 2m 42s remaining: 1m 16s 1357: learn: 0.3987548 test: 0.4229580 best: 0.4229580 (1357) total: 2m 42s remaining: 1m 16s 1358: learn: 0.3987484 test: 0.4229362 best: 0.4229362 (1358) total: 2m 42s remaining: 1m 16s 1359: learn: 0.3987426 test: 0.4229162 best: 0.4229162 (1359) total: 2m 42s remaining: 1m 16s 1360: learn: 0.3987426 test: 0.4229162 best: 0.4229162 (1360) total: 2m 42s remaining: 1m 16s 1361: learn: 0.3987375 test: 0.4228978 best: 0.4228978 (1361) total: 2m 42s remaining: 1m 16s 1362: learn: 0.3987375 test: 0.4228978 best: 0.4228978 (1362) total: 2m 43s remaining: 1m 16s 1363: learn: 0.3987373 test: 0.4228978 best: 0.4228978 (1363) total: 2m 43s remaining: 1m 16s 1364: learn: 0.3987327 test: 0.4228810 best: 0.4228810 (1364) total: 2m 43s remaining: 1m 15s 1365: learn: 0.3987324 test: 0.4228815 best: 0.4228810 (1364) total: 2m 43s remaining: 1m 15s 1366: learn: 0.3987284 test: 0.4228663 best: 0.4228663 (1366) total: 2m 43s remaining: 1m 15s 1367: learn: 0.3987284 test: 0.4228665 best: 0.4228663 (1366) total: 2m 43s remaining: 1m 15s 1368: learn: 0.3987284 test: 0.4228667 best: 0.4228663 (1366) total: 2m 43s remaining: 1m 15s 1369: learn: 0.3987283 test: 0.4228661 best: 0.4228661 (1369) total: 2m 44s remaining: 1m 15s 1370: learn: 0.3987282 test: 0.4228655 best: 0.4228655 (1370) total: 2m 44s remaining: 1m 15s 1371: learn: 0.3987282 test: 0.4228655 best: 0.4228655 (1371) total: 2m 44s remaining: 1m 15s 1372: learn: 0.3987282 test: 0.4228655 best: 0.4228655 (1372) total: 2m 44s remaining: 1m 15s 1373: learn: 0.3987247 test: 0.4228518 best: 0.4228518 (1373) total: 2m 44s remaining: 1m 14s 1374: learn: 0.3987247 test: 0.4228518 best: 0.4228518 (1374) total: 2m 44s remaining: 1m 14s 1375: learn: 0.3987207 test: 0.4228531 best: 0.4228518 (1374) total: 2m 44s remaining: 1m 14s 1376: learn: 0.3987207 test: 0.4228532 best: 0.4228518 (1374) total: 2m 44s remaining: 1m 14s 1377: learn: 0.3987207 test: 0.4228532 best: 0.4228518 (1374) total: 2m 45s remaining: 1m 14s 1378: learn: 0.3987207 test: 0.4228533 best: 0.4228518 (1374) total: 2m 45s remaining: 1m 14s 1379: learn: 0.3987178 test: 0.4228414 best: 0.4228414 (1379) total: 2m 45s remaining: 1m 14s 1380: learn: 0.3987178 test: 0.4228415 best: 0.4228414 (1379) total: 2m 45s remaining: 1m 14s 1381: learn: 0.3987177 test: 0.4228416 best: 0.4228414 (1379) total: 2m 45s remaining: 1m 14s 1382: learn: 0.3987175 test: 0.4228397 best: 0.4228397 (1382) total: 2m 45s remaining: 1m 13s 1383: learn: 0.3987175 test: 0.4228391 best: 0.4228391 (1383) total: 2m 45s remaining: 1m 13s 1384: learn: 0.3987174 test: 0.4228383 best: 0.4228383 (1384) total: 2m 46s remaining: 1m 13s 1385: learn: 0.3987174 test: 0.4228378 best: 0.4228378 (1385) total: 2m 46s remaining: 1m 13s 1386: learn: 0.3987174 test: 0.4228378 best: 0.4228378 (1385) total: 2m 46s remaining: 1m 13s 1387: learn: 0.3987171 test: 0.4228380 best: 0.4228378 (1385) total: 2m 46s remaining: 1m 13s 1388: learn: 0.3987146 test: 0.4228272 best: 0.4228272 (1388) total: 2m 46s remaining: 1m 13s 1389: learn: 0.3987145 test: 0.4228272 best: 0.4228272 (1388) total: 2m 46s remaining: 1m 13s 1390: learn: 0.3987145 test: 0.4228266 best: 0.4228266 (1390) total: 2m 46s remaining: 1m 13s 1391: learn: 0.3987122 test: 0.4228168 best: 0.4228168 (1391) total: 2m 47s remaining: 1m 12s 1392: learn: 0.3987108 test: 0.4228186 best: 0.4228168 (1391) total: 2m 47s remaining: 1m 12s 1393: learn: 0.3987106 test: 0.4228186 best: 0.4228168 (1391) total: 2m 47s remaining: 1m 12s 1394: learn: 0.3987095 test: 0.4228187 best: 0.4228168 (1391) total: 2m 47s remaining: 1m 12s 1395: learn: 0.3987095 test: 0.4228182 best: 0.4228168 (1391) total: 2m 47s remaining: 1m 12s 1396: learn: 0.3987094 test: 0.4228165 best: 0.4228165 (1396) total: 2m 47s remaining: 1m 12s 1397: learn: 0.3982261 test: 0.4225198 best: 0.4225198 (1397) total: 2m 47s remaining: 1m 12s 1398: learn: 0.3982261 test: 0.4225202 best: 0.4225198 (1397) total: 2m 48s remaining: 1m 12s 1399: learn: 0.3982257 test: 0.4225232 best: 0.4225198 (1397) total: 2m 48s remaining: 1m 12s 1400: learn: 0.3982256 test: 0.4225248 best: 0.4225198 (1397) total: 2m 48s remaining: 1m 12s 1401: learn: 0.3982255 test: 0.4225254 best: 0.4225198 (1397) total: 2m 48s remaining: 1m 11s 1402: learn: 0.3981698 test: 0.4225163 best: 0.4225163 (1402) total: 2m 48s remaining: 1m 11s 1403: learn: 0.3981697 test: 0.4225163 best: 0.4225163 (1402) total: 2m 48s remaining: 1m 11s 1404: learn: 0.3981697 test: 0.4225168 best: 0.4225163 (1402) total: 2m 48s remaining: 1m 11s 1405: learn: 0.3981696 test: 0.4225172 best: 0.4225163 (1402) total: 2m 49s remaining: 1m 11s 1406: learn: 0.3981696 test: 0.4225172 best: 0.4225163 (1402) total: 2m 49s remaining: 1m 11s 1407: learn: 0.3981696 test: 0.4225173 best: 0.4225163 (1402) total: 2m 49s remaining: 1m 11s 1408: learn: 0.3981692 test: 0.4225175 best: 0.4225163 (1402) total: 2m 49s remaining: 1m 11s 1409: learn: 0.3981692 test: 0.4225180 best: 0.4225163 (1402) total: 2m 49s remaining: 1m 11s 1410: learn: 0.3981692 test: 0.4225180 best: 0.4225163 (1402) total: 2m 49s remaining: 1m 10s 1411: learn: 0.3981691 test: 0.4225184 best: 0.4225163 (1402) total: 2m 49s remaining: 1m 10s 1412: learn: 0.3981691 test: 0.4225185 best: 0.4225163 (1402) total: 2m 50s remaining: 1m 10s 1413: learn: 0.3981691 test: 0.4225185 best: 0.4225163 (1402) total: 2m 50s remaining: 1m 10s 1414: learn: 0.3981691 test: 0.4225189 best: 0.4225163 (1402) total: 2m 50s remaining: 1m 10s 1415: learn: 0.3981690 test: 0.4225189 best: 0.4225163 (1402) total: 2m 50s remaining: 1m 10s 1416: learn: 0.3981689 test: 0.4225189 best: 0.4225163 (1402) total: 2m 50s remaining: 1m 10s 1417: learn: 0.3981689 test: 0.4225189 best: 0.4225163 (1402) total: 2m 50s remaining: 1m 10s 1418: learn: 0.3981689 test: 0.4225189 best: 0.4225163 (1402) total: 2m 50s remaining: 1m 9s 1419: learn: 0.3981689 test: 0.4225189 best: 0.4225163 (1402) total: 2m 50s remaining: 1m 9s 1420: learn: 0.3981689 test: 0.4225189 best: 0.4225163 (1402) total: 2m 51s remaining: 1m 9s 1421: learn: 0.3981688 test: 0.4225189 best: 0.4225163 (1402) total: 2m 51s remaining: 1m 9s 1422: learn: 0.3981688 test: 0.4225193 best: 0.4225163 (1402) total: 2m 51s remaining: 1m 9s 1423: learn: 0.3981547 test: 0.4225192 best: 0.4225163 (1402) total: 2m 51s remaining: 1m 9s 1424: learn: 0.3981537 test: 0.4225196 best: 0.4225163 (1402) total: 2m 51s remaining: 1m 9s 1425: learn: 0.3981537 test: 0.4225196 best: 0.4225163 (1402) total: 2m 51s remaining: 1m 9s 1426: learn: 0.3981537 test: 0.4225200 best: 0.4225163 (1402) total: 2m 51s remaining: 1m 9s 1427: learn: 0.3981537 test: 0.4225200 best: 0.4225163 (1402) total: 2m 52s remaining: 1m 8s 1428: learn: 0.3981537 test: 0.4225200 best: 0.4225163 (1402) total: 2m 52s remaining: 1m 8s 1429: learn: 0.3981537 test: 0.4225203 best: 0.4225163 (1402) total: 2m 52s remaining: 1m 8s 1430: learn: 0.3981536 test: 0.4225206 best: 0.4225163 (1402) total: 2m 52s remaining: 1m 8s 1431: learn: 0.3981536 test: 0.4225209 best: 0.4225163 (1402) total: 2m 52s remaining: 1m 8s 1432: learn: 0.3981309 test: 0.4225101 best: 0.4225101 (1432) total: 2m 52s remaining: 1m 8s 1433: learn: 0.3981190 test: 0.4225100 best: 0.4225100 (1433) total: 2m 52s remaining: 1m 8s 1434: learn: 0.3981190 test: 0.4225100 best: 0.4225100 (1433) total: 2m 52s remaining: 1m 8s 1435: learn: 0.3981190 test: 0.4225098 best: 0.4225098 (1435) total: 2m 53s remaining: 1m 7s 1436: learn: 0.3981190 test: 0.4225101 best: 0.4225098 (1435) total: 2m 53s remaining: 1m 7s 1437: learn: 0.3981190 test: 0.4225099 best: 0.4225098 (1435) total: 2m 53s remaining: 1m 7s 1438: learn: 0.3981187 test: 0.4225113 best: 0.4225098 (1435) total: 2m 53s remaining: 1m 7s 1439: learn: 0.3981186 test: 0.4225111 best: 0.4225098 (1435) total: 2m 53s remaining: 1m 7s 1440: learn: 0.3978219 test: 0.4222883 best: 0.4222883 (1440) total: 2m 53s remaining: 1m 7s 1441: learn: 0.3975028 test: 0.4221643 best: 0.4221643 (1441) total: 2m 53s remaining: 1m 7s 1442: learn: 0.3974919 test: 0.4221643 best: 0.4221643 (1442) total: 2m 53s remaining: 1m 7s 1443: learn: 0.3974919 test: 0.4221643 best: 0.4221643 (1443) total: 2m 54s remaining: 1m 7s 1444: learn: 0.3974903 test: 0.4221707 best: 0.4221643 (1443) total: 2m 54s remaining: 1m 6s 1445: learn: 0.3974896 test: 0.4221710 best: 0.4221643 (1443) total: 2m 54s remaining: 1m 6s 1446: learn: 0.3974896 test: 0.4221711 best: 0.4221643 (1443) total: 2m 54s remaining: 1m 6s 1447: learn: 0.3974884 test: 0.4221758 best: 0.4221643 (1443) total: 2m 54s remaining: 1m 6s 1448: learn: 0.3974857 test: 0.4221758 best: 0.4221643 (1443) total: 2m 54s remaining: 1m 6s 1449: learn: 0.3974857 test: 0.4221756 best: 0.4221643 (1443) total: 2m 55s remaining: 1m 6s 1450: learn: 0.3974857 test: 0.4221756 best: 0.4221643 (1443) total: 2m 55s remaining: 1m 6s 1451: learn: 0.3974857 test: 0.4221756 best: 0.4221643 (1443) total: 2m 55s remaining: 1m 6s 1452: learn: 0.3974857 test: 0.4221756 best: 0.4221643 (1443) total: 2m 55s remaining: 1m 6s 1453: learn: 0.3974857 test: 0.4221756 best: 0.4221643 (1443) total: 2m 55s remaining: 1m 5s 1454: learn: 0.3974846 test: 0.4221805 best: 0.4221643 (1443) total: 2m 55s remaining: 1m 5s 1455: learn: 0.3974846 test: 0.4221805 best: 0.4221643 (1443) total: 2m 55s remaining: 1m 5s 1456: learn: 0.3974845 test: 0.4221805 best: 0.4221643 (1443) total: 2m 56s remaining: 1m 5s 1457: learn: 0.3974845 test: 0.4221805 best: 0.4221643 (1443) total: 2m 56s remaining: 1m 5s 1458: learn: 0.3974845 test: 0.4221805 best: 0.4221643 (1443) total: 2m 56s remaining: 1m 5s 1459: learn: 0.3974845 test: 0.4221805 best: 0.4221643 (1443) total: 2m 56s remaining: 1m 5s 1460: learn: 0.3974845 test: 0.4221805 best: 0.4221643 (1443) total: 2m 56s remaining: 1m 5s 1461: learn: 0.3974836 test: 0.4221852 best: 0.4221643 (1443) total: 2m 56s remaining: 1m 5s 1462: learn: 0.3974836 test: 0.4221852 best: 0.4221643 (1443) total: 2m 56s remaining: 1m 4s 1463: learn: 0.3974836 test: 0.4221852 best: 0.4221643 (1443) total: 2m 56s remaining: 1m 4s 1464: learn: 0.3974836 test: 0.4221852 best: 0.4221643 (1443) total: 2m 57s remaining: 1m 4s 1465: learn: 0.3974836 test: 0.4221852 best: 0.4221643 (1443) total: 2m 57s remaining: 1m 4s 1466: learn: 0.3974836 test: 0.4221852 best: 0.4221643 (1443) total: 2m 57s remaining: 1m 4s 1467: learn: 0.3974831 test: 0.4221855 best: 0.4221643 (1443) total: 2m 57s remaining: 1m 4s 1468: learn: 0.3974831 test: 0.4221855 best: 0.4221643 (1443) total: 2m 57s remaining: 1m 4s 1469: learn: 0.3974827 test: 0.4221858 best: 0.4221643 (1443) total: 2m 57s remaining: 1m 4s 1470: learn: 0.3974827 test: 0.4221858 best: 0.4221643 (1443) total: 2m 57s remaining: 1m 3s 1471: learn: 0.3974827 test: 0.4221861 best: 0.4221643 (1443) total: 2m 57s remaining: 1m 3s 1472: learn: 0.3974827 test: 0.4221864 best: 0.4221643 (1443) total: 2m 58s remaining: 1m 3s 1473: learn: 0.3974827 test: 0.4221868 best: 0.4221643 (1443) total: 2m 58s remaining: 1m 3s 1474: learn: 0.3974827 test: 0.4221871 best: 0.4221643 (1443) total: 2m 58s remaining: 1m 3s 1475: learn: 0.3974827 test: 0.4221873 best: 0.4221643 (1443) total: 2m 58s remaining: 1m 3s 1476: learn: 0.3974827 test: 0.4221876 best: 0.4221643 (1443) total: 2m 58s remaining: 1m 3s 1477: learn: 0.3974827 test: 0.4221876 best: 0.4221643 (1443) total: 2m 58s remaining: 1m 3s 1478: learn: 0.3974827 test: 0.4221876 best: 0.4221643 (1443) total: 2m 58s remaining: 1m 2s 1479: learn: 0.3974827 test: 0.4221876 best: 0.4221643 (1443) total: 2m 58s remaining: 1m 2s 1480: learn: 0.3974813 test: 0.4221847 best: 0.4221643 (1443) total: 2m 59s remaining: 1m 2s 1481: learn: 0.3974812 test: 0.4221847 best: 0.4221643 (1443) total: 2m 59s remaining: 1m 2s 1482: learn: 0.3974812 test: 0.4221849 best: 0.4221643 (1443) total: 2m 59s remaining: 1m 2s 1483: learn: 0.3974812 test: 0.4221852 best: 0.4221643 (1443) total: 2m 59s remaining: 1m 2s 1484: learn: 0.3974806 test: 0.4221854 best: 0.4221643 (1443) total: 2m 59s remaining: 1m 2s 1485: learn: 0.3974730 test: 0.4221853 best: 0.4221643 (1443) total: 2m 59s remaining: 1m 2s 1486: learn: 0.3974730 test: 0.4221853 best: 0.4221643 (1443) total: 2m 59s remaining: 1m 2s 1487: learn: 0.3974730 test: 0.4221855 best: 0.4221643 (1443) total: 3m remaining: 1m 1s 1488: learn: 0.3974730 test: 0.4221855 best: 0.4221643 (1443) total: 3m remaining: 1m 1s 1489: learn: 0.3974633 test: 0.4221855 best: 0.4221643 (1443) total: 3m remaining: 1m 1s 1490: learn: 0.3974633 test: 0.4221856 best: 0.4221643 (1443) total: 3m remaining: 1m 1s 1491: learn: 0.3974633 test: 0.4221856 best: 0.4221643 (1443) total: 3m remaining: 1m 1s 1492: learn: 0.3972181 test: 0.4220362 best: 0.4220362 (1492) total: 3m remaining: 1m 1s 1493: learn: 0.3972174 test: 0.4220402 best: 0.4220362 (1492) total: 3m remaining: 1m 1s 1494: learn: 0.3967065 test: 0.4218300 best: 0.4218300 (1494) total: 3m 1s remaining: 1m 1s 1495: learn: 0.3967042 test: 0.4218293 best: 0.4218293 (1495) total: 3m 1s remaining: 1m 1s 1496: learn: 0.3967037 test: 0.4218293 best: 0.4218293 (1496) total: 3m 1s remaining: 1m 1497: learn: 0.3966464 test: 0.4217954 best: 0.4217954 (1497) total: 3m 1s remaining: 1m 1498: learn: 0.3966404 test: 0.4217871 best: 0.4217871 (1498) total: 3m 1s remaining: 1m 1499: learn: 0.3966398 test: 0.4217912 best: 0.4217871 (1498) total: 3m 1s remaining: 1m 1500: learn: 0.3966393 test: 0.4217951 best: 0.4217871 (1498) total: 3m 2s remaining: 1m 1501: learn: 0.3966388 test: 0.4217947 best: 0.4217871 (1498) total: 3m 2s remaining: 1m 1502: learn: 0.3966347 test: 0.4217494 best: 0.4217494 (1502) total: 3m 2s remaining: 1m 1503: learn: 0.3966345 test: 0.4217494 best: 0.4217494 (1503) total: 3m 2s remaining: 1m 1504: learn: 0.3966318 test: 0.4217391 best: 0.4217391 (1504) total: 3m 2s remaining: 1m 1505: learn: 0.3966291 test: 0.4217296 best: 0.4217296 (1505) total: 3m 2s remaining: 59.9s 1506: learn: 0.3966291 test: 0.4217296 best: 0.4217296 (1506) total: 3m 2s remaining: 59.8s 1507: learn: 0.3966288 test: 0.4217297 best: 0.4217296 (1506) total: 3m 2s remaining: 59.7s 1508: learn: 0.3966288 test: 0.4217297 best: 0.4217296 (1506) total: 3m 3s remaining: 59.6s 1509: learn: 0.3966267 test: 0.4217208 best: 0.4217208 (1509) total: 3m 3s remaining: 59.5s 1510: learn: 0.3966267 test: 0.4217210 best: 0.4217208 (1509) total: 3m 3s remaining: 59.4s 1511: learn: 0.3966267 test: 0.4217212 best: 0.4217208 (1509) total: 3m 3s remaining: 59.2s 1512: learn: 0.3966267 test: 0.4217213 best: 0.4217208 (1509) total: 3m 3s remaining: 59.1s 1513: learn: 0.3966266 test: 0.4217215 best: 0.4217208 (1509) total: 3m 3s remaining: 59s 1514: learn: 0.3966266 test: 0.4217217 best: 0.4217208 (1509) total: 3m 3s remaining: 58.9s 1515: learn: 0.3966266 test: 0.4217218 best: 0.4217208 (1509) total: 3m 4s remaining: 58.8s 1516: learn: 0.3966247 test: 0.4217138 best: 0.4217138 (1516) total: 3m 4s remaining: 58.7s 1517: learn: 0.3966247 test: 0.4217139 best: 0.4217138 (1516) total: 3m 4s remaining: 58.5s 1518: learn: 0.3966247 test: 0.4217140 best: 0.4217138 (1516) total: 3m 4s remaining: 58.4s 1519: learn: 0.3966243 test: 0.4217142 best: 0.4217138 (1516) total: 3m 4s remaining: 58.3s 1520: learn: 0.3966242 test: 0.4217144 best: 0.4217138 (1516) total: 3m 4s remaining: 58.2s 1521: learn: 0.3966242 test: 0.4217147 best: 0.4217138 (1516) total: 3m 4s remaining: 58.1s 1522: learn: 0.3966225 test: 0.4217128 best: 0.4217128 (1522) total: 3m 5s remaining: 57.9s 1523: learn: 0.3966209 test: 0.4217111 best: 0.4217111 (1523) total: 3m 5s remaining: 57.8s 1524: learn: 0.3966163 test: 0.4217043 best: 0.4217043 (1524) total: 3m 5s remaining: 57.7s 1525: learn: 0.3966163 test: 0.4217044 best: 0.4217043 (1524) total: 3m 5s remaining: 57.6s 1526: learn: 0.3966163 test: 0.4217045 best: 0.4217043 (1524) total: 3m 5s remaining: 57.5s 1527: learn: 0.3966151 test: 0.4217031 best: 0.4217031 (1527) total: 3m 5s remaining: 57.4s 1528: learn: 0.3966151 test: 0.4217032 best: 0.4217031 (1527) total: 3m 5s remaining: 57.3s 1529: learn: 0.3966140 test: 0.4216974 best: 0.4216974 (1529) total: 3m 5s remaining: 57.1s 1530: learn: 0.3966130 test: 0.4216963 best: 0.4216963 (1530) total: 3m 6s remaining: 57s 1531: learn: 0.3966121 test: 0.4216913 best: 0.4216913 (1531) total: 3m 6s remaining: 56.9s 1532: learn: 0.3966095 test: 0.4216891 best: 0.4216891 (1532) total: 3m 6s remaining: 56.8s 1533: learn: 0.3966050 test: 0.4216888 best: 0.4216888 (1533) total: 3m 6s remaining: 56.7s 1534: learn: 0.3966050 test: 0.4216888 best: 0.4216888 (1534) total: 3m 6s remaining: 56.6s 1535: learn: 0.3966050 test: 0.4216888 best: 0.4216888 (1534) total: 3m 6s remaining: 56.4s 1536: learn: 0.3966042 test: 0.4216878 best: 0.4216878 (1536) total: 3m 6s remaining: 56.3s 1537: learn: 0.3966033 test: 0.4216834 best: 0.4216834 (1537) total: 3m 7s remaining: 56.2s 1538: learn: 0.3966033 test: 0.4216833 best: 0.4216833 (1538) total: 3m 7s remaining: 56.1s 1539: learn: 0.3965945 test: 0.4216863 best: 0.4216833 (1538) total: 3m 7s remaining: 56s 1540: learn: 0.3965931 test: 0.4216903 best: 0.4216833 (1538) total: 3m 7s remaining: 55.9s 1541: learn: 0.3965919 test: 0.4216939 best: 0.4216833 (1538) total: 3m 7s remaining: 55.7s 1542: learn: 0.3965919 test: 0.4216939 best: 0.4216833 (1538) total: 3m 7s remaining: 55.6s 1543: learn: 0.3965908 test: 0.4216973 best: 0.4216833 (1538) total: 3m 7s remaining: 55.5s 1544: learn: 0.3965862 test: 0.4216973 best: 0.4216833 (1538) total: 3m 8s remaining: 55.4s 1545: learn: 0.3965862 test: 0.4216973 best: 0.4216833 (1538) total: 3m 8s remaining: 55.3s 1546: learn: 0.3965829 test: 0.4216931 best: 0.4216833 (1538) total: 3m 8s remaining: 55.2s 1547: learn: 0.3965828 test: 0.4216931 best: 0.4216833 (1538) total: 3m 8s remaining: 55s 1548: learn: 0.3965828 test: 0.4216931 best: 0.4216833 (1538) total: 3m 8s remaining: 54.9s 1549: learn: 0.3965828 test: 0.4216933 best: 0.4216833 (1538) total: 3m 8s remaining: 54.8s 1550: learn: 0.3965828 test: 0.4216934 best: 0.4216833 (1538) total: 3m 8s remaining: 54.7s 1551: learn: 0.3965828 test: 0.4216934 best: 0.4216833 (1538) total: 3m 8s remaining: 54.6s 1552: learn: 0.3965828 test: 0.4216934 best: 0.4216833 (1538) total: 3m 9s remaining: 54.4s 1553: learn: 0.3965826 test: 0.4216934 best: 0.4216833 (1538) total: 3m 9s remaining: 54.3s 1554: learn: 0.3965826 test: 0.4216934 best: 0.4216833 (1538) total: 3m 9s remaining: 54.2s 1555: learn: 0.3965826 test: 0.4216935 best: 0.4216833 (1538) total: 3m 9s remaining: 54.1s 1556: learn: 0.3965825 test: 0.4216934 best: 0.4216833 (1538) total: 3m 9s remaining: 53.9s 1557: learn: 0.3965825 test: 0.4216934 best: 0.4216833 (1538) total: 3m 9s remaining: 53.8s 1558: learn: 0.3965825 test: 0.4216934 best: 0.4216833 (1538) total: 3m 9s remaining: 53.7s 1559: learn: 0.3965825 test: 0.4216934 best: 0.4216833 (1538) total: 3m 10s remaining: 53.6s 1560: learn: 0.3965824 test: 0.4216934 best: 0.4216833 (1538) total: 3m 10s remaining: 53.5s 1561: learn: 0.3965817 test: 0.4216926 best: 0.4216833 (1538) total: 3m 10s remaining: 53.4s 1562: learn: 0.3965817 test: 0.4216925 best: 0.4216833 (1538) total: 3m 10s remaining: 53.2s 1563: learn: 0.3965817 test: 0.4216926 best: 0.4216833 (1538) total: 3m 10s remaining: 53.1s 1564: learn: 0.3965817 test: 0.4216926 best: 0.4216833 (1538) total: 3m 10s remaining: 53s 1565: learn: 0.3965817 test: 0.4216925 best: 0.4216833 (1538) total: 3m 10s remaining: 52.9s 1566: learn: 0.3965817 test: 0.4216924 best: 0.4216833 (1538) total: 3m 11s remaining: 52.8s 1567: learn: 0.3965817 test: 0.4216924 best: 0.4216833 (1538) total: 3m 11s remaining: 52.7s 1568: learn: 0.3965817 test: 0.4216924 best: 0.4216833 (1538) total: 3m 11s remaining: 52.5s 1569: learn: 0.3965816 test: 0.4216924 best: 0.4216833 (1538) total: 3m 11s remaining: 52.4s 1570: learn: 0.3965816 test: 0.4216924 best: 0.4216833 (1538) total: 3m 11s remaining: 52.3s 1571: learn: 0.3965816 test: 0.4216924 best: 0.4216833 (1538) total: 3m 11s remaining: 52.2s 1572: learn: 0.3965816 test: 0.4216924 best: 0.4216833 (1538) total: 3m 11s remaining: 52.1s 1573: learn: 0.3965816 test: 0.4216923 best: 0.4216833 (1538) total: 3m 11s remaining: 51.9s 1574: learn: 0.3965816 test: 0.4216923 best: 0.4216833 (1538) total: 3m 12s remaining: 51.8s 1575: learn: 0.3965816 test: 0.4216923 best: 0.4216833 (1538) total: 3m 12s remaining: 51.7s 1576: learn: 0.3965816 test: 0.4216923 best: 0.4216833 (1538) total: 3m 12s remaining: 51.6s 1577: learn: 0.3965816 test: 0.4216923 best: 0.4216833 (1538) total: 3m 12s remaining: 51.4s 1578: learn: 0.3965816 test: 0.4216923 best: 0.4216833 (1538) total: 3m 12s remaining: 51.3s 1579: learn: 0.3965816 test: 0.4216923 best: 0.4216833 (1538) total: 3m 12s remaining: 51.2s 1580: learn: 0.3965816 test: 0.4216923 best: 0.4216833 (1538) total: 3m 12s remaining: 51.1s 1581: learn: 0.3965816 test: 0.4216923 best: 0.4216833 (1538) total: 3m 12s remaining: 50.9s 1582: learn: 0.3965816 test: 0.4216924 best: 0.4216833 (1538) total: 3m 12s remaining: 50.8s 1583: learn: 0.3965809 test: 0.4216916 best: 0.4216833 (1538) total: 3m 13s remaining: 50.7s 1584: learn: 0.3965809 test: 0.4216916 best: 0.4216833 (1538) total: 3m 13s remaining: 50.6s 1585: learn: 0.3965809 test: 0.4216916 best: 0.4216833 (1538) total: 3m 13s remaining: 50.5s 1586: learn: 0.3965809 test: 0.4216916 best: 0.4216833 (1538) total: 3m 13s remaining: 50.3s 1587: learn: 0.3965809 test: 0.4216917 best: 0.4216833 (1538) total: 3m 13s remaining: 50.2s 1588: learn: 0.3965809 test: 0.4216917 best: 0.4216833 (1538) total: 3m 13s remaining: 50.1s 1589: learn: 0.3965809 test: 0.4216917 best: 0.4216833 (1538) total: 3m 13s remaining: 49.9s 1590: learn: 0.3965809 test: 0.4216917 best: 0.4216833 (1538) total: 3m 13s remaining: 49.8s 1591: learn: 0.3965809 test: 0.4216917 best: 0.4216833 (1538) total: 3m 13s remaining: 49.7s 1592: learn: 0.3965809 test: 0.4216917 best: 0.4216833 (1538) total: 3m 13s remaining: 49.5s 1593: learn: 0.3965809 test: 0.4216916 best: 0.4216833 (1538) total: 3m 14s remaining: 49.4s 1594: learn: 0.3965803 test: 0.4216910 best: 0.4216833 (1538) total: 3m 14s remaining: 49.3s 1595: learn: 0.3965803 test: 0.4216909 best: 0.4216833 (1538) total: 3m 14s remaining: 49.2s 1596: learn: 0.3965803 test: 0.4216909 best: 0.4216833 (1538) total: 3m 14s remaining: 49s 1597: learn: 0.3965803 test: 0.4216908 best: 0.4216833 (1538) total: 3m 14s remaining: 48.9s 1598: learn: 0.3965803 test: 0.4216908 best: 0.4216833 (1538) total: 3m 14s remaining: 48.8s 1599: learn: 0.3965803 test: 0.4216907 best: 0.4216833 (1538) total: 3m 14s remaining: 48.6s 1600: learn: 0.3965803 test: 0.4216907 best: 0.4216833 (1538) total: 3m 14s remaining: 48.5s 1601: learn: 0.3965803 test: 0.4216907 best: 0.4216833 (1538) total: 3m 14s remaining: 48.4s 1602: learn: 0.3965803 test: 0.4216907 best: 0.4216833 (1538) total: 3m 14s remaining: 48.2s 1603: learn: 0.3965802 test: 0.4216906 best: 0.4216833 (1538) total: 3m 14s remaining: 48.1s 1604: learn: 0.3965802 test: 0.4216908 best: 0.4216833 (1538) total: 3m 14s remaining: 48s 1605: learn: 0.3965796 test: 0.4216902 best: 0.4216833 (1538) total: 3m 15s remaining: 47.9s 1606: learn: 0.3965796 test: 0.4216901 best: 0.4216833 (1538) total: 3m 15s remaining: 47.7s 1607: learn: 0.3965796 test: 0.4216901 best: 0.4216833 (1538) total: 3m 15s remaining: 47.6s 1608: learn: 0.3965796 test: 0.4216901 best: 0.4216833 (1538) total: 3m 15s remaining: 47.5s 1609: learn: 0.3965796 test: 0.4216902 best: 0.4216833 (1538) total: 3m 15s remaining: 47.4s 1610: learn: 0.3965796 test: 0.4216901 best: 0.4216833 (1538) total: 3m 15s remaining: 47.2s 1611: learn: 0.3965790 test: 0.4216900 best: 0.4216833 (1538) total: 3m 15s remaining: 47.1s 1612: learn: 0.3965790 test: 0.4216900 best: 0.4216833 (1538) total: 3m 15s remaining: 47s 1613: learn: 0.3965790 test: 0.4216900 best: 0.4216833 (1538) total: 3m 15s remaining: 46.8s 1614: learn: 0.3965790 test: 0.4216899 best: 0.4216833 (1538) total: 3m 15s remaining: 46.7s 1615: learn: 0.3965761 test: 0.4216910 best: 0.4216833 (1538) total: 3m 16s remaining: 46.6s 1616: learn: 0.3965761 test: 0.4216909 best: 0.4216833 (1538) total: 3m 16s remaining: 46.5s 1617: learn: 0.3965761 test: 0.4216909 best: 0.4216833 (1538) total: 3m 16s remaining: 46.3s 1618: learn: 0.3965761 test: 0.4216910 best: 0.4216833 (1538) total: 3m 16s remaining: 46.2s 1619: learn: 0.3965761 test: 0.4216910 best: 0.4216833 (1538) total: 3m 16s remaining: 46.1s 1620: learn: 0.3965761 test: 0.4216909 best: 0.4216833 (1538) total: 3m 16s remaining: 46s 1621: learn: 0.3965761 test: 0.4216910 best: 0.4216833 (1538) total: 3m 16s remaining: 45.9s 1622: learn: 0.3965761 test: 0.4216910 best: 0.4216833 (1538) total: 3m 16s remaining: 45.7s 1623: learn: 0.3965761 test: 0.4216910 best: 0.4216833 (1538) total: 3m 16s remaining: 45.6s 1624: learn: 0.3965761 test: 0.4216910 best: 0.4216833 (1538) total: 3m 17s remaining: 45.5s 1625: learn: 0.3965756 test: 0.4216910 best: 0.4216833 (1538) total: 3m 17s remaining: 45.4s 1626: learn: 0.3965756 test: 0.4216909 best: 0.4216833 (1538) total: 3m 17s remaining: 45.2s 1627: learn: 0.3965756 test: 0.4216909 best: 0.4216833 (1538) total: 3m 17s remaining: 45.1s 1628: learn: 0.3965756 test: 0.4216908 best: 0.4216833 (1538) total: 3m 17s remaining: 45s 1629: learn: 0.3965753 test: 0.4216904 best: 0.4216833 (1538) total: 3m 17s remaining: 44.8s 1630: learn: 0.3965750 test: 0.4216899 best: 0.4216833 (1538) total: 3m 17s remaining: 44.7s 1631: learn: 0.3965743 test: 0.4216899 best: 0.4216833 (1538) total: 3m 17s remaining: 44.6s 1632: learn: 0.3965743 test: 0.4216898 best: 0.4216833 (1538) total: 3m 17s remaining: 44.5s 1633: learn: 0.3965743 test: 0.4216897 best: 0.4216833 (1538) total: 3m 17s remaining: 44.3s 1634: learn: 0.3965743 test: 0.4216897 best: 0.4216833 (1538) total: 3m 18s remaining: 44.2s 1635: learn: 0.3965743 test: 0.4216896 best: 0.4216833 (1538) total: 3m 18s remaining: 44.1s 1636: learn: 0.3965743 test: 0.4216896 best: 0.4216833 (1538) total: 3m 18s remaining: 44s 1637: learn: 0.3965743 test: 0.4216896 best: 0.4216833 (1538) total: 3m 18s remaining: 43.8s 1638: learn: 0.3965743 test: 0.4216896 best: 0.4216833 (1538) total: 3m 18s remaining: 43.7s 1639: learn: 0.3965743 test: 0.4216896 best: 0.4216833 (1538) total: 3m 18s remaining: 43.6s 1640: learn: 0.3965743 test: 0.4216896 best: 0.4216833 (1538) total: 3m 18s remaining: 43.5s 1641: learn: 0.3965740 test: 0.4216892 best: 0.4216833 (1538) total: 3m 18s remaining: 43.3s 1642: learn: 0.3965740 test: 0.4216891 best: 0.4216833 (1538) total: 3m 18s remaining: 43.2s 1643: learn: 0.3965740 test: 0.4216890 best: 0.4216833 (1538) total: 3m 18s remaining: 43.1s 1644: learn: 0.3965740 test: 0.4216891 best: 0.4216833 (1538) total: 3m 19s remaining: 42.9s 1645: learn: 0.3965740 test: 0.4216891 best: 0.4216833 (1538) total: 3m 19s remaining: 42.8s 1646: learn: 0.3965740 test: 0.4216891 best: 0.4216833 (1538) total: 3m 19s remaining: 42.7s 1647: learn: 0.3965740 test: 0.4216890 best: 0.4216833 (1538) total: 3m 19s remaining: 42.6s 1648: learn: 0.3965740 test: 0.4216890 best: 0.4216833 (1538) total: 3m 19s remaining: 42.5s 1649: learn: 0.3965740 test: 0.4216889 best: 0.4216833 (1538) total: 3m 19s remaining: 42.3s 1650: learn: 0.3965728 test: 0.4216926 best: 0.4216833 (1538) total: 3m 19s remaining: 42.2s 1651: learn: 0.3965728 test: 0.4216925 best: 0.4216833 (1538) total: 3m 19s remaining: 42.1s 1652: learn: 0.3965728 test: 0.4216925 best: 0.4216833 (1538) total: 3m 19s remaining: 42s 1653: learn: 0.3965728 test: 0.4216925 best: 0.4216833 (1538) total: 3m 20s remaining: 41.9s 1654: learn: 0.3965728 test: 0.4216924 best: 0.4216833 (1538) total: 3m 20s remaining: 41.7s 1655: learn: 0.3965728 test: 0.4216924 best: 0.4216833 (1538) total: 3m 20s remaining: 41.6s 1656: learn: 0.3965724 test: 0.4216935 best: 0.4216833 (1538) total: 3m 20s remaining: 41.5s 1657: learn: 0.3965724 test: 0.4216935 best: 0.4216833 (1538) total: 3m 20s remaining: 41.4s 1658: learn: 0.3964351 test: 0.4216343 best: 0.4216343 (1658) total: 3m 20s remaining: 41.3s 1659: learn: 0.3964351 test: 0.4216343 best: 0.4216343 (1658) total: 3m 20s remaining: 41.1s 1660: learn: 0.3964084 test: 0.4216305 best: 0.4216305 (1660) total: 3m 21s remaining: 41s 1661: learn: 0.3964072 test: 0.4216305 best: 0.4216305 (1661) total: 3m 21s remaining: 40.9s 1662: learn: 0.3964072 test: 0.4216305 best: 0.4216305 (1661) total: 3m 21s remaining: 40.8s 1663: learn: 0.3964072 test: 0.4216305 best: 0.4216305 (1661) total: 3m 21s remaining: 40.7s 1664: learn: 0.3964072 test: 0.4216305 best: 0.4216305 (1661) total: 3m 21s remaining: 40.6s 1665: learn: 0.3964072 test: 0.4216305 best: 0.4216305 (1661) total: 3m 21s remaining: 40.5s 1666: learn: 0.3964071 test: 0.4216305 best: 0.4216305 (1666) total: 3m 21s remaining: 40.3s 1667: learn: 0.3964071 test: 0.4216305 best: 0.4216305 (1666) total: 3m 22s remaining: 40.2s 1668: learn: 0.3964071 test: 0.4216305 best: 0.4216305 (1666) total: 3m 22s remaining: 40.1s 1669: learn: 0.3964071 test: 0.4216306 best: 0.4216305 (1666) total: 3m 22s remaining: 40s 1670: learn: 0.3964071 test: 0.4216306 best: 0.4216305 (1666) total: 3m 22s remaining: 39.9s 1671: learn: 0.3964071 test: 0.4216306 best: 0.4216305 (1666) total: 3m 22s remaining: 39.7s 1672: learn: 0.3964071 test: 0.4216306 best: 0.4216305 (1666) total: 3m 22s remaining: 39.6s 1673: learn: 0.3964071 test: 0.4216306 best: 0.4216305 (1666) total: 3m 22s remaining: 39.5s 1674: learn: 0.3964071 test: 0.4216306 best: 0.4216305 (1666) total: 3m 22s remaining: 39.3s 1675: learn: 0.3964070 test: 0.4216306 best: 0.4216305 (1666) total: 3m 22s remaining: 39.2s 1676: learn: 0.3964070 test: 0.4216306 best: 0.4216305 (1666) total: 3m 22s remaining: 39.1s 1677: learn: 0.3964070 test: 0.4216306 best: 0.4216305 (1666) total: 3m 23s remaining: 39s 1678: learn: 0.3964070 test: 0.4216306 best: 0.4216305 (1666) total: 3m 23s remaining: 38.9s 1679: learn: 0.3964070 test: 0.4216306 best: 0.4216305 (1666) total: 3m 23s remaining: 38.7s 1680: learn: 0.3964070 test: 0.4216306 best: 0.4216305 (1666) total: 3m 23s remaining: 38.6s 1681: learn: 0.3964060 test: 0.4216342 best: 0.4216305 (1666) total: 3m 23s remaining: 38.5s 1682: learn: 0.3964060 test: 0.4216341 best: 0.4216305 (1666) total: 3m 23s remaining: 38.4s 1683: learn: 0.3964060 test: 0.4216339 best: 0.4216305 (1666) total: 3m 23s remaining: 38.3s 1684: learn: 0.3964051 test: 0.4216372 best: 0.4216305 (1666) total: 3m 24s remaining: 38.2s 1685: learn: 0.3964047 test: 0.4216372 best: 0.4216305 (1666) total: 3m 24s remaining: 38s 1686: learn: 0.3964047 test: 0.4216372 best: 0.4216305 (1666) total: 3m 24s remaining: 37.9s 1687: learn: 0.3964044 test: 0.4216370 best: 0.4216305 (1666) total: 3m 24s remaining: 37.8s 1688: learn: 0.3964044 test: 0.4216370 best: 0.4216305 (1666) total: 3m 24s remaining: 37.7s 1689: learn: 0.3964044 test: 0.4216372 best: 0.4216305 (1666) total: 3m 24s remaining: 37.5s 1690: learn: 0.3964044 test: 0.4216372 best: 0.4216305 (1666) total: 3m 24s remaining: 37.4s 1691: learn: 0.3964044 test: 0.4216374 best: 0.4216305 (1666) total: 3m 24s remaining: 37.3s 1692: learn: 0.3964044 test: 0.4216376 best: 0.4216305 (1666) total: 3m 25s remaining: 37.2s 1693: learn: 0.3964041 test: 0.4216376 best: 0.4216305 (1666) total: 3m 25s remaining: 37.1s 1694: learn: 0.3964034 test: 0.4216406 best: 0.4216305 (1666) total: 3m 25s remaining: 36.9s 1695: learn: 0.3964034 test: 0.4216409 best: 0.4216305 (1666) total: 3m 25s remaining: 36.8s 1696: learn: 0.3964028 test: 0.4216438 best: 0.4216305 (1666) total: 3m 25s remaining: 36.7s 1697: learn: 0.3964026 test: 0.4216437 best: 0.4216305 (1666) total: 3m 25s remaining: 36.6s 1698: learn: 0.3964022 test: 0.4216464 best: 0.4216305 (1666) total: 3m 25s remaining: 36.5s 1699: learn: 0.3964022 test: 0.4216464 best: 0.4216305 (1666) total: 3m 25s remaining: 36.4s 1700: learn: 0.3964022 test: 0.4216467 best: 0.4216305 (1666) total: 3m 26s remaining: 36.2s 1701: learn: 0.3964022 test: 0.4216469 best: 0.4216305 (1666) total: 3m 26s remaining: 36.1s 1702: learn: 0.3964022 test: 0.4216472 best: 0.4216305 (1666) total: 3m 26s remaining: 36s 1703: learn: 0.3964018 test: 0.4216498 best: 0.4216305 (1666) total: 3m 26s remaining: 35.9s 1704: learn: 0.3964016 test: 0.4216498 best: 0.4216305 (1666) total: 3m 26s remaining: 35.8s 1705: learn: 0.3964016 test: 0.4216498 best: 0.4216305 (1666) total: 3m 26s remaining: 35.7s 1706: learn: 0.3964016 test: 0.4216501 best: 0.4216305 (1666) total: 3m 27s remaining: 35.5s 1707: learn: 0.3964016 test: 0.4216501 best: 0.4216305 (1666) total: 3m 27s remaining: 35.4s 1708: learn: 0.3964013 test: 0.4216526 best: 0.4216305 (1666) total: 3m 27s remaining: 35.3s 1709: learn: 0.3964013 test: 0.4216526 best: 0.4216305 (1666) total: 3m 27s remaining: 35.2s 1710: learn: 0.3964009 test: 0.4216526 best: 0.4216305 (1666) total: 3m 27s remaining: 35.1s 1711: learn: 0.3964009 test: 0.4216529 best: 0.4216305 (1666) total: 3m 27s remaining: 34.9s 1712: learn: 0.3964009 test: 0.4216529 best: 0.4216305 (1666) total: 3m 27s remaining: 34.8s 1713: learn: 0.3964009 test: 0.4216529 best: 0.4216305 (1666) total: 3m 27s remaining: 34.7s 1714: learn: 0.3964009 test: 0.4216529 best: 0.4216305 (1666) total: 3m 28s remaining: 34.6s 1715: learn: 0.3964009 test: 0.4216529 best: 0.4216305 (1666) total: 3m 28s remaining: 34.5s 1716: learn: 0.3964009 test: 0.4216531 best: 0.4216305 (1666) total: 3m 28s remaining: 34.3s 1717: learn: 0.3964009 test: 0.4216531 best: 0.4216305 (1666) total: 3m 28s remaining: 34.2s 1718: learn: 0.3964009 test: 0.4216533 best: 0.4216305 (1666) total: 3m 28s remaining: 34.1s 1719: learn: 0.3964006 test: 0.4216556 best: 0.4216305 (1666) total: 3m 28s remaining: 34s 1720: learn: 0.3964004 test: 0.4216578 best: 0.4216305 (1666) total: 3m 28s remaining: 33.9s 1721: learn: 0.3964002 test: 0.4216598 best: 0.4216305 (1666) total: 3m 28s remaining: 33.7s 1722: learn: 0.3964001 test: 0.4216598 best: 0.4216305 (1666) total: 3m 29s remaining: 33.6s 1723: learn: 0.3964001 test: 0.4216598 best: 0.4216305 (1666) total: 3m 29s remaining: 33.5s 1724: learn: 0.3963896 test: 0.4216758 best: 0.4216305 (1666) total: 3m 29s remaining: 33.4s 1725: learn: 0.3963896 test: 0.4216758 best: 0.4216305 (1666) total: 3m 29s remaining: 33.3s 1726: learn: 0.3963896 test: 0.4216758 best: 0.4216305 (1666) total: 3m 29s remaining: 33.1s 1727: learn: 0.3963896 test: 0.4216759 best: 0.4216305 (1666) total: 3m 29s remaining: 33s 1728: learn: 0.3963896 test: 0.4216761 best: 0.4216305 (1666) total: 3m 29s remaining: 32.9s 1729: learn: 0.3963896 test: 0.4216761 best: 0.4216305 (1666) total: 3m 30s remaining: 32.8s 1730: learn: 0.3963896 test: 0.4216763 best: 0.4216305 (1666) total: 3m 30s remaining: 32.7s 1731: learn: 0.3963896 test: 0.4216763 best: 0.4216305 (1666) total: 3m 30s remaining: 32.5s 1732: learn: 0.3963896 test: 0.4216763 best: 0.4216305 (1666) total: 3m 30s remaining: 32.4s 1733: learn: 0.3963896 test: 0.4216763 best: 0.4216305 (1666) total: 3m 30s remaining: 32.3s 1734: learn: 0.3963896 test: 0.4216764 best: 0.4216305 (1666) total: 3m 30s remaining: 32.2s 1735: learn: 0.3963895 test: 0.4216764 best: 0.4216305 (1666) total: 3m 30s remaining: 32s 1736: learn: 0.3963895 test: 0.4216766 best: 0.4216305 (1666) total: 3m 30s remaining: 31.9s 1737: learn: 0.3963893 test: 0.4216766 best: 0.4216305 (1666) total: 3m 31s remaining: 31.8s 1738: learn: 0.3963892 test: 0.4216766 best: 0.4216305 (1666) total: 3m 31s remaining: 31.7s 1739: learn: 0.3963892 test: 0.4216769 best: 0.4216305 (1666) total: 3m 31s remaining: 31.6s 1740: learn: 0.3963891 test: 0.4216769 best: 0.4216305 (1666) total: 3m 31s remaining: 31.5s 1741: learn: 0.3963891 test: 0.4216771 best: 0.4216305 (1666) total: 3m 31s remaining: 31.3s 1742: learn: 0.3963891 test: 0.4216773 best: 0.4216305 (1666) total: 3m 31s remaining: 31.2s 1743: learn: 0.3963890 test: 0.4216773 best: 0.4216305 (1666) total: 3m 31s remaining: 31.1s 1744: learn: 0.3963890 test: 0.4216775 best: 0.4216305 (1666) total: 3m 31s remaining: 30.9s 1745: learn: 0.3963890 test: 0.4216776 best: 0.4216305 (1666) total: 3m 31s remaining: 30.8s 1746: learn: 0.3963890 test: 0.4216778 best: 0.4216305 (1666) total: 3m 31s remaining: 30.7s 1747: learn: 0.3963890 test: 0.4216780 best: 0.4216305 (1666) total: 3m 32s remaining: 30.6s 1748: learn: 0.3963890 test: 0.4216780 best: 0.4216305 (1666) total: 3m 32s remaining: 30.5s 1749: learn: 0.3963889 test: 0.4216780 best: 0.4216305 (1666) total: 3m 32s remaining: 30.3s 1750: learn: 0.3963889 test: 0.4216782 best: 0.4216305 (1666) total: 3m 32s remaining: 30.2s 1751: learn: 0.3963889 test: 0.4216783 best: 0.4216305 (1666) total: 3m 32s remaining: 30.1s 1752: learn: 0.3963889 test: 0.4216783 best: 0.4216305 (1666) total: 3m 32s remaining: 29.9s 1753: learn: 0.3963889 test: 0.4216785 best: 0.4216305 (1666) total: 3m 32s remaining: 29.8s 1754: learn: 0.3963889 test: 0.4216787 best: 0.4216305 (1666) total: 3m 32s remaining: 29.7s 1755: learn: 0.3963889 test: 0.4216787 best: 0.4216305 (1666) total: 3m 32s remaining: 29.6s 1756: learn: 0.3963889 test: 0.4216787 best: 0.4216305 (1666) total: 3m 32s remaining: 29.5s 1757: learn: 0.3963888 test: 0.4216804 best: 0.4216305 (1666) total: 3m 33s remaining: 29.3s 1758: learn: 0.3963887 test: 0.4216804 best: 0.4216305 (1666) total: 3m 33s remaining: 29.2s 1759: learn: 0.3963887 test: 0.4216804 best: 0.4216305 (1666) total: 3m 33s remaining: 29.1s 1760: learn: 0.3963887 test: 0.4216806 best: 0.4216305 (1666) total: 3m 33s remaining: 29s 1761: learn: 0.3963887 test: 0.4216807 best: 0.4216305 (1666) total: 3m 33s remaining: 28.8s 1762: learn: 0.3963886 test: 0.4216819 best: 0.4216305 (1666) total: 3m 33s remaining: 28.7s 1763: learn: 0.3963886 test: 0.4216819 best: 0.4216305 (1666) total: 3m 33s remaining: 28.6s 1764: learn: 0.3963886 test: 0.4216820 best: 0.4216305 (1666) total: 3m 33s remaining: 28.5s 1765: learn: 0.3963886 test: 0.4216822 best: 0.4216305 (1666) total: 3m 34s remaining: 28.4s 1766: learn: 0.3963886 test: 0.4216822 best: 0.4216305 (1666) total: 3m 34s remaining: 28.2s 1767: learn: 0.3963886 test: 0.4216823 best: 0.4216305 (1666) total: 3m 34s remaining: 28.1s 1768: learn: 0.3963835 test: 0.4216796 best: 0.4216305 (1666) total: 3m 34s remaining: 28s 1769: learn: 0.3963835 test: 0.4216800 best: 0.4216305 (1666) total: 3m 34s remaining: 27.9s 1770: learn: 0.3963835 test: 0.4216800 best: 0.4216305 (1666) total: 3m 34s remaining: 27.8s 1771: learn: 0.3963835 test: 0.4216801 best: 0.4216305 (1666) total: 3m 34s remaining: 27.6s 1772: learn: 0.3963835 test: 0.4216802 best: 0.4216305 (1666) total: 3m 34s remaining: 27.5s 1773: learn: 0.3963649 test: 0.4216801 best: 0.4216305 (1666) total: 3m 35s remaining: 27.4s 1774: learn: 0.3963646 test: 0.4216816 best: 0.4216305 (1666) total: 3m 35s remaining: 27.3s 1775: learn: 0.3963646 test: 0.4216816 best: 0.4216305 (1666) total: 3m 35s remaining: 27.2s 1776: learn: 0.3963646 test: 0.4216816 best: 0.4216305 (1666) total: 3m 35s remaining: 27s 1777: learn: 0.3963641 test: 0.4216816 best: 0.4216305 (1666) total: 3m 35s remaining: 26.9s 1778: learn: 0.3963641 test: 0.4216815 best: 0.4216305 (1666) total: 3m 35s remaining: 26.8s 1779: learn: 0.3963639 test: 0.4216829 best: 0.4216305 (1666) total: 3m 35s remaining: 26.7s 1780: learn: 0.3962070 test: 0.4215982 best: 0.4215982 (1780) total: 3m 36s remaining: 26.6s 1781: learn: 0.3962040 test: 0.4215983 best: 0.4215982 (1780) total: 3m 36s remaining: 26.5s 1782: learn: 0.3962040 test: 0.4215983 best: 0.4215982 (1780) total: 3m 36s remaining: 26.3s 1783: learn: 0.3958480 test: 0.4213100 best: 0.4213100 (1783) total: 3m 36s remaining: 26.2s 1784: learn: 0.3958478 test: 0.4213114 best: 0.4213100 (1783) total: 3m 36s remaining: 26.1s 1785: learn: 0.3958477 test: 0.4213126 best: 0.4213100 (1783) total: 3m 36s remaining: 26s 1786: learn: 0.3958477 test: 0.4213126 best: 0.4213100 (1783) total: 3m 36s remaining: 25.9s 1787: learn: 0.3958475 test: 0.4213138 best: 0.4213100 (1783) total: 3m 37s remaining: 25.7s 1788: learn: 0.3958474 test: 0.4213150 best: 0.4213100 (1783) total: 3m 37s remaining: 25.6s 1789: learn: 0.3958474 test: 0.4213150 best: 0.4213100 (1783) total: 3m 37s remaining: 25.5s 1790: learn: 0.3958473 test: 0.4213150 best: 0.4213100 (1783) total: 3m 37s remaining: 25.4s 1791: learn: 0.3958469 test: 0.4213150 best: 0.4213100 (1783) total: 3m 37s remaining: 25.3s 1792: learn: 0.3958408 test: 0.4213103 best: 0.4213100 (1783) total: 3m 37s remaining: 25.1s 1793: learn: 0.3957717 test: 0.4212970 best: 0.4212970 (1793) total: 3m 37s remaining: 25s 1794: learn: 0.3957717 test: 0.4212970 best: 0.4212970 (1794) total: 3m 38s remaining: 24.9s 1795: learn: 0.3957717 test: 0.4212971 best: 0.4212970 (1794) total: 3m 38s remaining: 24.8s 1796: learn: 0.3957715 test: 0.4212982 best: 0.4212970 (1794) total: 3m 38s remaining: 24.7s 1797: learn: 0.3957715 test: 0.4212982 best: 0.4212970 (1794) total: 3m 38s remaining: 24.6s 1798: learn: 0.3957715 test: 0.4212992 best: 0.4212970 (1794) total: 3m 38s remaining: 24.4s 1799: learn: 0.3957713 test: 0.4213001 best: 0.4212970 (1794) total: 3m 38s remaining: 24.3s 1800: learn: 0.3957713 test: 0.4213003 best: 0.4212970 (1794) total: 3m 38s remaining: 24.2s 1801: learn: 0.3957713 test: 0.4213002 best: 0.4212970 (1794) total: 3m 39s remaining: 24.1s 1802: learn: 0.3957196 test: 0.4212331 best: 0.4212331 (1802) total: 3m 39s remaining: 24s 1803: learn: 0.3957195 test: 0.4212330 best: 0.4212330 (1803) total: 3m 39s remaining: 23.8s 1804: learn: 0.3957195 test: 0.4212331 best: 0.4212330 (1803) total: 3m 39s remaining: 23.7s 1805: learn: 0.3957194 test: 0.4212339 best: 0.4212330 (1803) total: 3m 39s remaining: 23.6s 1806: learn: 0.3957194 test: 0.4212340 best: 0.4212330 (1803) total: 3m 39s remaining: 23.5s 1807: learn: 0.3957194 test: 0.4212348 best: 0.4212330 (1803) total: 3m 39s remaining: 23.4s 1808: learn: 0.3957194 test: 0.4212348 best: 0.4212330 (1803) total: 3m 40s remaining: 23.2s 1809: learn: 0.3957193 test: 0.4212355 best: 0.4212330 (1803) total: 3m 40s remaining: 23.1s 1810: learn: 0.3957192 test: 0.4212356 best: 0.4212330 (1803) total: 3m 40s remaining: 23s 1811: learn: 0.3957191 test: 0.4212363 best: 0.4212330 (1803) total: 3m 40s remaining: 22.9s 1812: learn: 0.3957191 test: 0.4212363 best: 0.4212330 (1803) total: 3m 40s remaining: 22.8s 1813: learn: 0.3953782 test: 0.4210304 best: 0.4210304 (1813) total: 3m 40s remaining: 22.6s 1814: learn: 0.3953782 test: 0.4210305 best: 0.4210304 (1813) total: 3m 40s remaining: 22.5s 1815: learn: 0.3953769 test: 0.4210303 best: 0.4210303 (1815) total: 3m 41s remaining: 22.4s 1816: learn: 0.3953766 test: 0.4210302 best: 0.4210302 (1816) total: 3m 41s remaining: 22.3s 1817: learn: 0.3953764 test: 0.4210303 best: 0.4210302 (1816) total: 3m 41s remaining: 22.2s 1818: learn: 0.3953764 test: 0.4210302 best: 0.4210302 (1816) total: 3m 41s remaining: 22s 1819: learn: 0.3953764 test: 0.4210303 best: 0.4210302 (1816) total: 3m 41s remaining: 21.9s 1820: learn: 0.3953752 test: 0.4210300 best: 0.4210300 (1820) total: 3m 41s remaining: 21.8s 1821: learn: 0.3953752 test: 0.4210301 best: 0.4210300 (1820) total: 3m 41s remaining: 21.7s 1822: learn: 0.3953751 test: 0.4210302 best: 0.4210300 (1820) total: 3m 42s remaining: 21.6s 1823: learn: 0.3953751 test: 0.4210303 best: 0.4210300 (1820) total: 3m 42s remaining: 21.4s 1824: learn: 0.3953750 test: 0.4210303 best: 0.4210300 (1820) total: 3m 42s remaining: 21.3s 1825: learn: 0.3953750 test: 0.4210303 best: 0.4210300 (1820) total: 3m 42s remaining: 21.2s 1826: learn: 0.3953749 test: 0.4210304 best: 0.4210300 (1820) total: 3m 42s remaining: 21.1s 1827: learn: 0.3953749 test: 0.4210304 best: 0.4210300 (1820) total: 3m 42s remaining: 21s 1828: learn: 0.3953748 test: 0.4210304 best: 0.4210300 (1820) total: 3m 42s remaining: 20.8s 1829: learn: 0.3953748 test: 0.4210305 best: 0.4210300 (1820) total: 3m 43s remaining: 20.7s 1830: learn: 0.3953748 test: 0.4210305 best: 0.4210300 (1820) total: 3m 43s remaining: 20.6s 1831: learn: 0.3953748 test: 0.4210304 best: 0.4210300 (1820) total: 3m 43s remaining: 20.5s 1832: learn: 0.3953748 test: 0.4210305 best: 0.4210300 (1820) total: 3m 43s remaining: 20.4s 1833: learn: 0.3953747 test: 0.4210305 best: 0.4210300 (1820) total: 3m 43s remaining: 20.2s 1834: learn: 0.3953747 test: 0.4210305 best: 0.4210300 (1820) total: 3m 43s remaining: 20.1s 1835: learn: 0.3953747 test: 0.4210305 best: 0.4210300 (1820) total: 3m 43s remaining: 20s 1836: learn: 0.3953747 test: 0.4210305 best: 0.4210300 (1820) total: 3m 43s remaining: 19.9s 1837: learn: 0.3953732 test: 0.4210298 best: 0.4210298 (1837) total: 3m 44s remaining: 19.8s 1838: learn: 0.3953732 test: 0.4210298 best: 0.4210298 (1838) total: 3m 44s remaining: 19.6s 1839: learn: 0.3953732 test: 0.4210298 best: 0.4210298 (1838) total: 3m 44s remaining: 19.5s 1840: learn: 0.3953636 test: 0.4210276 best: 0.4210276 (1840) total: 3m 44s remaining: 19.4s 1841: learn: 0.3953636 test: 0.4210276 best: 0.4210276 (1841) total: 3m 44s remaining: 19.3s 1842: learn: 0.3953636 test: 0.4210282 best: 0.4210276 (1841) total: 3m 44s remaining: 19.1s 1843: learn: 0.3953636 test: 0.4210282 best: 0.4210276 (1841) total: 3m 44s remaining: 19s 1844: learn: 0.3953635 test: 0.4210282 best: 0.4210276 (1841) total: 3m 45s remaining: 18.9s 1845: learn: 0.3953635 test: 0.4210282 best: 0.4210276 (1841) total: 3m 45s remaining: 18.8s 1846: learn: 0.3953635 test: 0.4210283 best: 0.4210276 (1841) total: 3m 45s remaining: 18.7s 1847: learn: 0.3953635 test: 0.4210283 best: 0.4210276 (1841) total: 3m 45s remaining: 18.6s 1848: learn: 0.3953635 test: 0.4210283 best: 0.4210276 (1841) total: 3m 45s remaining: 18.4s 1849: learn: 0.3953635 test: 0.4210283 best: 0.4210276 (1841) total: 3m 45s remaining: 18.3s 1850: learn: 0.3953635 test: 0.4210283 best: 0.4210276 (1841) total: 3m 45s remaining: 18.2s 1851: learn: 0.3953635 test: 0.4210284 best: 0.4210276 (1841) total: 3m 46s remaining: 18.1s 1852: learn: 0.3953635 test: 0.4210284 best: 0.4210276 (1841) total: 3m 46s remaining: 17.9s 1853: learn: 0.3953635 test: 0.4210285 best: 0.4210276 (1841) total: 3m 46s remaining: 17.8s 1854: learn: 0.3953535 test: 0.4210235 best: 0.4210235 (1854) total: 3m 46s remaining: 17.7s 1855: learn: 0.3953535 test: 0.4210235 best: 0.4210235 (1855) total: 3m 46s remaining: 17.6s 1856: learn: 0.3952748 test: 0.4209875 best: 0.4209875 (1856) total: 3m 46s remaining: 17.5s 1857: learn: 0.3952748 test: 0.4209872 best: 0.4209872 (1857) total: 3m 46s remaining: 17.3s 1858: learn: 0.3952743 test: 0.4209872 best: 0.4209872 (1858) total: 3m 47s remaining: 17.2s 1859: learn: 0.3952742 test: 0.4209873 best: 0.4209872 (1858) total: 3m 47s remaining: 17.1s 1860: learn: 0.3952741 test: 0.4209873 best: 0.4209872 (1858) total: 3m 47s remaining: 17s 1861: learn: 0.3952733 test: 0.4209818 best: 0.4209818 (1861) total: 3m 47s remaining: 16.9s 1862: learn: 0.3952733 test: 0.4209818 best: 0.4209818 (1862) total: 3m 47s remaining: 16.7s 1863: learn: 0.3952732 test: 0.4209822 best: 0.4209818 (1862) total: 3m 47s remaining: 16.6s 1864: learn: 0.3952730 test: 0.4209820 best: 0.4209818 (1862) total: 3m 47s remaining: 16.5s 1865: learn: 0.3952730 test: 0.4209821 best: 0.4209818 (1862) total: 3m 48s remaining: 16.4s 1866: learn: 0.3952730 test: 0.4209817 best: 0.4209817 (1866) total: 3m 48s remaining: 16.3s 1867: learn: 0.3952730 test: 0.4209817 best: 0.4209817 (1867) total: 3m 48s remaining: 16.1s 1868: learn: 0.3952730 test: 0.4209816 best: 0.4209816 (1868) total: 3m 48s remaining: 16s 1869: learn: 0.3952730 test: 0.4209816 best: 0.4209816 (1869) total: 3m 48s remaining: 15.9s 1870: learn: 0.3952730 test: 0.4209815 best: 0.4209815 (1870) total: 3m 48s remaining: 15.8s 1871: learn: 0.3952722 test: 0.4209822 best: 0.4209815 (1870) total: 3m 48s remaining: 15.6s 1872: learn: 0.3952722 test: 0.4209819 best: 0.4209815 (1870) total: 3m 48s remaining: 15.5s 1873: learn: 0.3952722 test: 0.4209814 best: 0.4209814 (1873) total: 3m 49s remaining: 15.4s 1874: learn: 0.3952722 test: 0.4209814 best: 0.4209814 (1874) total: 3m 49s remaining: 15.3s 1875: learn: 0.3952717 test: 0.4209831 best: 0.4209814 (1874) total: 3m 49s remaining: 15.2s 1876: learn: 0.3952717 test: 0.4209830 best: 0.4209814 (1874) total: 3m 49s remaining: 15s 1877: learn: 0.3952382 test: 0.4209591 best: 0.4209591 (1877) total: 3m 49s remaining: 14.9s 1878: learn: 0.3952382 test: 0.4209590 best: 0.4209590 (1878) total: 3m 49s remaining: 14.8s 1879: learn: 0.3952382 test: 0.4209590 best: 0.4209590 (1879) total: 3m 50s remaining: 14.7s 1880: learn: 0.3952382 test: 0.4209591 best: 0.4209590 (1879) total: 3m 50s remaining: 14.6s 1881: learn: 0.3952381 test: 0.4209595 best: 0.4209590 (1879) total: 3m 50s remaining: 14.4s 1882: learn: 0.3952381 test: 0.4209595 best: 0.4209590 (1879) total: 3m 50s remaining: 14.3s 1883: learn: 0.3952381 test: 0.4209601 best: 0.4209590 (1879) total: 3m 50s remaining: 14.2s 1884: learn: 0.3952364 test: 0.4209612 best: 0.4209590 (1879) total: 3m 50s remaining: 14.1s 1885: learn: 0.3952364 test: 0.4209612 best: 0.4209590 (1879) total: 3m 50s remaining: 14s 1886: learn: 0.3952364 test: 0.4209612 best: 0.4209590 (1879) total: 3m 50s remaining: 13.8s 1887: learn: 0.3952364 test: 0.4209612 best: 0.4209590 (1879) total: 3m 51s remaining: 13.7s 1888: learn: 0.3952364 test: 0.4209612 best: 0.4209590 (1879) total: 3m 51s remaining: 13.6s 1889: learn: 0.3952364 test: 0.4209613 best: 0.4209590 (1879) total: 3m 51s remaining: 13.5s 1890: learn: 0.3952364 test: 0.4209613 best: 0.4209590 (1879) total: 3m 51s remaining: 13.3s 1891: learn: 0.3952363 test: 0.4209613 best: 0.4209590 (1879) total: 3m 51s remaining: 13.2s 1892: learn: 0.3952363 test: 0.4209613 best: 0.4209590 (1879) total: 3m 51s remaining: 13.1s 1893: learn: 0.3952361 test: 0.4209613 best: 0.4209590 (1879) total: 3m 51s remaining: 13s 1894: learn: 0.3952361 test: 0.4209612 best: 0.4209590 (1879) total: 3m 52s remaining: 12.9s 1895: learn: 0.3952361 test: 0.4209612 best: 0.4209590 (1879) total: 3m 52s remaining: 12.7s 1896: learn: 0.3952361 test: 0.4209613 best: 0.4209590 (1879) total: 3m 52s remaining: 12.6s 1897: learn: 0.3952361 test: 0.4209613 best: 0.4209590 (1879) total: 3m 52s remaining: 12.5s 1898: learn: 0.3952360 test: 0.4209614 best: 0.4209590 (1879) total: 3m 52s remaining: 12.4s 1899: learn: 0.3952360 test: 0.4209614 best: 0.4209590 (1879) total: 3m 52s remaining: 12.3s 1900: learn: 0.3952360 test: 0.4209614 best: 0.4209590 (1879) total: 3m 52s remaining: 12.1s 1901: learn: 0.3952353 test: 0.4209614 best: 0.4209590 (1879) total: 3m 52s remaining: 12s 1902: learn: 0.3952353 test: 0.4209614 best: 0.4209590 (1879) total: 3m 53s remaining: 11.9s 1903: learn: 0.3952353 test: 0.4209614 best: 0.4209590 (1879) total: 3m 53s remaining: 11.8s 1904: learn: 0.3952353 test: 0.4209615 best: 0.4209590 (1879) total: 3m 53s remaining: 11.6s 1905: learn: 0.3952353 test: 0.4209615 best: 0.4209590 (1879) total: 3m 53s remaining: 11.5s 1906: learn: 0.3952353 test: 0.4209614 best: 0.4209590 (1879) total: 3m 53s remaining: 11.4s 1907: learn: 0.3952353 test: 0.4209614 best: 0.4209590 (1879) total: 3m 53s remaining: 11.3s 1908: learn: 0.3952353 test: 0.4209614 best: 0.4209590 (1879) total: 3m 53s remaining: 11.2s 1909: learn: 0.3952353 test: 0.4209615 best: 0.4209590 (1879) total: 3m 54s remaining: 11s 1910: learn: 0.3952353 test: 0.4209614 best: 0.4209590 (1879) total: 3m 54s remaining: 10.9s 1911: learn: 0.3952353 test: 0.4209614 best: 0.4209590 (1879) total: 3m 54s remaining: 10.8s 1912: learn: 0.3952347 test: 0.4209608 best: 0.4209590 (1879) total: 3m 54s remaining: 10.7s 1913: learn: 0.3952347 test: 0.4209608 best: 0.4209590 (1879) total: 3m 54s remaining: 10.5s 1914: learn: 0.3952346 test: 0.4209606 best: 0.4209590 (1879) total: 3m 54s remaining: 10.4s 1915: learn: 0.3952346 test: 0.4209606 best: 0.4209590 (1879) total: 3m 54s remaining: 10.3s 1916: learn: 0.3952341 test: 0.4209601 best: 0.4209590 (1879) total: 3m 54s remaining: 10.2s 1917: learn: 0.3952341 test: 0.4209600 best: 0.4209590 (1879) total: 3m 55s remaining: 10.1s 1918: learn: 0.3952341 test: 0.4209599 best: 0.4209590 (1879) total: 3m 55s remaining: 9.93s 1919: learn: 0.3952336 test: 0.4209594 best: 0.4209590 (1879) total: 3m 55s remaining: 9.8s 1920: learn: 0.3952336 test: 0.4209593 best: 0.4209590 (1879) total: 3m 55s remaining: 9.68s 1921: learn: 0.3952336 test: 0.4209592 best: 0.4209590 (1879) total: 3m 55s remaining: 9.56s 1922: learn: 0.3952332 test: 0.4209587 best: 0.4209587 (1922) total: 3m 55s remaining: 9.44s 1923: learn: 0.3952331 test: 0.4209587 best: 0.4209587 (1922) total: 3m 55s remaining: 9.31s 1924: learn: 0.3952327 test: 0.4209601 best: 0.4209587 (1922) total: 3m 55s remaining: 9.19s 1925: learn: 0.3952327 test: 0.4209601 best: 0.4209587 (1922) total: 3m 56s remaining: 9.07s 1926: learn: 0.3952327 test: 0.4209600 best: 0.4209587 (1922) total: 3m 56s remaining: 8.95s 1927: learn: 0.3952327 test: 0.4209600 best: 0.4209587 (1922) total: 3m 56s remaining: 8.83s 1928: learn: 0.3952327 test: 0.4209608 best: 0.4209587 (1922) total: 3m 56s remaining: 8.7s 1929: learn: 0.3952327 test: 0.4209607 best: 0.4209587 (1922) total: 3m 56s remaining: 8.58s 1930: learn: 0.3952326 test: 0.4209607 best: 0.4209587 (1922) total: 3m 56s remaining: 8.46s 1931: learn: 0.3952326 test: 0.4209606 best: 0.4209587 (1922) total: 3m 56s remaining: 8.33s 1932: learn: 0.3952326 test: 0.4209605 best: 0.4209587 (1922) total: 3m 56s remaining: 8.21s 1933: learn: 0.3952307 test: 0.4209618 best: 0.4209587 (1922) total: 3m 57s remaining: 8.09s 1934: learn: 0.3952307 test: 0.4209617 best: 0.4209587 (1922) total: 3m 57s remaining: 7.97s 1935: learn: 0.3952307 test: 0.4209617 best: 0.4209587 (1922) total: 3m 57s remaining: 7.84s 1936: learn: 0.3952232 test: 0.4209684 best: 0.4209587 (1922) total: 3m 57s remaining: 7.72s 1937: learn: 0.3952232 test: 0.4209684 best: 0.4209587 (1922) total: 3m 57s remaining: 7.6s 1938: learn: 0.3952229 test: 0.4209703 best: 0.4209587 (1922) total: 3m 57s remaining: 7.48s 1939: learn: 0.3952229 test: 0.4209703 best: 0.4209587 (1922) total: 3m 58s remaining: 7.36s 1940: learn: 0.3952229 test: 0.4209703 best: 0.4209587 (1922) total: 3m 58s remaining: 7.24s 1941: learn: 0.3952229 test: 0.4209704 best: 0.4209587 (1922) total: 3m 58s remaining: 7.12s 1942: learn: 0.3952229 test: 0.4209704 best: 0.4209587 (1922) total: 3m 58s remaining: 7s 1943: learn: 0.3952225 test: 0.4209690 best: 0.4209587 (1922) total: 3m 58s remaining: 6.87s 1944: learn: 0.3952225 test: 0.4209690 best: 0.4209587 (1922) total: 3m 58s remaining: 6.75s 1945: learn: 0.3952225 test: 0.4209689 best: 0.4209587 (1922) total: 3m 58s remaining: 6.63s 1946: learn: 0.3952225 test: 0.4209688 best: 0.4209587 (1922) total: 3m 59s remaining: 6.51s 1947: learn: 0.3952225 test: 0.4209688 best: 0.4209587 (1922) total: 3m 59s remaining: 6.39s 1948: learn: 0.3952225 test: 0.4209688 best: 0.4209587 (1922) total: 3m 59s remaining: 6.26s 1949: learn: 0.3952225 test: 0.4209686 best: 0.4209587 (1922) total: 3m 59s remaining: 6.14s 1950: learn: 0.3952225 test: 0.4209686 best: 0.4209587 (1922) total: 3m 59s remaining: 6.02s 1951: learn: 0.3952225 test: 0.4209686 best: 0.4209587 (1922) total: 3m 59s remaining: 5.9s 1952: learn: 0.3952225 test: 0.4209686 best: 0.4209587 (1922) total: 3m 59s remaining: 5.77s 1953: learn: 0.3952225 test: 0.4209685 best: 0.4209587 (1922) total: 4m remaining: 5.65s 1954: learn: 0.3952221 test: 0.4209686 best: 0.4209587 (1922) total: 4m remaining: 5.53s 1955: learn: 0.3952221 test: 0.4209685 best: 0.4209587 (1922) total: 4m remaining: 5.41s 1956: learn: 0.3952221 test: 0.4209685 best: 0.4209587 (1922) total: 4m remaining: 5.29s 1957: learn: 0.3952221 test: 0.4209684 best: 0.4209587 (1922) total: 4m remaining: 5.16s 1958: learn: 0.3952221 test: 0.4209684 best: 0.4209587 (1922) total: 4m remaining: 5.04s 1959: learn: 0.3952221 test: 0.4209684 best: 0.4209587 (1922) total: 4m 1s remaining: 4.92s 1960: learn: 0.3952221 test: 0.4209684 best: 0.4209587 (1922) total: 4m 1s remaining: 4.79s 1961: learn: 0.3952221 test: 0.4209683 best: 0.4209587 (1922) total: 4m 1s remaining: 4.67s 1962: learn: 0.3952221 test: 0.4209683 best: 0.4209587 (1922) total: 4m 1s remaining: 4.55s 1963: learn: 0.3952220 test: 0.4209694 best: 0.4209587 (1922) total: 4m 1s remaining: 4.43s 1964: learn: 0.3952220 test: 0.4209694 best: 0.4209587 (1922) total: 4m 1s remaining: 4.3s 1965: learn: 0.3952220 test: 0.4209693 best: 0.4209587 (1922) total: 4m 1s remaining: 4.18s 1966: learn: 0.3952220 test: 0.4209693 best: 0.4209587 (1922) total: 4m 1s remaining: 4.06s 1967: learn: 0.3952220 test: 0.4209693 best: 0.4209587 (1922) total: 4m 2s remaining: 3.94s 1968: learn: 0.3952220 test: 0.4209693 best: 0.4209587 (1922) total: 4m 2s remaining: 3.81s 1969: learn: 0.3952219 test: 0.4209707 best: 0.4209587 (1922) total: 4m 2s remaining: 3.69s 1970: learn: 0.3952219 test: 0.4209707 best: 0.4209587 (1922) total: 4m 2s remaining: 3.57s 1971: learn: 0.3952219 test: 0.4209707 best: 0.4209587 (1922) total: 4m 2s remaining: 3.44s 1972: learn: 0.3952219 test: 0.4209708 best: 0.4209587 (1922) total: 4m 2s remaining: 3.32s 1973: learn: 0.3952216 test: 0.4209727 best: 0.4209587 (1922) total: 4m 2s remaining: 3.2s 1974: learn: 0.3952167 test: 0.4209724 best: 0.4209587 (1922) total: 4m 3s remaining: 3.08s 1975: learn: 0.3952166 test: 0.4209733 best: 0.4209587 (1922) total: 4m 3s remaining: 2.95s 1976: learn: 0.3952166 test: 0.4209733 best: 0.4209587 (1922) total: 4m 3s remaining: 2.83s 1977: learn: 0.3952166 test: 0.4209733 best: 0.4209587 (1922) total: 4m 3s remaining: 2.71s 1978: learn: 0.3952166 test: 0.4209733 best: 0.4209587 (1922) total: 4m 3s remaining: 2.59s 1979: learn: 0.3952166 test: 0.4209733 best: 0.4209587 (1922) total: 4m 3s remaining: 2.46s 1980: learn: 0.3952163 test: 0.4209733 best: 0.4209587 (1922) total: 4m 3s remaining: 2.34s 1981: learn: 0.3952163 test: 0.4209733 best: 0.4209587 (1922) total: 4m 4s remaining: 2.22s 1982: learn: 0.3952163 test: 0.4209733 best: 0.4209587 (1922) total: 4m 4s remaining: 2.09s 1983: learn: 0.3952161 test: 0.4209733 best: 0.4209587 (1922) total: 4m 4s remaining: 1.97s 1984: learn: 0.3952161 test: 0.4209733 best: 0.4209587 (1922) total: 4m 4s remaining: 1.85s 1985: learn: 0.3952160 test: 0.4209733 best: 0.4209587 (1922) total: 4m 4s remaining: 1.72s 1986: learn: 0.3952160 test: 0.4209733 best: 0.4209587 (1922) total: 4m 4s remaining: 1.6s 1987: learn: 0.3952160 test: 0.4209733 best: 0.4209587 (1922) total: 4m 4s remaining: 1.48s 1988: learn: 0.3952157 test: 0.4209733 best: 0.4209587 (1922) total: 4m 5s remaining: 1.35s 1989: learn: 0.3952157 test: 0.4209733 best: 0.4209587 (1922) total: 4m 5s remaining: 1.23s 1990: learn: 0.3952157 test: 0.4209732 best: 0.4209587 (1922) total: 4m 5s remaining: 1.11s 1991: learn: 0.3952157 test: 0.4209732 best: 0.4209587 (1922) total: 4m 5s remaining: 986ms 1992: learn: 0.3952157 test: 0.4209732 best: 0.4209587 (1922) total: 4m 5s remaining: 862ms 1993: learn: 0.3952157 test: 0.4209732 best: 0.4209587 (1922) total: 4m 5s remaining: 739ms 1994: learn: 0.3952156 test: 0.4209745 best: 0.4209587 (1922) total: 4m 5s remaining: 616ms 1995: learn: 0.3952156 test: 0.4209745 best: 0.4209587 (1922) total: 4m 5s remaining: 493ms 1996: learn: 0.3952156 test: 0.4209745 best: 0.4209587 (1922) total: 4m 5s remaining: 369ms 1997: learn: 0.3952156 test: 0.4209745 best: 0.4209587 (1922) total: 4m 6s remaining: 246ms 1998: learn: 0.3952156 test: 0.4209745 best: 0.4209587 (1922) total: 4m 6s remaining: 123ms 1999: learn: 0.3952156 test: 0.4209745 best: 0.4209587 (1922) total: 4m 6s remaining: 0us bestTest = 0.4209587151 bestIteration = 1922 Shrink model to first 1923 iterations. [CV] learning_rate=0.1, l2_leaf_reg=1, iterations=2000, depth=8, total= 4.2min [CV] learning_rate=0.1, l2_leaf_reg=1, iterations=2000, depth=8 ...... 0: learn: 4.0351778 test: 4.0366486 best: 4.0366486 (0) total: 142ms remaining: 4m 44s 1: learn: 3.6411331 test: 3.6430127 best: 3.6430127 (1) total: 281ms remaining: 4m 41s 2: learn: 3.2864149 test: 3.2887998 best: 3.2887998 (2) total: 436ms remaining: 4m 50s 3: learn: 2.9683891 test: 2.9710996 best: 2.9710996 (3) total: 518ms remaining: 4m 18s 4: learn: 2.6830671 test: 2.6859719 best: 2.6859719 (4) total: 660ms remaining: 4m 23s 5: learn: 2.4269849 test: 2.4300452 best: 2.4300452 (5) total: 806ms remaining: 4m 27s 6: learn: 2.1974384 test: 2.2007738 best: 2.2007738 (6) total: 962ms remaining: 4m 34s 7: learn: 1.9930011 test: 1.9965282 best: 1.9965282 (7) total: 1.09s remaining: 4m 31s 8: learn: 1.8103315 test: 1.8141289 best: 1.8141289 (8) total: 1.25s remaining: 4m 35s 9: learn: 1.6462891 test: 1.6499314 best: 1.6499314 (9) total: 1.34s remaining: 4m 26s 10: learn: 1.5006795 test: 1.5043203 best: 1.5043203 (10) total: 1.47s remaining: 4m 26s 11: learn: 1.3711214 test: 1.3749489 best: 1.3749489 (11) total: 1.54s remaining: 4m 15s 12: learn: 1.2554433 test: 1.2594106 best: 1.2594106 (12) total: 1.68s remaining: 4m 16s 13: learn: 1.1531606 test: 1.1570963 best: 1.1570963 (13) total: 1.82s remaining: 4m 18s 14: learn: 1.0639610 test: 1.0679120 best: 1.0679120 (14) total: 1.84s remaining: 4m 3s 15: learn: 0.9842547 test: 0.9882680 best: 0.9882680 (15) total: 1.98s remaining: 4m 5s 16: learn: 0.9141787 test: 0.9181540 best: 0.9181540 (16) total: 2.11s remaining: 4m 6s 17: learn: 0.8549176 test: 0.8589899 best: 0.8589899 (17) total: 2.13s remaining: 3m 54s 18: learn: 0.8023578 test: 0.8063974 best: 0.8063974 (18) total: 2.17s remaining: 3m 46s 19: learn: 0.7534424 test: 0.7575229 best: 0.7575229 (19) total: 2.3s remaining: 3m 47s 20: learn: 0.7098212 test: 0.7135468 best: 0.7135468 (20) total: 2.44s remaining: 3m 49s 21: learn: 0.6729573 test: 0.6762163 best: 0.6762163 (21) total: 2.56s remaining: 3m 50s 22: learn: 0.6412538 test: 0.6446636 best: 0.6446636 (22) total: 2.65s remaining: 3m 47s 23: learn: 0.6163301 test: 0.6190596 best: 0.6190596 (23) total: 2.67s remaining: 3m 39s 24: learn: 0.5929481 test: 0.5956406 best: 0.5956406 (24) total: 2.82s remaining: 3m 42s 25: learn: 0.5720294 test: 0.5746214 best: 0.5746214 (25) total: 2.98s remaining: 3m 46s 26: learn: 0.5557188 test: 0.5579696 best: 0.5579696 (26) total: 3.13s remaining: 3m 49s 27: learn: 0.5408745 test: 0.5430841 best: 0.5430841 (27) total: 3.27s remaining: 3m 50s 28: learn: 0.5268515 test: 0.5288217 best: 0.5288217 (28) total: 3.42s remaining: 3m 52s 29: learn: 0.5170133 test: 0.5190023 best: 0.5190023 (29) total: 3.48s remaining: 3m 48s 30: learn: 0.5075792 test: 0.5093141 best: 0.5093141 (30) total: 3.62s remaining: 3m 49s 31: learn: 0.4995812 test: 0.5011714 best: 0.5011714 (31) total: 3.76s remaining: 3m 51s 32: learn: 0.4929605 test: 0.4945223 best: 0.4945223 (32) total: 3.9s remaining: 3m 52s 33: learn: 0.4855494 test: 0.4868909 best: 0.4868909 (33) total: 4.06s remaining: 3m 54s 34: learn: 0.4801290 test: 0.4816802 best: 0.4816802 (34) total: 4.22s remaining: 3m 56s 35: learn: 0.4749737 test: 0.4765921 best: 0.4765921 (35) total: 4.35s remaining: 3m 57s 36: learn: 0.4713592 test: 0.4729562 best: 0.4729562 (36) total: 4.46s remaining: 3m 56s 37: learn: 0.4687847 test: 0.4703864 best: 0.4703864 (37) total: 4.52s remaining: 3m 53s 38: learn: 0.4666736 test: 0.4682553 best: 0.4682553 (38) total: 4.67s remaining: 3m 54s 39: learn: 0.4638684 test: 0.4655275 best: 0.4655275 (39) total: 4.8s remaining: 3m 55s 40: learn: 0.4613394 test: 0.4630813 best: 0.4630813 (40) total: 4.95s remaining: 3m 56s 41: learn: 0.4593397 test: 0.4611437 best: 0.4611437 (41) total: 5.13s remaining: 3m 59s 42: learn: 0.4574931 test: 0.4594295 best: 0.4594295 (42) total: 5.31s remaining: 4m 1s 43: learn: 0.4557875 test: 0.4578678 best: 0.4578678 (43) total: 5.48s remaining: 4m 3s 44: learn: 0.4541465 test: 0.4563659 best: 0.4563659 (44) total: 5.64s remaining: 4m 4s 45: learn: 0.4530263 test: 0.4553616 best: 0.4553616 (45) total: 5.78s remaining: 4m 5s 46: learn: 0.4517660 test: 0.4542332 best: 0.4542332 (46) total: 5.93s remaining: 4m 6s 47: learn: 0.4507160 test: 0.4532750 best: 0.4532750 (47) total: 6.11s remaining: 4m 8s 48: learn: 0.4494730 test: 0.4522647 best: 0.4522647 (48) total: 6.31s remaining: 4m 11s 49: learn: 0.4477878 test: 0.4507119 best: 0.4507119 (49) total: 6.46s remaining: 4m 11s 50: learn: 0.4461057 test: 0.4492132 best: 0.4492132 (50) total: 6.62s remaining: 4m 12s 51: learn: 0.4438914 test: 0.4470756 best: 0.4470756 (51) total: 6.76s remaining: 4m 13s 52: learn: 0.4433350 test: 0.4465274 best: 0.4465274 (52) total: 6.81s remaining: 4m 10s 53: learn: 0.4431382 test: 0.4463218 best: 0.4463218 (53) total: 6.86s remaining: 4m 7s 54: learn: 0.4423848 test: 0.4457361 best: 0.4457361 (54) total: 7s remaining: 4m 7s 55: learn: 0.4412352 test: 0.4448740 best: 0.4448740 (55) total: 7.16s remaining: 4m 8s 56: learn: 0.4397923 test: 0.4433418 best: 0.4433418 (56) total: 7.3s remaining: 4m 8s 57: learn: 0.4394675 test: 0.4430510 best: 0.4430510 (57) total: 7.41s remaining: 4m 8s 58: learn: 0.4394109 test: 0.4430145 best: 0.4430145 (58) total: 7.47s remaining: 4m 5s 59: learn: 0.4381294 test: 0.4418203 best: 0.4418203 (59) total: 7.62s remaining: 4m 6s 60: learn: 0.4380845 test: 0.4417839 best: 0.4417839 (60) total: 7.65s remaining: 4m 3s 61: learn: 0.4374211 test: 0.4410897 best: 0.4410897 (61) total: 7.82s remaining: 4m 4s 62: learn: 0.4367436 test: 0.4405194 best: 0.4405194 (62) total: 7.98s remaining: 4m 5s 63: learn: 0.4362891 test: 0.4401498 best: 0.4401498 (63) total: 8.13s remaining: 4m 5s 64: learn: 0.4362725 test: 0.4401290 best: 0.4401290 (64) total: 8.16s remaining: 4m 2s 65: learn: 0.4362561 test: 0.4401228 best: 0.4401228 (65) total: 8.2s remaining: 4m 66: learn: 0.4362096 test: 0.4400722 best: 0.4400722 (66) total: 8.23s remaining: 3m 57s 67: learn: 0.4360579 test: 0.4400503 best: 0.4400503 (67) total: 8.37s remaining: 3m 57s 68: learn: 0.4359472 test: 0.4399326 best: 0.4399326 (68) total: 8.46s remaining: 3m 56s 69: learn: 0.4356385 test: 0.4397366 best: 0.4397366 (69) total: 8.53s remaining: 3m 55s 70: learn: 0.4356257 test: 0.4397384 best: 0.4397366 (69) total: 8.58s remaining: 3m 53s 71: learn: 0.4354577 test: 0.4396796 best: 0.4396796 (71) total: 8.72s remaining: 3m 53s 72: learn: 0.4354376 test: 0.4396630 best: 0.4396630 (72) total: 8.78s remaining: 3m 51s 73: learn: 0.4348983 test: 0.4393103 best: 0.4393103 (73) total: 8.93s remaining: 3m 52s 74: learn: 0.4347051 test: 0.4391751 best: 0.4391751 (74) total: 9.09s remaining: 3m 53s 75: learn: 0.4346770 test: 0.4391905 best: 0.4391751 (74) total: 9.14s remaining: 3m 51s 76: learn: 0.4345065 test: 0.4391299 best: 0.4391299 (76) total: 9.21s remaining: 3m 50s 77: learn: 0.4344957 test: 0.4391240 best: 0.4391240 (77) total: 9.26s remaining: 3m 48s 78: learn: 0.4334546 test: 0.4379464 best: 0.4379464 (78) total: 9.38s remaining: 3m 48s 79: learn: 0.4334538 test: 0.4379452 best: 0.4379452 (79) total: 9.41s remaining: 3m 45s 80: learn: 0.4331301 test: 0.4376566 best: 0.4376566 (80) total: 9.54s remaining: 3m 46s 81: learn: 0.4331286 test: 0.4376525 best: 0.4376525 (81) total: 9.57s remaining: 3m 43s 82: learn: 0.4325938 test: 0.4372896 best: 0.4372896 (82) total: 9.71s remaining: 3m 44s 83: learn: 0.4325889 test: 0.4372874 best: 0.4372874 (83) total: 9.74s remaining: 3m 42s 84: learn: 0.4325693 test: 0.4372869 best: 0.4372869 (84) total: 9.77s remaining: 3m 40s 85: learn: 0.4315630 test: 0.4364889 best: 0.4364889 (85) total: 9.92s remaining: 3m 40s 86: learn: 0.4315600 test: 0.4364867 best: 0.4364867 (86) total: 9.96s remaining: 3m 38s 87: learn: 0.4315496 test: 0.4364749 best: 0.4364749 (87) total: 10s remaining: 3m 37s 88: learn: 0.4310832 test: 0.4360812 best: 0.4360812 (88) total: 10.2s remaining: 3m 38s 89: learn: 0.4304786 test: 0.4357387 best: 0.4357387 (89) total: 10.4s remaining: 3m 40s 90: learn: 0.4304779 test: 0.4357368 best: 0.4357368 (90) total: 10.4s remaining: 3m 38s 91: learn: 0.4304099 test: 0.4356746 best: 0.4356746 (91) total: 10.6s remaining: 3m 39s 92: learn: 0.4304094 test: 0.4356731 best: 0.4356731 (92) total: 10.6s remaining: 3m 37s 93: learn: 0.4303684 test: 0.4356867 best: 0.4356731 (92) total: 10.7s remaining: 3m 36s 94: learn: 0.4303661 test: 0.4356844 best: 0.4356731 (92) total: 10.7s remaining: 3m 34s 95: learn: 0.4303636 test: 0.4356824 best: 0.4356731 (92) total: 10.8s remaining: 3m 33s 96: learn: 0.4303587 test: 0.4356724 best: 0.4356724 (96) total: 10.9s remaining: 3m 33s 97: learn: 0.4303471 test: 0.4356699 best: 0.4356699 (97) total: 11s remaining: 3m 32s 98: learn: 0.4303241 test: 0.4356558 best: 0.4356558 (98) total: 11.1s remaining: 3m 32s 99: learn: 0.4303229 test: 0.4356548 best: 0.4356548 (99) total: 11.1s remaining: 3m 30s 100: learn: 0.4303135 test: 0.4356491 best: 0.4356491 (100) total: 11.2s remaining: 3m 30s 101: learn: 0.4303109 test: 0.4356492 best: 0.4356491 (100) total: 11.3s remaining: 3m 29s 102: learn: 0.4303106 test: 0.4356501 best: 0.4356491 (100) total: 11.3s remaining: 3m 28s 103: learn: 0.4302963 test: 0.4356615 best: 0.4356491 (100) total: 11.3s remaining: 3m 26s 104: learn: 0.4302948 test: 0.4356616 best: 0.4356491 (100) total: 11.4s remaining: 3m 25s 105: learn: 0.4302443 test: 0.4356253 best: 0.4356253 (105) total: 11.5s remaining: 3m 25s 106: learn: 0.4302169 test: 0.4356410 best: 0.4356253 (105) total: 11.6s remaining: 3m 24s 107: learn: 0.4302051 test: 0.4356543 best: 0.4356253 (105) total: 11.6s remaining: 3m 23s 108: learn: 0.4301965 test: 0.4356503 best: 0.4356253 (105) total: 11.7s remaining: 3m 22s 109: learn: 0.4297551 test: 0.4353117 best: 0.4353117 (109) total: 11.8s remaining: 3m 23s 110: learn: 0.4297497 test: 0.4353104 best: 0.4353104 (110) total: 11.9s remaining: 3m 22s 111: learn: 0.4297429 test: 0.4353065 best: 0.4353065 (111) total: 12s remaining: 3m 22s 112: learn: 0.4285167 test: 0.4342589 best: 0.4342589 (112) total: 12.2s remaining: 3m 23s 113: learn: 0.4285167 test: 0.4342590 best: 0.4342589 (112) total: 12.2s remaining: 3m 22s 114: learn: 0.4284727 test: 0.4342535 best: 0.4342535 (114) total: 12.3s remaining: 3m 21s 115: learn: 0.4278495 test: 0.4337793 best: 0.4337793 (115) total: 12.5s remaining: 3m 22s 116: learn: 0.4278480 test: 0.4337782 best: 0.4337782 (116) total: 12.5s remaining: 3m 21s 117: learn: 0.4269895 test: 0.4329232 best: 0.4329232 (117) total: 12.7s remaining: 3m 22s 118: learn: 0.4269539 test: 0.4329232 best: 0.4329232 (118) total: 12.8s remaining: 3m 22s 119: learn: 0.4269423 test: 0.4329229 best: 0.4329229 (119) total: 12.9s remaining: 3m 22s 120: learn: 0.4269267 test: 0.4329364 best: 0.4329229 (119) total: 13s remaining: 3m 21s 121: learn: 0.4269265 test: 0.4329364 best: 0.4329229 (119) total: 13s remaining: 3m 20s 122: learn: 0.4267388 test: 0.4328642 best: 0.4328642 (122) total: 13.1s remaining: 3m 20s 123: learn: 0.4267374 test: 0.4328641 best: 0.4328641 (123) total: 13.3s remaining: 3m 20s 124: learn: 0.4262836 test: 0.4325429 best: 0.4325429 (124) total: 13.4s remaining: 3m 21s 125: learn: 0.4262817 test: 0.4325429 best: 0.4325429 (124) total: 13.5s remaining: 3m 20s 126: learn: 0.4262445 test: 0.4325427 best: 0.4325427 (126) total: 13.6s remaining: 3m 20s 127: learn: 0.4262392 test: 0.4325436 best: 0.4325427 (126) total: 13.7s remaining: 3m 20s 128: learn: 0.4262085 test: 0.4325714 best: 0.4325427 (126) total: 13.9s remaining: 3m 21s 129: learn: 0.4261999 test: 0.4325860 best: 0.4325427 (126) total: 13.9s remaining: 3m 20s 130: learn: 0.4261911 test: 0.4326004 best: 0.4325427 (126) total: 14s remaining: 3m 19s 131: learn: 0.4261899 test: 0.4326006 best: 0.4325427 (126) total: 14s remaining: 3m 17s 132: learn: 0.4261897 test: 0.4326006 best: 0.4325427 (126) total: 14s remaining: 3m 16s 133: learn: 0.4260046 test: 0.4324611 best: 0.4324611 (133) total: 14.1s remaining: 3m 16s 134: learn: 0.4258523 test: 0.4324160 best: 0.4324160 (134) total: 14.3s remaining: 3m 17s 135: learn: 0.4258451 test: 0.4324300 best: 0.4324160 (134) total: 14.3s remaining: 3m 16s 136: learn: 0.4258447 test: 0.4324295 best: 0.4324160 (134) total: 14.4s remaining: 3m 15s 137: learn: 0.4258437 test: 0.4324287 best: 0.4324160 (134) total: 14.4s remaining: 3m 14s 138: learn: 0.4258434 test: 0.4324287 best: 0.4324160 (134) total: 14.5s remaining: 3m 13s 139: learn: 0.4258427 test: 0.4324283 best: 0.4324160 (134) total: 14.5s remaining: 3m 12s 140: learn: 0.4258366 test: 0.4324418 best: 0.4324160 (134) total: 14.5s remaining: 3m 11s 141: learn: 0.4258041 test: 0.4324713 best: 0.4324160 (134) total: 14.7s remaining: 3m 12s 142: learn: 0.4257711 test: 0.4325156 best: 0.4324160 (134) total: 14.9s remaining: 3m 12s 143: learn: 0.4257709 test: 0.4325156 best: 0.4324160 (134) total: 14.9s remaining: 3m 11s 144: learn: 0.4257662 test: 0.4325166 best: 0.4324160 (134) total: 15s remaining: 3m 11s 145: learn: 0.4257660 test: 0.4325166 best: 0.4324160 (134) total: 15s remaining: 3m 11s 146: learn: 0.4257456 test: 0.4325087 best: 0.4324160 (134) total: 15.2s remaining: 3m 11s 147: learn: 0.4252087 test: 0.4320059 best: 0.4320059 (147) total: 15.3s remaining: 3m 11s 148: learn: 0.4243606 test: 0.4312531 best: 0.4312531 (148) total: 15.5s remaining: 3m 12s 149: learn: 0.4243525 test: 0.4312706 best: 0.4312531 (148) total: 15.6s remaining: 3m 12s 150: learn: 0.4243010 test: 0.4312423 best: 0.4312423 (150) total: 15.8s remaining: 3m 12s 151: learn: 0.4242979 test: 0.4312484 best: 0.4312423 (150) total: 15.8s remaining: 3m 12s 152: learn: 0.4242739 test: 0.4312601 best: 0.4312423 (150) total: 16s remaining: 3m 12s 153: learn: 0.4242171 test: 0.4312284 best: 0.4312284 (153) total: 16.1s remaining: 3m 13s 154: learn: 0.4242126 test: 0.4312420 best: 0.4312284 (153) total: 16.2s remaining: 3m 12s 155: learn: 0.4241963 test: 0.4312604 best: 0.4312284 (153) total: 16.3s remaining: 3m 13s 156: learn: 0.4241877 test: 0.4312611 best: 0.4312284 (153) total: 16.5s remaining: 3m 13s 157: learn: 0.4241617 test: 0.4312556 best: 0.4312284 (153) total: 16.7s remaining: 3m 14s 158: learn: 0.4241578 test: 0.4312555 best: 0.4312284 (153) total: 16.8s remaining: 3m 14s 159: learn: 0.4241208 test: 0.4312884 best: 0.4312284 (153) total: 17s remaining: 3m 15s 160: learn: 0.4241181 test: 0.4312889 best: 0.4312284 (153) total: 17s remaining: 3m 14s 161: learn: 0.4241178 test: 0.4312889 best: 0.4312284 (153) total: 17s remaining: 3m 13s 162: learn: 0.4241128 test: 0.4313031 best: 0.4312284 (153) total: 17.1s remaining: 3m 12s 163: learn: 0.4241102 test: 0.4313164 best: 0.4312284 (153) total: 17.2s remaining: 3m 12s 164: learn: 0.4241090 test: 0.4313163 best: 0.4312284 (153) total: 17.3s remaining: 3m 12s 165: learn: 0.4241061 test: 0.4313149 best: 0.4312284 (153) total: 17.4s remaining: 3m 12s 166: learn: 0.4240986 test: 0.4313121 best: 0.4312284 (153) total: 17.6s remaining: 3m 13s 167: learn: 0.4240974 test: 0.4313120 best: 0.4312284 (153) total: 17.7s remaining: 3m 13s 168: learn: 0.4240934 test: 0.4313233 best: 0.4312284 (153) total: 17.8s remaining: 3m 12s 169: learn: 0.4240826 test: 0.4313232 best: 0.4312284 (153) total: 17.9s remaining: 3m 12s 170: learn: 0.4240692 test: 0.4313305 best: 0.4312284 (153) total: 18s remaining: 3m 13s 171: learn: 0.4240684 test: 0.4313304 best: 0.4312284 (153) total: 18.2s remaining: 3m 13s 172: learn: 0.4240647 test: 0.4313426 best: 0.4312284 (153) total: 18.3s remaining: 3m 13s 173: learn: 0.4234183 test: 0.4307272 best: 0.4307272 (173) total: 18.5s remaining: 3m 13s 174: learn: 0.4232957 test: 0.4307012 best: 0.4307012 (174) total: 18.6s remaining: 3m 14s 175: learn: 0.4232837 test: 0.4307238 best: 0.4307012 (174) total: 18.8s remaining: 3m 14s 176: learn: 0.4232824 test: 0.4307233 best: 0.4307012 (174) total: 18.9s remaining: 3m 14s 177: learn: 0.4232796 test: 0.4307366 best: 0.4307012 (174) total: 19.1s remaining: 3m 15s 178: learn: 0.4232746 test: 0.4307560 best: 0.4307012 (174) total: 19.2s remaining: 3m 15s 179: learn: 0.4232729 test: 0.4307675 best: 0.4307012 (174) total: 19.3s remaining: 3m 14s 180: learn: 0.4232728 test: 0.4307675 best: 0.4307012 (174) total: 19.3s remaining: 3m 14s 181: learn: 0.4232701 test: 0.4307774 best: 0.4307012 (174) total: 19.4s remaining: 3m 13s 182: learn: 0.4232675 test: 0.4307772 best: 0.4307012 (174) total: 19.5s remaining: 3m 13s 183: learn: 0.4232447 test: 0.4307837 best: 0.4307012 (174) total: 19.6s remaining: 3m 13s 184: learn: 0.4232432 test: 0.4307938 best: 0.4307012 (174) total: 19.7s remaining: 3m 12s 185: learn: 0.4232427 test: 0.4307936 best: 0.4307012 (174) total: 19.8s remaining: 3m 12s 186: learn: 0.4231947 test: 0.4307820 best: 0.4307012 (174) total: 19.9s remaining: 3m 13s 187: learn: 0.4231799 test: 0.4308102 best: 0.4307012 (174) total: 20.1s remaining: 3m 13s 188: learn: 0.4231712 test: 0.4308254 best: 0.4307012 (174) total: 20.2s remaining: 3m 13s 189: learn: 0.4231618 test: 0.4308555 best: 0.4307012 (174) total: 20.4s remaining: 3m 14s 190: learn: 0.4231604 test: 0.4308647 best: 0.4307012 (174) total: 20.5s remaining: 3m 14s 191: learn: 0.4231567 test: 0.4308643 best: 0.4307012 (174) total: 20.7s remaining: 3m 14s 192: learn: 0.4231459 test: 0.4308600 best: 0.4307012 (174) total: 20.8s remaining: 3m 15s 193: learn: 0.4231010 test: 0.4308815 best: 0.4307012 (174) total: 21s remaining: 3m 15s 194: learn: 0.4230940 test: 0.4308944 best: 0.4307012 (174) total: 21.2s remaining: 3m 15s 195: learn: 0.4230915 test: 0.4308948 best: 0.4307012 (174) total: 21.3s remaining: 3m 15s 196: learn: 0.4230833 test: 0.4309223 best: 0.4307012 (174) total: 21.4s remaining: 3m 16s 197: learn: 0.4230497 test: 0.4309217 best: 0.4307012 (174) total: 21.6s remaining: 3m 16s 198: learn: 0.4230451 test: 0.4309322 best: 0.4307012 (174) total: 21.7s remaining: 3m 16s 199: learn: 0.4230429 test: 0.4309322 best: 0.4307012 (174) total: 21.8s remaining: 3m 16s 200: learn: 0.4230381 test: 0.4309424 best: 0.4307012 (174) total: 22.1s remaining: 3m 17s 201: learn: 0.4230373 test: 0.4309480 best: 0.4307012 (174) total: 22.3s remaining: 3m 18s 202: learn: 0.4222952 test: 0.4301606 best: 0.4301606 (202) total: 22.5s remaining: 3m 18s 203: learn: 0.4222944 test: 0.4301606 best: 0.4301606 (202) total: 22.5s remaining: 3m 18s 204: learn: 0.4222898 test: 0.4301793 best: 0.4301606 (202) total: 22.7s remaining: 3m 18s 205: learn: 0.4222837 test: 0.4302045 best: 0.4301606 (202) total: 22.8s remaining: 3m 18s 206: learn: 0.4221877 test: 0.4302281 best: 0.4301606 (202) total: 23s remaining: 3m 18s 207: learn: 0.4221859 test: 0.4302277 best: 0.4301606 (202) total: 23.1s remaining: 3m 19s 208: learn: 0.4221846 test: 0.4302272 best: 0.4301606 (202) total: 23.2s remaining: 3m 18s 209: learn: 0.4221832 test: 0.4302267 best: 0.4301606 (202) total: 23.3s remaining: 3m 18s 210: learn: 0.4221819 test: 0.4302272 best: 0.4301606 (202) total: 23.5s remaining: 3m 18s 211: learn: 0.4221791 test: 0.4302338 best: 0.4301606 (202) total: 23.6s remaining: 3m 19s 212: learn: 0.4221779 test: 0.4302345 best: 0.4301606 (202) total: 23.8s remaining: 3m 19s 213: learn: 0.4221778 test: 0.4302343 best: 0.4301606 (202) total: 23.8s remaining: 3m 18s 214: learn: 0.4221777 test: 0.4302341 best: 0.4301606 (202) total: 24s remaining: 3m 18s 215: learn: 0.4221724 test: 0.4302241 best: 0.4301606 (202) total: 24.1s remaining: 3m 19s 216: learn: 0.4221706 test: 0.4302238 best: 0.4301606 (202) total: 24.3s remaining: 3m 19s 217: learn: 0.4221692 test: 0.4302236 best: 0.4301606 (202) total: 24.4s remaining: 3m 19s 218: learn: 0.4221603 test: 0.4302503 best: 0.4301606 (202) total: 24.6s remaining: 3m 19s 219: learn: 0.4221592 test: 0.4302511 best: 0.4301606 (202) total: 24.7s remaining: 3m 19s 220: learn: 0.4221551 test: 0.4302637 best: 0.4301606 (202) total: 24.9s remaining: 3m 20s 221: learn: 0.4221520 test: 0.4302818 best: 0.4301606 (202) total: 25s remaining: 3m 20s 222: learn: 0.4221482 test: 0.4302936 best: 0.4301606 (202) total: 25.2s remaining: 3m 20s 223: learn: 0.4220234 test: 0.4302052 best: 0.4301606 (202) total: 25.3s remaining: 3m 20s 224: learn: 0.4220189 test: 0.4302271 best: 0.4301606 (202) total: 25.5s remaining: 3m 20s 225: learn: 0.4220163 test: 0.4302273 best: 0.4301606 (202) total: 25.6s remaining: 3m 21s 226: learn: 0.4214520 test: 0.4297603 best: 0.4297603 (226) total: 25.8s remaining: 3m 21s 227: learn: 0.4214484 test: 0.4297809 best: 0.4297603 (226) total: 25.9s remaining: 3m 21s 228: learn: 0.4214454 test: 0.4298003 best: 0.4297603 (226) total: 26.1s remaining: 3m 21s 229: learn: 0.4214182 test: 0.4297810 best: 0.4297603 (226) total: 26.2s remaining: 3m 21s 230: learn: 0.4214082 test: 0.4298088 best: 0.4297603 (226) total: 26.4s remaining: 3m 22s 231: learn: 0.4214053 test: 0.4298259 best: 0.4297603 (226) total: 26.5s remaining: 3m 22s 232: learn: 0.4214049 test: 0.4298262 best: 0.4297603 (226) total: 26.7s remaining: 3m 22s 233: learn: 0.4214008 test: 0.4298337 best: 0.4297603 (226) total: 26.8s remaining: 3m 22s 234: learn: 0.4212668 test: 0.4297675 best: 0.4297603 (226) total: 26.9s remaining: 3m 22s 235: learn: 0.4212654 test: 0.4297737 best: 0.4297603 (226) total: 27.1s remaining: 3m 22s 236: learn: 0.4212649 test: 0.4297737 best: 0.4297603 (226) total: 27.3s remaining: 3m 22s 237: learn: 0.4212564 test: 0.4297761 best: 0.4297603 (226) total: 27.4s remaining: 3m 22s 238: learn: 0.4212540 test: 0.4297778 best: 0.4297603 (226) total: 27.6s remaining: 3m 23s 239: learn: 0.4212486 test: 0.4297787 best: 0.4297603 (226) total: 27.7s remaining: 3m 23s 240: learn: 0.4212478 test: 0.4297787 best: 0.4297603 (226) total: 27.8s remaining: 3m 23s 241: learn: 0.4212461 test: 0.4297787 best: 0.4297603 (226) total: 28s remaining: 3m 23s 242: learn: 0.4212430 test: 0.4297852 best: 0.4297603 (226) total: 28.1s remaining: 3m 23s 243: learn: 0.4212346 test: 0.4298102 best: 0.4297603 (226) total: 28.3s remaining: 3m 23s 244: learn: 0.4212155 test: 0.4298187 best: 0.4297603 (226) total: 28.4s remaining: 3m 23s 245: learn: 0.4212058 test: 0.4298189 best: 0.4297603 (226) total: 28.6s remaining: 3m 23s 246: learn: 0.4211727 test: 0.4297967 best: 0.4297603 (226) total: 28.7s remaining: 3m 23s 247: learn: 0.4211682 test: 0.4297891 best: 0.4297603 (226) total: 28.8s remaining: 3m 23s 248: learn: 0.4211659 test: 0.4297892 best: 0.4297603 (226) total: 29s remaining: 3m 23s 249: learn: 0.4211353 test: 0.4297895 best: 0.4297603 (226) total: 29.1s remaining: 3m 23s 250: learn: 0.4211338 test: 0.4297883 best: 0.4297603 (226) total: 29.3s remaining: 3m 24s 251: learn: 0.4211316 test: 0.4297884 best: 0.4297603 (226) total: 29.4s remaining: 3m 24s 252: learn: 0.4211278 test: 0.4298033 best: 0.4297603 (226) total: 29.6s remaining: 3m 24s 253: learn: 0.4211270 test: 0.4298033 best: 0.4297603 (226) total: 29.7s remaining: 3m 24s 254: learn: 0.4210477 test: 0.4297740 best: 0.4297603 (226) total: 29.9s remaining: 3m 24s 255: learn: 0.4210451 test: 0.4297796 best: 0.4297603 (226) total: 30s remaining: 3m 24s 256: learn: 0.4210422 test: 0.4297934 best: 0.4297603 (226) total: 30.2s remaining: 3m 24s 257: learn: 0.4210332 test: 0.4297934 best: 0.4297603 (226) total: 30.3s remaining: 3m 24s 258: learn: 0.4210320 test: 0.4297934 best: 0.4297603 (226) total: 30.5s remaining: 3m 24s 259: learn: 0.4210085 test: 0.4297937 best: 0.4297603 (226) total: 30.6s remaining: 3m 24s 260: learn: 0.4208175 test: 0.4296860 best: 0.4296860 (260) total: 30.8s remaining: 3m 24s 261: learn: 0.4207363 test: 0.4296699 best: 0.4296699 (261) total: 30.9s remaining: 3m 25s 262: learn: 0.4207295 test: 0.4296700 best: 0.4296699 (261) total: 31.1s remaining: 3m 25s 263: learn: 0.4207288 test: 0.4296709 best: 0.4296699 (261) total: 31.2s remaining: 3m 25s 264: learn: 0.4207279 test: 0.4296708 best: 0.4296699 (261) total: 31.4s remaining: 3m 25s 265: learn: 0.4200955 test: 0.4291610 best: 0.4291610 (265) total: 31.5s remaining: 3m 25s 266: learn: 0.4200616 test: 0.4291669 best: 0.4291610 (265) total: 31.7s remaining: 3m 25s 267: learn: 0.4196479 test: 0.4288620 best: 0.4288620 (267) total: 31.8s remaining: 3m 25s 268: learn: 0.4196398 test: 0.4288622 best: 0.4288620 (267) total: 31.9s remaining: 3m 25s 269: learn: 0.4196387 test: 0.4288624 best: 0.4288620 (267) total: 32s remaining: 3m 24s 270: learn: 0.4196323 test: 0.4288625 best: 0.4288620 (267) total: 32.1s remaining: 3m 25s 271: learn: 0.4194721 test: 0.4287892 best: 0.4287892 (271) total: 32.3s remaining: 3m 25s 272: learn: 0.4194716 test: 0.4287892 best: 0.4287892 (272) total: 32.4s remaining: 3m 24s 273: learn: 0.4194657 test: 0.4287893 best: 0.4287892 (272) total: 32.6s remaining: 3m 25s 274: learn: 0.4194635 test: 0.4287827 best: 0.4287827 (274) total: 32.7s remaining: 3m 25s 275: learn: 0.4194634 test: 0.4287827 best: 0.4287827 (274) total: 32.8s remaining: 3m 24s 276: learn: 0.4194617 test: 0.4287956 best: 0.4287827 (274) total: 32.9s remaining: 3m 24s 277: learn: 0.4194612 test: 0.4287956 best: 0.4287827 (274) total: 33.1s remaining: 3m 24s 278: learn: 0.4194582 test: 0.4288074 best: 0.4287827 (274) total: 33.2s remaining: 3m 25s 279: learn: 0.4194564 test: 0.4288077 best: 0.4287827 (274) total: 33.4s remaining: 3m 25s 280: learn: 0.4194558 test: 0.4288076 best: 0.4287827 (274) total: 33.5s remaining: 3m 25s 281: learn: 0.4194552 test: 0.4288076 best: 0.4287827 (274) total: 33.6s remaining: 3m 24s 282: learn: 0.4194508 test: 0.4288077 best: 0.4287827 (274) total: 33.8s remaining: 3m 24s 283: learn: 0.4188505 test: 0.4283361 best: 0.4283361 (283) total: 33.9s remaining: 3m 25s 284: learn: 0.4185011 test: 0.4282231 best: 0.4282231 (284) total: 34.1s remaining: 3m 25s 285: learn: 0.4184987 test: 0.4282341 best: 0.4282231 (284) total: 34.2s remaining: 3m 25s 286: learn: 0.4184980 test: 0.4282370 best: 0.4282231 (284) total: 34.4s remaining: 3m 25s 287: learn: 0.4184570 test: 0.4281820 best: 0.4281820 (287) total: 34.5s remaining: 3m 25s 288: learn: 0.4184565 test: 0.4281820 best: 0.4281820 (287) total: 34.7s remaining: 3m 25s 289: learn: 0.4184544 test: 0.4281924 best: 0.4281820 (287) total: 34.8s remaining: 3m 25s 290: learn: 0.4184013 test: 0.4281619 best: 0.4281619 (290) total: 35s remaining: 3m 25s 291: learn: 0.4183994 test: 0.4281618 best: 0.4281618 (291) total: 35.1s remaining: 3m 25s 292: learn: 0.4183988 test: 0.4281618 best: 0.4281618 (292) total: 35.3s remaining: 3m 25s 293: learn: 0.4183968 test: 0.4281708 best: 0.4281618 (292) total: 35.4s remaining: 3m 25s 294: learn: 0.4183952 test: 0.4281709 best: 0.4281618 (292) total: 35.6s remaining: 3m 25s 295: learn: 0.4183823 test: 0.4281701 best: 0.4281618 (292) total: 35.7s remaining: 3m 25s 296: learn: 0.4183780 test: 0.4281702 best: 0.4281618 (292) total: 35.9s remaining: 3m 25s 297: learn: 0.4183743 test: 0.4281756 best: 0.4281618 (292) total: 36s remaining: 3m 25s 298: learn: 0.4183720 test: 0.4281757 best: 0.4281618 (292) total: 36.1s remaining: 3m 25s 299: learn: 0.4183714 test: 0.4281757 best: 0.4281618 (292) total: 36.3s remaining: 3m 25s 300: learn: 0.4183710 test: 0.4281757 best: 0.4281618 (292) total: 36.4s remaining: 3m 25s 301: learn: 0.4183671 test: 0.4281921 best: 0.4281618 (292) total: 36.6s remaining: 3m 25s 302: learn: 0.4183662 test: 0.4281909 best: 0.4281618 (292) total: 36.7s remaining: 3m 25s 303: learn: 0.4183641 test: 0.4281874 best: 0.4281618 (292) total: 36.8s remaining: 3m 25s 304: learn: 0.4183631 test: 0.4281922 best: 0.4281618 (292) total: 37s remaining: 3m 25s 305: learn: 0.4183630 test: 0.4281917 best: 0.4281618 (292) total: 37s remaining: 3m 25s 306: learn: 0.4183366 test: 0.4281836 best: 0.4281618 (292) total: 37.2s remaining: 3m 25s 307: learn: 0.4183358 test: 0.4281837 best: 0.4281618 (292) total: 37.4s remaining: 3m 25s 308: learn: 0.4183196 test: 0.4281838 best: 0.4281618 (292) total: 37.5s remaining: 3m 25s 309: learn: 0.4183190 test: 0.4281855 best: 0.4281618 (292) total: 37.7s remaining: 3m 25s 310: learn: 0.4183183 test: 0.4281849 best: 0.4281618 (292) total: 37.8s remaining: 3m 25s 311: learn: 0.4183154 test: 0.4281849 best: 0.4281618 (292) total: 38s remaining: 3m 25s 312: learn: 0.4183142 test: 0.4281862 best: 0.4281618 (292) total: 38.1s remaining: 3m 25s 313: learn: 0.4183139 test: 0.4281867 best: 0.4281618 (292) total: 38.3s remaining: 3m 25s 314: learn: 0.4183121 test: 0.4281873 best: 0.4281618 (292) total: 38.5s remaining: 3m 25s 315: learn: 0.4183118 test: 0.4281874 best: 0.4281618 (292) total: 38.6s remaining: 3m 25s 316: learn: 0.4183110 test: 0.4281885 best: 0.4281618 (292) total: 38.7s remaining: 3m 25s 317: learn: 0.4183099 test: 0.4281885 best: 0.4281618 (292) total: 38.8s remaining: 3m 25s 318: learn: 0.4183095 test: 0.4281886 best: 0.4281618 (292) total: 38.9s remaining: 3m 25s 319: learn: 0.4183093 test: 0.4281900 best: 0.4281618 (292) total: 39s remaining: 3m 24s 320: learn: 0.4183090 test: 0.4281913 best: 0.4281618 (292) total: 39.1s remaining: 3m 24s 321: learn: 0.4183072 test: 0.4281880 best: 0.4281618 (292) total: 39.2s remaining: 3m 24s 322: learn: 0.4183009 test: 0.4281735 best: 0.4281618 (292) total: 39.4s remaining: 3m 24s 323: learn: 0.4183002 test: 0.4281735 best: 0.4281618 (292) total: 39.5s remaining: 3m 24s 324: learn: 0.4182962 test: 0.4282115 best: 0.4281618 (292) total: 39.6s remaining: 3m 24s 325: learn: 0.4182875 test: 0.4282114 best: 0.4281618 (292) total: 39.7s remaining: 3m 24s 326: learn: 0.4182875 test: 0.4282114 best: 0.4281618 (292) total: 39.8s remaining: 3m 23s 327: learn: 0.4182871 test: 0.4282114 best: 0.4281618 (292) total: 39.9s remaining: 3m 23s 328: learn: 0.4182856 test: 0.4282113 best: 0.4281618 (292) total: 40.1s remaining: 3m 23s 329: learn: 0.4182838 test: 0.4282111 best: 0.4281618 (292) total: 40.2s remaining: 3m 23s 330: learn: 0.4182829 test: 0.4282112 best: 0.4281618 (292) total: 40.3s remaining: 3m 23s 331: learn: 0.4182823 test: 0.4282111 best: 0.4281618 (292) total: 40.5s remaining: 3m 23s 332: learn: 0.4182769 test: 0.4282111 best: 0.4281618 (292) total: 40.6s remaining: 3m 23s 333: learn: 0.4182756 test: 0.4282174 best: 0.4281618 (292) total: 40.8s remaining: 3m 23s 334: learn: 0.4182650 test: 0.4282039 best: 0.4281618 (292) total: 40.9s remaining: 3m 23s 335: learn: 0.4182607 test: 0.4282005 best: 0.4281618 (292) total: 41s remaining: 3m 23s 336: learn: 0.4182605 test: 0.4281999 best: 0.4281618 (292) total: 41.2s remaining: 3m 23s 337: learn: 0.4182590 test: 0.4281999 best: 0.4281618 (292) total: 41.3s remaining: 3m 23s 338: learn: 0.4182589 test: 0.4281994 best: 0.4281618 (292) total: 41.4s remaining: 3m 22s 339: learn: 0.4180030 test: 0.4280252 best: 0.4280252 (339) total: 41.5s remaining: 3m 22s 340: learn: 0.4180024 test: 0.4280252 best: 0.4280252 (340) total: 41.7s remaining: 3m 22s 341: learn: 0.4179908 test: 0.4280252 best: 0.4280252 (340) total: 41.8s remaining: 3m 22s 342: learn: 0.4179863 test: 0.4280256 best: 0.4280252 (340) total: 41.9s remaining: 3m 22s 343: learn: 0.4179813 test: 0.4280256 best: 0.4280252 (340) total: 42.1s remaining: 3m 22s 344: learn: 0.4179806 test: 0.4280239 best: 0.4280239 (344) total: 42.2s remaining: 3m 22s 345: learn: 0.4179715 test: 0.4280240 best: 0.4280239 (344) total: 42.4s remaining: 3m 22s 346: learn: 0.4179704 test: 0.4280239 best: 0.4280239 (346) total: 42.5s remaining: 3m 22s 347: learn: 0.4179698 test: 0.4280295 best: 0.4280239 (346) total: 42.6s remaining: 3m 22s 348: learn: 0.4178499 test: 0.4279912 best: 0.4279912 (348) total: 42.8s remaining: 3m 22s 349: learn: 0.4178481 test: 0.4279886 best: 0.4279886 (349) total: 42.9s remaining: 3m 22s 350: learn: 0.4178452 test: 0.4280035 best: 0.4279886 (349) total: 43.1s remaining: 3m 22s 351: learn: 0.4178446 test: 0.4280088 best: 0.4279886 (349) total: 43.2s remaining: 3m 22s 352: learn: 0.4174996 test: 0.4276948 best: 0.4276948 (352) total: 43.3s remaining: 3m 22s 353: learn: 0.4174469 test: 0.4276523 best: 0.4276523 (353) total: 43.5s remaining: 3m 22s 354: learn: 0.4174466 test: 0.4276523 best: 0.4276523 (353) total: 43.7s remaining: 3m 22s 355: learn: 0.4173461 test: 0.4276073 best: 0.4276073 (355) total: 43.8s remaining: 3m 22s 356: learn: 0.4173456 test: 0.4276073 best: 0.4276073 (356) total: 43.9s remaining: 3m 22s 357: learn: 0.4173455 test: 0.4276073 best: 0.4276073 (357) total: 44.1s remaining: 3m 22s 358: learn: 0.4172643 test: 0.4276143 best: 0.4276073 (357) total: 44.2s remaining: 3m 22s 359: learn: 0.4172611 test: 0.4276149 best: 0.4276073 (357) total: 44.4s remaining: 3m 22s 360: learn: 0.4172607 test: 0.4276148 best: 0.4276073 (357) total: 44.6s remaining: 3m 22s 361: learn: 0.4172605 test: 0.4276148 best: 0.4276073 (357) total: 44.7s remaining: 3m 22s 362: learn: 0.4172602 test: 0.4276148 best: 0.4276073 (357) total: 44.9s remaining: 3m 22s 363: learn: 0.4172471 test: 0.4276166 best: 0.4276073 (357) total: 45s remaining: 3m 22s 364: learn: 0.4172359 test: 0.4276167 best: 0.4276073 (357) total: 45.1s remaining: 3m 22s 365: learn: 0.4172359 test: 0.4276167 best: 0.4276073 (357) total: 45.3s remaining: 3m 22s 366: learn: 0.4172352 test: 0.4276168 best: 0.4276073 (357) total: 45.4s remaining: 3m 22s 367: learn: 0.4172333 test: 0.4276168 best: 0.4276073 (357) total: 45.6s remaining: 3m 22s 368: learn: 0.4171822 test: 0.4276094 best: 0.4276073 (357) total: 45.7s remaining: 3m 22s 369: learn: 0.4171744 test: 0.4276074 best: 0.4276073 (357) total: 45.9s remaining: 3m 22s 370: learn: 0.4171729 test: 0.4276073 best: 0.4276073 (357) total: 46s remaining: 3m 22s 371: learn: 0.4171724 test: 0.4276073 best: 0.4276073 (357) total: 46.1s remaining: 3m 21s 372: learn: 0.4171707 test: 0.4276073 best: 0.4276073 (372) total: 46.3s remaining: 3m 21s 373: learn: 0.4171704 test: 0.4276073 best: 0.4276073 (372) total: 46.4s remaining: 3m 21s 374: learn: 0.4171487 test: 0.4276236 best: 0.4276073 (372) total: 46.6s remaining: 3m 21s 375: learn: 0.4171485 test: 0.4276237 best: 0.4276073 (372) total: 46.7s remaining: 3m 21s 376: learn: 0.4171481 test: 0.4276236 best: 0.4276073 (372) total: 46.9s remaining: 3m 21s 377: learn: 0.4171476 test: 0.4276237 best: 0.4276073 (372) total: 47s remaining: 3m 21s 378: learn: 0.4171475 test: 0.4276236 best: 0.4276073 (372) total: 47.2s remaining: 3m 21s 379: learn: 0.4171446 test: 0.4276236 best: 0.4276073 (372) total: 47.3s remaining: 3m 21s 380: learn: 0.4171439 test: 0.4276236 best: 0.4276073 (372) total: 47.5s remaining: 3m 21s 381: learn: 0.4171435 test: 0.4276236 best: 0.4276073 (372) total: 47.6s remaining: 3m 21s 382: learn: 0.4171435 test: 0.4276236 best: 0.4276073 (372) total: 47.8s remaining: 3m 21s 383: learn: 0.4171433 test: 0.4276236 best: 0.4276073 (372) total: 47.9s remaining: 3m 21s 384: learn: 0.4171427 test: 0.4276221 best: 0.4276073 (372) total: 48.1s remaining: 3m 21s 385: learn: 0.4171424 test: 0.4276275 best: 0.4276073 (372) total: 48.2s remaining: 3m 21s 386: learn: 0.4171424 test: 0.4276275 best: 0.4276073 (372) total: 48.4s remaining: 3m 21s 387: learn: 0.4171423 test: 0.4276275 best: 0.4276073 (372) total: 48.5s remaining: 3m 21s 388: learn: 0.4171421 test: 0.4276275 best: 0.4276073 (372) total: 48.6s remaining: 3m 21s 389: learn: 0.4171255 test: 0.4276110 best: 0.4276073 (372) total: 48.8s remaining: 3m 21s 390: learn: 0.4171233 test: 0.4276234 best: 0.4276073 (372) total: 48.9s remaining: 3m 21s 391: learn: 0.4171218 test: 0.4276234 best: 0.4276073 (372) total: 49.1s remaining: 3m 21s 392: learn: 0.4171216 test: 0.4276234 best: 0.4276073 (372) total: 49.2s remaining: 3m 21s 393: learn: 0.4171198 test: 0.4276348 best: 0.4276073 (372) total: 49.4s remaining: 3m 21s 394: learn: 0.4171196 test: 0.4276348 best: 0.4276073 (372) total: 49.4s remaining: 3m 20s 395: learn: 0.4171193 test: 0.4276348 best: 0.4276073 (372) total: 49.5s remaining: 3m 20s 396: learn: 0.4171190 test: 0.4276348 best: 0.4276073 (372) total: 49.7s remaining: 3m 20s 397: learn: 0.4170969 test: 0.4276362 best: 0.4276073 (372) total: 49.8s remaining: 3m 20s 398: learn: 0.4170950 test: 0.4276466 best: 0.4276073 (372) total: 50s remaining: 3m 20s 399: learn: 0.4170918 test: 0.4276465 best: 0.4276073 (372) total: 50.1s remaining: 3m 20s 400: learn: 0.4170898 test: 0.4276561 best: 0.4276073 (372) total: 50.3s remaining: 3m 20s 401: learn: 0.4170882 test: 0.4276651 best: 0.4276073 (372) total: 50.4s remaining: 3m 20s 402: learn: 0.4170867 test: 0.4276651 best: 0.4276073 (372) total: 50.6s remaining: 3m 20s 403: learn: 0.4170671 test: 0.4276714 best: 0.4276073 (372) total: 50.7s remaining: 3m 20s 404: learn: 0.4170669 test: 0.4276715 best: 0.4276073 (372) total: 50.8s remaining: 3m 20s 405: learn: 0.4170663 test: 0.4276774 best: 0.4276073 (372) total: 51s remaining: 3m 20s 406: learn: 0.4170626 test: 0.4276769 best: 0.4276073 (372) total: 51.1s remaining: 3m 20s 407: learn: 0.4166532 test: 0.4274426 best: 0.4274426 (407) total: 51.3s remaining: 3m 20s 408: learn: 0.4166514 test: 0.4274425 best: 0.4274425 (408) total: 51.4s remaining: 3m 20s 409: learn: 0.4160749 test: 0.4268315 best: 0.4268315 (409) total: 51.6s remaining: 3m 19s 410: learn: 0.4160681 test: 0.4268334 best: 0.4268315 (409) total: 51.7s remaining: 3m 19s 411: learn: 0.4160674 test: 0.4268333 best: 0.4268315 (409) total: 51.8s remaining: 3m 19s 412: learn: 0.4160674 test: 0.4268328 best: 0.4268315 (409) total: 52s remaining: 3m 19s 413: learn: 0.4160664 test: 0.4268328 best: 0.4268315 (409) total: 52.1s remaining: 3m 19s 414: learn: 0.4157267 test: 0.4266393 best: 0.4266393 (414) total: 52.3s remaining: 3m 19s 415: learn: 0.4157224 test: 0.4266181 best: 0.4266181 (415) total: 52.4s remaining: 3m 19s 416: learn: 0.4156984 test: 0.4266280 best: 0.4266181 (415) total: 52.6s remaining: 3m 19s 417: learn: 0.4156981 test: 0.4266334 best: 0.4266181 (415) total: 52.7s remaining: 3m 19s 418: learn: 0.4156977 test: 0.4266386 best: 0.4266181 (415) total: 52.8s remaining: 3m 19s 419: learn: 0.4156914 test: 0.4266236 best: 0.4266181 (415) total: 53s remaining: 3m 19s 420: learn: 0.4153290 test: 0.4264065 best: 0.4264065 (420) total: 53.1s remaining: 3m 19s 421: learn: 0.4153287 test: 0.4264111 best: 0.4264065 (420) total: 53.2s remaining: 3m 19s 422: learn: 0.4153265 test: 0.4264353 best: 0.4264065 (420) total: 53.4s remaining: 3m 19s 423: learn: 0.4153259 test: 0.4264352 best: 0.4264065 (420) total: 53.6s remaining: 3m 19s 424: learn: 0.4153257 test: 0.4264352 best: 0.4264065 (420) total: 53.8s remaining: 3m 19s 425: learn: 0.4153255 test: 0.4264392 best: 0.4264065 (420) total: 54s remaining: 3m 19s 426: learn: 0.4153248 test: 0.4264391 best: 0.4264065 (420) total: 54.2s remaining: 3m 19s 427: learn: 0.4153215 test: 0.4264407 best: 0.4264065 (420) total: 54.3s remaining: 3m 19s 428: learn: 0.4153194 test: 0.4264639 best: 0.4264065 (420) total: 54.5s remaining: 3m 19s 429: learn: 0.4153180 test: 0.4264675 best: 0.4264065 (420) total: 54.7s remaining: 3m 19s 430: learn: 0.4153121 test: 0.4264674 best: 0.4264065 (420) total: 54.8s remaining: 3m 19s 431: learn: 0.4153116 test: 0.4264673 best: 0.4264065 (420) total: 54.9s remaining: 3m 19s 432: learn: 0.4153112 test: 0.4264672 best: 0.4264065 (420) total: 55.1s remaining: 3m 19s 433: learn: 0.4153066 test: 0.4264672 best: 0.4264065 (420) total: 55.2s remaining: 3m 19s 434: learn: 0.4153051 test: 0.4264891 best: 0.4264065 (420) total: 55.3s remaining: 3m 18s 435: learn: 0.4153030 test: 0.4264717 best: 0.4264065 (420) total: 55.4s remaining: 3m 18s 436: learn: 0.4152696 test: 0.4264712 best: 0.4264065 (420) total: 55.6s remaining: 3m 18s 437: learn: 0.4152417 test: 0.4264448 best: 0.4264065 (420) total: 55.7s remaining: 3m 18s 438: learn: 0.4152407 test: 0.4264526 best: 0.4264065 (420) total: 55.9s remaining: 3m 18s 439: learn: 0.4152354 test: 0.4264365 best: 0.4264065 (420) total: 56s remaining: 3m 18s 440: learn: 0.4152350 test: 0.4264365 best: 0.4264065 (420) total: 56.2s remaining: 3m 18s 441: learn: 0.4152344 test: 0.4264364 best: 0.4264065 (420) total: 56.3s remaining: 3m 18s 442: learn: 0.4152343 test: 0.4264364 best: 0.4264065 (420) total: 56.4s remaining: 3m 18s 443: learn: 0.4152328 test: 0.4264363 best: 0.4264065 (420) total: 56.5s remaining: 3m 18s 444: learn: 0.4152313 test: 0.4264362 best: 0.4264065 (420) total: 56.6s remaining: 3m 17s 445: learn: 0.4152290 test: 0.4264283 best: 0.4264065 (420) total: 56.8s remaining: 3m 17s 446: learn: 0.4152289 test: 0.4264279 best: 0.4264065 (420) total: 56.9s remaining: 3m 17s 447: learn: 0.4152022 test: 0.4264243 best: 0.4264065 (420) total: 57.1s remaining: 3m 17s 448: learn: 0.4151980 test: 0.4264259 best: 0.4264065 (420) total: 57.3s remaining: 3m 17s 449: learn: 0.4151938 test: 0.4264259 best: 0.4264065 (420) total: 57.4s remaining: 3m 17s 450: learn: 0.4151889 test: 0.4264158 best: 0.4264065 (420) total: 57.6s remaining: 3m 17s 451: learn: 0.4151877 test: 0.4264157 best: 0.4264065 (420) total: 57.7s remaining: 3m 17s 452: learn: 0.4151843 test: 0.4264157 best: 0.4264065 (420) total: 57.8s remaining: 3m 17s 453: learn: 0.4151756 test: 0.4264153 best: 0.4264065 (420) total: 58s remaining: 3m 17s 454: learn: 0.4151753 test: 0.4264152 best: 0.4264065 (420) total: 58.1s remaining: 3m 17s 455: learn: 0.4151744 test: 0.4264151 best: 0.4264065 (420) total: 58.3s remaining: 3m 17s 456: learn: 0.4151735 test: 0.4264216 best: 0.4264065 (420) total: 58.4s remaining: 3m 17s 457: learn: 0.4151726 test: 0.4264244 best: 0.4264065 (420) total: 58.6s remaining: 3m 17s 458: learn: 0.4151724 test: 0.4264243 best: 0.4264065 (420) total: 58.7s remaining: 3m 17s 459: learn: 0.4151708 test: 0.4264113 best: 0.4264065 (420) total: 58.9s remaining: 3m 17s 460: learn: 0.4151689 test: 0.4263992 best: 0.4263992 (460) total: 59s remaining: 3m 17s 461: learn: 0.4151683 test: 0.4264055 best: 0.4263992 (460) total: 59.2s remaining: 3m 16s 462: learn: 0.4151654 test: 0.4264053 best: 0.4263992 (460) total: 59.3s remaining: 3m 16s 463: learn: 0.4151652 test: 0.4264053 best: 0.4263992 (460) total: 59.5s remaining: 3m 16s 464: learn: 0.4151641 test: 0.4264201 best: 0.4263992 (460) total: 59.6s remaining: 3m 16s 465: learn: 0.4151628 test: 0.4264201 best: 0.4263992 (460) total: 59.7s remaining: 3m 16s 466: learn: 0.4151528 test: 0.4264170 best: 0.4263992 (460) total: 59.9s remaining: 3m 16s 467: learn: 0.4151526 test: 0.4264196 best: 0.4263992 (460) total: 60s remaining: 3m 16s 468: learn: 0.4148986 test: 0.4262253 best: 0.4262253 (468) total: 1m remaining: 3m 16s 469: learn: 0.4148975 test: 0.4262146 best: 0.4262146 (469) total: 1m remaining: 3m 16s 470: learn: 0.4148970 test: 0.4262202 best: 0.4262146 (469) total: 1m remaining: 3m 16s 471: learn: 0.4148967 test: 0.4262255 best: 0.4262146 (469) total: 1m remaining: 3m 16s 472: learn: 0.4148965 test: 0.4262255 best: 0.4262146 (469) total: 1m remaining: 3m 16s 473: learn: 0.4146000 test: 0.4259801 best: 0.4259801 (473) total: 1m remaining: 3m 15s 474: learn: 0.4145148 test: 0.4259614 best: 0.4259614 (474) total: 1m 1s remaining: 3m 15s 475: learn: 0.4145141 test: 0.4259613 best: 0.4259613 (475) total: 1m 1s remaining: 3m 15s 476: learn: 0.4145139 test: 0.4259613 best: 0.4259613 (476) total: 1m 1s remaining: 3m 15s 477: learn: 0.4143867 test: 0.4259152 best: 0.4259152 (477) total: 1m 1s remaining: 3m 15s 478: learn: 0.4142282 test: 0.4258657 best: 0.4258657 (478) total: 1m 1s remaining: 3m 15s 479: learn: 0.4142274 test: 0.4258559 best: 0.4258559 (479) total: 1m 1s remaining: 3m 15s 480: learn: 0.4142229 test: 0.4258574 best: 0.4258559 (479) total: 1m 1s remaining: 3m 15s 481: learn: 0.4142204 test: 0.4258378 best: 0.4258378 (481) total: 1m 1s remaining: 3m 15s 482: learn: 0.4141870 test: 0.4258363 best: 0.4258363 (482) total: 1m 2s remaining: 3m 15s 483: learn: 0.4141866 test: 0.4258385 best: 0.4258363 (482) total: 1m 2s remaining: 3m 15s 484: learn: 0.4141859 test: 0.4258436 best: 0.4258363 (482) total: 1m 2s remaining: 3m 15s 485: learn: 0.4141859 test: 0.4258436 best: 0.4258363 (482) total: 1m 2s remaining: 3m 15s 486: learn: 0.4141797 test: 0.4258457 best: 0.4258363 (482) total: 1m 2s remaining: 3m 15s 487: learn: 0.4141791 test: 0.4258505 best: 0.4258363 (482) total: 1m 3s remaining: 3m 15s 488: learn: 0.4141783 test: 0.4258505 best: 0.4258363 (482) total: 1m 3s remaining: 3m 15s 489: learn: 0.4141782 test: 0.4258505 best: 0.4258363 (482) total: 1m 3s remaining: 3m 15s 490: learn: 0.4141782 test: 0.4258525 best: 0.4258363 (482) total: 1m 3s remaining: 3m 15s 491: learn: 0.4141779 test: 0.4258516 best: 0.4258363 (482) total: 1m 3s remaining: 3m 15s 492: learn: 0.4141749 test: 0.4258529 best: 0.4258363 (482) total: 1m 3s remaining: 3m 15s 493: learn: 0.4141748 test: 0.4258548 best: 0.4258363 (482) total: 1m 4s remaining: 3m 15s 494: learn: 0.4141684 test: 0.4258562 best: 0.4258363 (482) total: 1m 4s remaining: 3m 15s 495: learn: 0.4139542 test: 0.4257493 best: 0.4257493 (495) total: 1m 4s remaining: 3m 15s 496: learn: 0.4139539 test: 0.4257494 best: 0.4257493 (495) total: 1m 4s remaining: 3m 15s 497: learn: 0.4131335 test: 0.4249119 best: 0.4249119 (497) total: 1m 4s remaining: 3m 14s 498: learn: 0.4131332 test: 0.4249122 best: 0.4249119 (497) total: 1m 4s remaining: 3m 14s 499: learn: 0.4131291 test: 0.4249120 best: 0.4249119 (497) total: 1m 4s remaining: 3m 14s 500: learn: 0.4131265 test: 0.4249055 best: 0.4249055 (500) total: 1m 5s remaining: 3m 14s 501: learn: 0.4129272 test: 0.4246919 best: 0.4246919 (501) total: 1m 5s remaining: 3m 14s 502: learn: 0.4127742 test: 0.4244791 best: 0.4244791 (502) total: 1m 5s remaining: 3m 14s 503: learn: 0.4127740 test: 0.4244811 best: 0.4244791 (502) total: 1m 5s remaining: 3m 14s 504: learn: 0.4127664 test: 0.4244773 best: 0.4244773 (504) total: 1m 5s remaining: 3m 14s 505: learn: 0.4127237 test: 0.4244797 best: 0.4244773 (504) total: 1m 5s remaining: 3m 14s 506: learn: 0.4127236 test: 0.4244815 best: 0.4244773 (504) total: 1m 6s remaining: 3m 14s 507: learn: 0.4127212 test: 0.4244857 best: 0.4244773 (504) total: 1m 6s remaining: 3m 14s 508: learn: 0.4127209 test: 0.4244904 best: 0.4244773 (504) total: 1m 6s remaining: 3m 14s 509: learn: 0.4127201 test: 0.4244948 best: 0.4244773 (504) total: 1m 6s remaining: 3m 14s 510: learn: 0.4127099 test: 0.4244952 best: 0.4244773 (504) total: 1m 6s remaining: 3m 14s 511: learn: 0.4126980 test: 0.4244965 best: 0.4244773 (504) total: 1m 6s remaining: 3m 14s 512: learn: 0.4126973 test: 0.4244884 best: 0.4244773 (504) total: 1m 6s remaining: 3m 13s 513: learn: 0.4126970 test: 0.4244925 best: 0.4244773 (504) total: 1m 7s remaining: 3m 13s 514: learn: 0.4126953 test: 0.4244962 best: 0.4244773 (504) total: 1m 7s remaining: 3m 13s 515: learn: 0.4126951 test: 0.4244998 best: 0.4244773 (504) total: 1m 7s remaining: 3m 13s 516: learn: 0.4126846 test: 0.4244990 best: 0.4244773 (504) total: 1m 7s remaining: 3m 13s 517: learn: 0.4126844 test: 0.4245023 best: 0.4244773 (504) total: 1m 7s remaining: 3m 13s 518: learn: 0.4126760 test: 0.4245024 best: 0.4244773 (504) total: 1m 7s remaining: 3m 13s 519: learn: 0.4126757 test: 0.4245039 best: 0.4244773 (504) total: 1m 7s remaining: 3m 13s 520: learn: 0.4126752 test: 0.4245033 best: 0.4244773 (504) total: 1m 8s remaining: 3m 13s 521: learn: 0.4126751 test: 0.4245064 best: 0.4244773 (504) total: 1m 8s remaining: 3m 13s 522: learn: 0.4126745 test: 0.4244985 best: 0.4244773 (504) total: 1m 8s remaining: 3m 13s 523: learn: 0.4126744 test: 0.4244986 best: 0.4244773 (504) total: 1m 8s remaining: 3m 13s 524: learn: 0.4126741 test: 0.4244999 best: 0.4244773 (504) total: 1m 8s remaining: 3m 12s 525: learn: 0.4126737 test: 0.4244994 best: 0.4244773 (504) total: 1m 8s remaining: 3m 12s 526: learn: 0.4126735 test: 0.4245024 best: 0.4244773 (504) total: 1m 8s remaining: 3m 12s 527: learn: 0.4126678 test: 0.4244975 best: 0.4244773 (504) total: 1m 9s remaining: 3m 12s 528: learn: 0.4126676 test: 0.4244975 best: 0.4244773 (504) total: 1m 9s remaining: 3m 12s 529: learn: 0.4126671 test: 0.4245002 best: 0.4244773 (504) total: 1m 9s remaining: 3m 12s 530: learn: 0.4126669 test: 0.4245013 best: 0.4244773 (504) total: 1m 9s remaining: 3m 12s 531: learn: 0.4126669 test: 0.4245024 best: 0.4244773 (504) total: 1m 9s remaining: 3m 12s 532: learn: 0.4126662 test: 0.4245025 best: 0.4244773 (504) total: 1m 9s remaining: 3m 12s 533: learn: 0.4126558 test: 0.4245035 best: 0.4244773 (504) total: 1m 10s remaining: 3m 12s 534: learn: 0.4126557 test: 0.4245061 best: 0.4244773 (504) total: 1m 10s remaining: 3m 12s 535: learn: 0.4126551 test: 0.4245072 best: 0.4244773 (504) total: 1m 10s remaining: 3m 12s 536: learn: 0.4126539 test: 0.4245078 best: 0.4244773 (504) total: 1m 10s remaining: 3m 12s 537: learn: 0.4126539 test: 0.4245078 best: 0.4244773 (504) total: 1m 10s remaining: 3m 12s 538: learn: 0.4126537 test: 0.4245096 best: 0.4244773 (504) total: 1m 10s remaining: 3m 12s 539: learn: 0.4126536 test: 0.4245118 best: 0.4244773 (504) total: 1m 11s remaining: 3m 12s 540: learn: 0.4126534 test: 0.4245139 best: 0.4244773 (504) total: 1m 11s remaining: 3m 12s 541: learn: 0.4126532 test: 0.4245138 best: 0.4244773 (504) total: 1m 11s remaining: 3m 11s 542: learn: 0.4126530 test: 0.4245148 best: 0.4244773 (504) total: 1m 11s remaining: 3m 11s 543: learn: 0.4126528 test: 0.4245167 best: 0.4244773 (504) total: 1m 11s remaining: 3m 11s 544: learn: 0.4126525 test: 0.4245176 best: 0.4244773 (504) total: 1m 11s remaining: 3m 11s 545: learn: 0.4126520 test: 0.4245176 best: 0.4244773 (504) total: 1m 11s remaining: 3m 11s 546: learn: 0.4126416 test: 0.4245181 best: 0.4244773 (504) total: 1m 12s remaining: 3m 11s 547: learn: 0.4126337 test: 0.4245187 best: 0.4244773 (504) total: 1m 12s remaining: 3m 11s 548: learn: 0.4126335 test: 0.4245205 best: 0.4244773 (504) total: 1m 12s remaining: 3m 11s 549: learn: 0.4126282 test: 0.4245218 best: 0.4244773 (504) total: 1m 12s remaining: 3m 11s 550: learn: 0.4126280 test: 0.4245213 best: 0.4244773 (504) total: 1m 12s remaining: 3m 11s 551: learn: 0.4126194 test: 0.4245213 best: 0.4244773 (504) total: 1m 12s remaining: 3m 11s 552: learn: 0.4126191 test: 0.4245222 best: 0.4244773 (504) total: 1m 13s remaining: 3m 11s 553: learn: 0.4126188 test: 0.4245222 best: 0.4244773 (504) total: 1m 13s remaining: 3m 11s 554: learn: 0.4126024 test: 0.4245246 best: 0.4244773 (504) total: 1m 13s remaining: 3m 11s 555: learn: 0.4125977 test: 0.4245172 best: 0.4244773 (504) total: 1m 13s remaining: 3m 11s 556: learn: 0.4125909 test: 0.4245177 best: 0.4244773 (504) total: 1m 13s remaining: 3m 11s 557: learn: 0.4125908 test: 0.4245195 best: 0.4244773 (504) total: 1m 13s remaining: 3m 11s 558: learn: 0.4125855 test: 0.4245200 best: 0.4244773 (504) total: 1m 14s remaining: 3m 11s 559: learn: 0.4125843 test: 0.4245199 best: 0.4244773 (504) total: 1m 14s remaining: 3m 11s 560: learn: 0.4125842 test: 0.4245207 best: 0.4244773 (504) total: 1m 14s remaining: 3m 10s 561: learn: 0.4125835 test: 0.4245169 best: 0.4244773 (504) total: 1m 14s remaining: 3m 10s 562: learn: 0.4125831 test: 0.4245177 best: 0.4244773 (504) total: 1m 14s remaining: 3m 10s 563: learn: 0.4125830 test: 0.4245183 best: 0.4244773 (504) total: 1m 14s remaining: 3m 10s 564: learn: 0.4125815 test: 0.4245183 best: 0.4244773 (504) total: 1m 15s remaining: 3m 10s 565: learn: 0.4125809 test: 0.4245199 best: 0.4244773 (504) total: 1m 15s remaining: 3m 10s 566: learn: 0.4125807 test: 0.4245199 best: 0.4244773 (504) total: 1m 15s remaining: 3m 10s 567: learn: 0.4125794 test: 0.4245207 best: 0.4244773 (504) total: 1m 15s remaining: 3m 10s 568: learn: 0.4125781 test: 0.4245267 best: 0.4244773 (504) total: 1m 15s remaining: 3m 10s 569: learn: 0.4125780 test: 0.4245272 best: 0.4244773 (504) total: 1m 15s remaining: 3m 10s 570: learn: 0.4125779 test: 0.4245289 best: 0.4244773 (504) total: 1m 16s remaining: 3m 10s 571: learn: 0.4125776 test: 0.4245295 best: 0.4244773 (504) total: 1m 16s remaining: 3m 10s 572: learn: 0.4125774 test: 0.4245301 best: 0.4244773 (504) total: 1m 16s remaining: 3m 10s 573: learn: 0.4125771 test: 0.4245300 best: 0.4244773 (504) total: 1m 16s remaining: 3m 9s 574: learn: 0.4125771 test: 0.4245300 best: 0.4244773 (504) total: 1m 16s remaining: 3m 9s 575: learn: 0.4125765 test: 0.4245300 best: 0.4244773 (504) total: 1m 16s remaining: 3m 9s 576: learn: 0.4125758 test: 0.4245298 best: 0.4244773 (504) total: 1m 16s remaining: 3m 9s 577: learn: 0.4125754 test: 0.4245303 best: 0.4244773 (504) total: 1m 17s remaining: 3m 9s 578: learn: 0.4125717 test: 0.4245309 best: 0.4244773 (504) total: 1m 17s remaining: 3m 9s 579: learn: 0.4125714 test: 0.4245314 best: 0.4244773 (504) total: 1m 17s remaining: 3m 9s 580: learn: 0.4125713 test: 0.4245318 best: 0.4244773 (504) total: 1m 17s remaining: 3m 9s 581: learn: 0.4125711 test: 0.4245322 best: 0.4244773 (504) total: 1m 17s remaining: 3m 9s 582: learn: 0.4125711 test: 0.4245322 best: 0.4244773 (504) total: 1m 17s remaining: 3m 9s 583: learn: 0.4125702 test: 0.4245322 best: 0.4244773 (504) total: 1m 17s remaining: 3m 9s 584: learn: 0.4125701 test: 0.4245326 best: 0.4244773 (504) total: 1m 18s remaining: 3m 8s 585: learn: 0.4125687 test: 0.4245326 best: 0.4244773 (504) total: 1m 18s remaining: 3m 8s 586: learn: 0.4125652 test: 0.4245121 best: 0.4244773 (504) total: 1m 18s remaining: 3m 8s 587: learn: 0.4125629 test: 0.4245086 best: 0.4244773 (504) total: 1m 18s remaining: 3m 8s 588: learn: 0.4125628 test: 0.4245109 best: 0.4244773 (504) total: 1m 18s remaining: 3m 8s 589: learn: 0.4125611 test: 0.4245113 best: 0.4244773 (504) total: 1m 18s remaining: 3m 8s 590: learn: 0.4125572 test: 0.4245135 best: 0.4244773 (504) total: 1m 18s remaining: 3m 8s 591: learn: 0.4125569 test: 0.4245151 best: 0.4244773 (504) total: 1m 19s remaining: 3m 8s 592: learn: 0.4125566 test: 0.4245123 best: 0.4244773 (504) total: 1m 19s remaining: 3m 8s 593: learn: 0.4125560 test: 0.4245123 best: 0.4244773 (504) total: 1m 19s remaining: 3m 7s 594: learn: 0.4125557 test: 0.4245138 best: 0.4244773 (504) total: 1m 19s remaining: 3m 7s 595: learn: 0.4125556 test: 0.4245110 best: 0.4244773 (504) total: 1m 19s remaining: 3m 7s 596: learn: 0.4125553 test: 0.4245124 best: 0.4244773 (504) total: 1m 19s remaining: 3m 7s 597: learn: 0.4125553 test: 0.4245129 best: 0.4244773 (504) total: 1m 20s remaining: 3m 7s 598: learn: 0.4125553 test: 0.4245133 best: 0.4244773 (504) total: 1m 20s remaining: 3m 7s 599: learn: 0.4125553 test: 0.4245146 best: 0.4244773 (504) total: 1m 20s remaining: 3m 7s 600: learn: 0.4125552 test: 0.4245154 best: 0.4244773 (504) total: 1m 20s remaining: 3m 7s 601: learn: 0.4125552 test: 0.4245158 best: 0.4244773 (504) total: 1m 20s remaining: 3m 7s 602: learn: 0.4125549 test: 0.4245161 best: 0.4244773 (504) total: 1m 20s remaining: 3m 7s 603: learn: 0.4125548 test: 0.4245119 best: 0.4244773 (504) total: 1m 20s remaining: 3m 7s 604: learn: 0.4125153 test: 0.4245219 best: 0.4244773 (504) total: 1m 21s remaining: 3m 6s 605: learn: 0.4125141 test: 0.4245219 best: 0.4244773 (504) total: 1m 21s remaining: 3m 6s 606: learn: 0.4125139 test: 0.4245219 best: 0.4244773 (504) total: 1m 21s remaining: 3m 6s 607: learn: 0.4125137 test: 0.4245223 best: 0.4244773 (504) total: 1m 21s remaining: 3m 6s 608: learn: 0.4125137 test: 0.4245223 best: 0.4244773 (504) total: 1m 21s remaining: 3m 6s 609: learn: 0.4125135 test: 0.4245227 best: 0.4244773 (504) total: 1m 22s remaining: 3m 6s 610: learn: 0.4125135 test: 0.4245230 best: 0.4244773 (504) total: 1m 22s remaining: 3m 6s 611: learn: 0.4125135 test: 0.4245222 best: 0.4244773 (504) total: 1m 22s remaining: 3m 6s 612: learn: 0.4125135 test: 0.4245226 best: 0.4244773 (504) total: 1m 22s remaining: 3m 6s 613: learn: 0.4125135 test: 0.4245229 best: 0.4244773 (504) total: 1m 22s remaining: 3m 6s 614: learn: 0.4125127 test: 0.4245229 best: 0.4244773 (504) total: 1m 22s remaining: 3m 6s 615: learn: 0.4125126 test: 0.4245228 best: 0.4244773 (504) total: 1m 22s remaining: 3m 6s 616: learn: 0.4125116 test: 0.4245228 best: 0.4244773 (504) total: 1m 23s remaining: 3m 6s 617: learn: 0.4125116 test: 0.4245231 best: 0.4244773 (504) total: 1m 23s remaining: 3m 5s 618: learn: 0.4125115 test: 0.4245230 best: 0.4244773 (504) total: 1m 23s remaining: 3m 5s 619: learn: 0.4125092 test: 0.4245230 best: 0.4244773 (504) total: 1m 23s remaining: 3m 5s 620: learn: 0.4125080 test: 0.4245229 best: 0.4244773 (504) total: 1m 23s remaining: 3m 5s 621: learn: 0.4125065 test: 0.4245198 best: 0.4244773 (504) total: 1m 23s remaining: 3m 5s 622: learn: 0.4125064 test: 0.4245198 best: 0.4244773 (504) total: 1m 23s remaining: 3m 5s 623: learn: 0.4125063 test: 0.4245198 best: 0.4244773 (504) total: 1m 24s remaining: 3m 5s 624: learn: 0.4125063 test: 0.4245190 best: 0.4244773 (504) total: 1m 24s remaining: 3m 5s 625: learn: 0.4125059 test: 0.4245193 best: 0.4244773 (504) total: 1m 24s remaining: 3m 5s 626: learn: 0.4125023 test: 0.4245197 best: 0.4244773 (504) total: 1m 24s remaining: 3m 5s 627: learn: 0.4125016 test: 0.4245197 best: 0.4244773 (504) total: 1m 24s remaining: 3m 4s 628: learn: 0.4125012 test: 0.4245195 best: 0.4244773 (504) total: 1m 24s remaining: 3m 4s 629: learn: 0.4124969 test: 0.4245199 best: 0.4244773 (504) total: 1m 24s remaining: 3m 4s 630: learn: 0.4124969 test: 0.4245212 best: 0.4244773 (504) total: 1m 25s remaining: 3m 4s 631: learn: 0.4124968 test: 0.4245224 best: 0.4244773 (504) total: 1m 25s remaining: 3m 4s 632: learn: 0.4124964 test: 0.4245224 best: 0.4244773 (504) total: 1m 25s remaining: 3m 4s 633: learn: 0.4124963 test: 0.4245226 best: 0.4244773 (504) total: 1m 25s remaining: 3m 4s 634: learn: 0.4124963 test: 0.4245226 best: 0.4244773 (504) total: 1m 25s remaining: 3m 4s 635: learn: 0.4124963 test: 0.4245228 best: 0.4244773 (504) total: 1m 25s remaining: 3m 4s 636: learn: 0.4124963 test: 0.4245239 best: 0.4244773 (504) total: 1m 26s remaining: 3m 4s 637: learn: 0.4124963 test: 0.4245241 best: 0.4244773 (504) total: 1m 26s remaining: 3m 4s 638: learn: 0.4124839 test: 0.4245244 best: 0.4244773 (504) total: 1m 26s remaining: 3m 4s 639: learn: 0.4124837 test: 0.4245245 best: 0.4244773 (504) total: 1m 26s remaining: 3m 4s 640: learn: 0.4124837 test: 0.4245247 best: 0.4244773 (504) total: 1m 26s remaining: 3m 3s 641: learn: 0.4124567 test: 0.4244929 best: 0.4244773 (504) total: 1m 26s remaining: 3m 3s 642: learn: 0.4124560 test: 0.4244928 best: 0.4244773 (504) total: 1m 27s remaining: 3m 3s 643: learn: 0.4124557 test: 0.4244927 best: 0.4244773 (504) total: 1m 27s remaining: 3m 3s 644: learn: 0.4124534 test: 0.4244928 best: 0.4244773 (504) total: 1m 27s remaining: 3m 3s 645: learn: 0.4124529 test: 0.4244924 best: 0.4244773 (504) total: 1m 27s remaining: 3m 3s 646: learn: 0.4124529 test: 0.4244926 best: 0.4244773 (504) total: 1m 27s remaining: 3m 3s 647: learn: 0.4124528 test: 0.4244927 best: 0.4244773 (504) total: 1m 27s remaining: 3m 3s 648: learn: 0.4124527 test: 0.4244927 best: 0.4244773 (504) total: 1m 27s remaining: 3m 3s 649: learn: 0.4124527 test: 0.4244926 best: 0.4244773 (504) total: 1m 27s remaining: 3m 2s 650: learn: 0.4124515 test: 0.4244913 best: 0.4244773 (504) total: 1m 28s remaining: 3m 2s 651: learn: 0.4124514 test: 0.4244915 best: 0.4244773 (504) total: 1m 28s remaining: 3m 2s 652: learn: 0.4124514 test: 0.4244916 best: 0.4244773 (504) total: 1m 28s remaining: 3m 2s 653: learn: 0.4124514 test: 0.4244916 best: 0.4244773 (504) total: 1m 28s remaining: 3m 2s 654: learn: 0.4124514 test: 0.4244916 best: 0.4244773 (504) total: 1m 28s remaining: 3m 1s 655: learn: 0.4124514 test: 0.4244917 best: 0.4244773 (504) total: 1m 28s remaining: 3m 1s 656: learn: 0.4124497 test: 0.4244917 best: 0.4244773 (504) total: 1m 28s remaining: 3m 1s 657: learn: 0.4124449 test: 0.4244917 best: 0.4244773 (504) total: 1m 29s remaining: 3m 1s 658: learn: 0.4124448 test: 0.4244917 best: 0.4244773 (504) total: 1m 29s remaining: 3m 1s 659: learn: 0.4124448 test: 0.4244918 best: 0.4244773 (504) total: 1m 29s remaining: 3m 1s 660: learn: 0.4124448 test: 0.4244919 best: 0.4244773 (504) total: 1m 29s remaining: 3m 1s 661: learn: 0.4124442 test: 0.4244919 best: 0.4244773 (504) total: 1m 29s remaining: 3m 662: learn: 0.4124441 test: 0.4244920 best: 0.4244773 (504) total: 1m 29s remaining: 3m 663: learn: 0.4124438 test: 0.4244921 best: 0.4244773 (504) total: 1m 29s remaining: 3m 664: learn: 0.4124270 test: 0.4244527 best: 0.4244527 (664) total: 1m 29s remaining: 3m 665: learn: 0.4124193 test: 0.4244421 best: 0.4244421 (665) total: 1m 30s remaining: 3m 666: learn: 0.4124191 test: 0.4244428 best: 0.4244421 (665) total: 1m 30s remaining: 3m 667: learn: 0.4124135 test: 0.4244429 best: 0.4244421 (665) total: 1m 30s remaining: 3m 668: learn: 0.4124090 test: 0.4244448 best: 0.4244421 (665) total: 1m 30s remaining: 3m 669: learn: 0.4124090 test: 0.4244448 best: 0.4244421 (665) total: 1m 30s remaining: 2m 59s 670: learn: 0.4119025 test: 0.4240644 best: 0.4240644 (670) total: 1m 30s remaining: 2m 59s 671: learn: 0.4119021 test: 0.4240667 best: 0.4240644 (670) total: 1m 30s remaining: 2m 59s 672: learn: 0.4118670 test: 0.4240498 best: 0.4240498 (672) total: 1m 31s remaining: 2m 59s 673: learn: 0.4118668 test: 0.4240505 best: 0.4240498 (672) total: 1m 31s remaining: 2m 59s 674: learn: 0.4118666 test: 0.4240505 best: 0.4240498 (672) total: 1m 31s remaining: 2m 59s 675: learn: 0.4118664 test: 0.4240524 best: 0.4240498 (672) total: 1m 31s remaining: 2m 58s 676: learn: 0.4118659 test: 0.4240532 best: 0.4240498 (672) total: 1m 31s remaining: 2m 58s 677: learn: 0.4118652 test: 0.4240537 best: 0.4240498 (672) total: 1m 31s remaining: 2m 58s 678: learn: 0.4118652 test: 0.4240545 best: 0.4240498 (672) total: 1m 31s remaining: 2m 58s 679: learn: 0.4118650 test: 0.4240562 best: 0.4240498 (672) total: 1m 31s remaining: 2m 58s 680: learn: 0.4118650 test: 0.4240572 best: 0.4240498 (672) total: 1m 32s remaining: 2m 58s 681: learn: 0.4118648 test: 0.4240587 best: 0.4240498 (672) total: 1m 32s remaining: 2m 58s 682: learn: 0.4118648 test: 0.4240594 best: 0.4240498 (672) total: 1m 32s remaining: 2m 58s 683: learn: 0.4118643 test: 0.4240598 best: 0.4240498 (672) total: 1m 32s remaining: 2m 58s 684: learn: 0.4118642 test: 0.4240597 best: 0.4240498 (672) total: 1m 32s remaining: 2m 58s 685: learn: 0.4118641 test: 0.4240596 best: 0.4240498 (672) total: 1m 32s remaining: 2m 57s 686: learn: 0.4118641 test: 0.4240596 best: 0.4240498 (672) total: 1m 32s remaining: 2m 57s 687: learn: 0.4118641 test: 0.4240610 best: 0.4240498 (672) total: 1m 32s remaining: 2m 57s 688: learn: 0.4118641 test: 0.4240613 best: 0.4240498 (672) total: 1m 32s remaining: 2m 56s 689: learn: 0.4118454 test: 0.4240587 best: 0.4240498 (672) total: 1m 33s remaining: 2m 56s 690: learn: 0.4118454 test: 0.4240594 best: 0.4240498 (672) total: 1m 33s remaining: 2m 56s 691: learn: 0.4118449 test: 0.4240595 best: 0.4240498 (672) total: 1m 33s remaining: 2m 56s 692: learn: 0.4118448 test: 0.4240596 best: 0.4240498 (672) total: 1m 33s remaining: 2m 56s 693: learn: 0.4118437 test: 0.4240602 best: 0.4240498 (672) total: 1m 33s remaining: 2m 56s 694: learn: 0.4118420 test: 0.4240603 best: 0.4240498 (672) total: 1m 33s remaining: 2m 56s 695: learn: 0.4118420 test: 0.4240609 best: 0.4240498 (672) total: 1m 34s remaining: 2m 56s 696: learn: 0.4118419 test: 0.4240606 best: 0.4240498 (672) total: 1m 34s remaining: 2m 56s 697: learn: 0.4118415 test: 0.4240612 best: 0.4240498 (672) total: 1m 34s remaining: 2m 55s 698: learn: 0.4118411 test: 0.4240612 best: 0.4240498 (672) total: 1m 34s remaining: 2m 55s 699: learn: 0.4118410 test: 0.4240614 best: 0.4240498 (672) total: 1m 34s remaining: 2m 55s 700: learn: 0.4118410 test: 0.4240614 best: 0.4240498 (672) total: 1m 34s remaining: 2m 55s 701: learn: 0.4118410 test: 0.4240619 best: 0.4240498 (672) total: 1m 34s remaining: 2m 55s 702: learn: 0.4118408 test: 0.4240632 best: 0.4240498 (672) total: 1m 35s remaining: 2m 55s 703: learn: 0.4118407 test: 0.4240638 best: 0.4240498 (672) total: 1m 35s remaining: 2m 55s 704: learn: 0.4118398 test: 0.4240638 best: 0.4240498 (672) total: 1m 35s remaining: 2m 55s 705: learn: 0.4118397 test: 0.4240651 best: 0.4240498 (672) total: 1m 35s remaining: 2m 54s 706: learn: 0.4118397 test: 0.4240656 best: 0.4240498 (672) total: 1m 35s remaining: 2m 54s 707: learn: 0.4118388 test: 0.4240664 best: 0.4240498 (672) total: 1m 35s remaining: 2m 54s 708: learn: 0.4118385 test: 0.4240694 best: 0.4240498 (672) total: 1m 35s remaining: 2m 54s 709: learn: 0.4118380 test: 0.4240695 best: 0.4240498 (672) total: 1m 36s remaining: 2m 54s 710: learn: 0.4118380 test: 0.4240700 best: 0.4240498 (672) total: 1m 36s remaining: 2m 54s 711: learn: 0.4118379 test: 0.4240704 best: 0.4240498 (672) total: 1m 36s remaining: 2m 54s 712: learn: 0.4118379 test: 0.4240704 best: 0.4240498 (672) total: 1m 36s remaining: 2m 54s 713: learn: 0.4118377 test: 0.4240716 best: 0.4240498 (672) total: 1m 36s remaining: 2m 54s 714: learn: 0.4118376 test: 0.4240716 best: 0.4240498 (672) total: 1m 36s remaining: 2m 53s 715: learn: 0.4118369 test: 0.4240720 best: 0.4240498 (672) total: 1m 36s remaining: 2m 53s 716: learn: 0.4118368 test: 0.4240720 best: 0.4240498 (672) total: 1m 37s remaining: 2m 53s 717: learn: 0.4118367 test: 0.4240720 best: 0.4240498 (672) total: 1m 37s remaining: 2m 53s 718: learn: 0.4118367 test: 0.4240720 best: 0.4240498 (672) total: 1m 37s remaining: 2m 53s 719: learn: 0.4118367 test: 0.4240724 best: 0.4240498 (672) total: 1m 37s remaining: 2m 53s 720: learn: 0.4118367 test: 0.4240735 best: 0.4240498 (672) total: 1m 37s remaining: 2m 52s 721: learn: 0.4118366 test: 0.4240745 best: 0.4240498 (672) total: 1m 37s remaining: 2m 52s 722: learn: 0.4118365 test: 0.4240755 best: 0.4240498 (672) total: 1m 37s remaining: 2m 52s 723: learn: 0.4118363 test: 0.4240753 best: 0.4240498 (672) total: 1m 37s remaining: 2m 52s 724: learn: 0.4118362 test: 0.4240762 best: 0.4240498 (672) total: 1m 37s remaining: 2m 52s 725: learn: 0.4118330 test: 0.4240711 best: 0.4240498 (672) total: 1m 38s remaining: 2m 52s 726: learn: 0.4118330 test: 0.4240711 best: 0.4240498 (672) total: 1m 38s remaining: 2m 51s 727: learn: 0.4118329 test: 0.4240711 best: 0.4240498 (672) total: 1m 38s remaining: 2m 51s 728: learn: 0.4118328 test: 0.4240716 best: 0.4240498 (672) total: 1m 38s remaining: 2m 51s 729: learn: 0.4118328 test: 0.4240722 best: 0.4240498 (672) total: 1m 38s remaining: 2m 51s 730: learn: 0.4118313 test: 0.4240732 best: 0.4240498 (672) total: 1m 38s remaining: 2m 51s 731: learn: 0.4118308 test: 0.4240732 best: 0.4240498 (672) total: 1m 38s remaining: 2m 51s 732: learn: 0.4118306 test: 0.4240742 best: 0.4240498 (672) total: 1m 39s remaining: 2m 51s 733: learn: 0.4118305 test: 0.4240743 best: 0.4240498 (672) total: 1m 39s remaining: 2m 51s 734: learn: 0.4118305 test: 0.4240747 best: 0.4240498 (672) total: 1m 39s remaining: 2m 51s 735: learn: 0.4118296 test: 0.4240747 best: 0.4240498 (672) total: 1m 39s remaining: 2m 50s 736: learn: 0.4118295 test: 0.4240751 best: 0.4240498 (672) total: 1m 39s remaining: 2m 50s 737: learn: 0.4118295 test: 0.4240754 best: 0.4240498 (672) total: 1m 39s remaining: 2m 50s 738: learn: 0.4118295 test: 0.4240755 best: 0.4240498 (672) total: 1m 39s remaining: 2m 50s 739: learn: 0.4118292 test: 0.4240758 best: 0.4240498 (672) total: 1m 40s remaining: 2m 50s 740: learn: 0.4118292 test: 0.4240759 best: 0.4240498 (672) total: 1m 40s remaining: 2m 50s 741: learn: 0.4118291 test: 0.4240768 best: 0.4240498 (672) total: 1m 40s remaining: 2m 50s 742: learn: 0.4118290 test: 0.4240771 best: 0.4240498 (672) total: 1m 40s remaining: 2m 49s 743: learn: 0.4118290 test: 0.4240774 best: 0.4240498 (672) total: 1m 40s remaining: 2m 49s 744: learn: 0.4118290 test: 0.4240783 best: 0.4240498 (672) total: 1m 40s remaining: 2m 49s 745: learn: 0.4118290 test: 0.4240786 best: 0.4240498 (672) total: 1m 40s remaining: 2m 49s 746: learn: 0.4118290 test: 0.4240788 best: 0.4240498 (672) total: 1m 40s remaining: 2m 49s 747: learn: 0.4118283 test: 0.4240791 best: 0.4240498 (672) total: 1m 40s remaining: 2m 49s 748: learn: 0.4118279 test: 0.4240793 best: 0.4240498 (672) total: 1m 41s remaining: 2m 48s 749: learn: 0.4118278 test: 0.4240796 best: 0.4240498 (672) total: 1m 41s remaining: 2m 48s 750: learn: 0.4118277 test: 0.4240798 best: 0.4240498 (672) total: 1m 41s remaining: 2m 48s 751: learn: 0.4118276 test: 0.4240798 best: 0.4240498 (672) total: 1m 41s remaining: 2m 48s 752: learn: 0.4118249 test: 0.4240751 best: 0.4240498 (672) total: 1m 41s remaining: 2m 48s 753: learn: 0.4118022 test: 0.4240630 best: 0.4240498 (672) total: 1m 42s remaining: 2m 48s 754: learn: 0.4118022 test: 0.4240633 best: 0.4240498 (672) total: 1m 42s remaining: 2m 48s 755: learn: 0.4118011 test: 0.4240643 best: 0.4240498 (672) total: 1m 42s remaining: 2m 48s 756: learn: 0.4115973 test: 0.4239318 best: 0.4239318 (756) total: 1m 42s remaining: 2m 48s 757: learn: 0.4115720 test: 0.4239295 best: 0.4239295 (757) total: 1m 42s remaining: 2m 48s 758: learn: 0.4115719 test: 0.4239297 best: 0.4239295 (757) total: 1m 42s remaining: 2m 48s 759: learn: 0.4115714 test: 0.4239298 best: 0.4239295 (757) total: 1m 42s remaining: 2m 47s 760: learn: 0.4115696 test: 0.4239310 best: 0.4239295 (757) total: 1m 43s remaining: 2m 47s 761: learn: 0.4115667 test: 0.4239313 best: 0.4239295 (757) total: 1m 43s remaining: 2m 47s 762: learn: 0.4115665 test: 0.4239313 best: 0.4239295 (757) total: 1m 43s remaining: 2m 47s 763: learn: 0.4115664 test: 0.4239315 best: 0.4239295 (757) total: 1m 43s remaining: 2m 47s 764: learn: 0.4115663 test: 0.4239318 best: 0.4239295 (757) total: 1m 43s remaining: 2m 47s 765: learn: 0.4115660 test: 0.4239335 best: 0.4239295 (757) total: 1m 43s remaining: 2m 47s 766: learn: 0.4115660 test: 0.4239332 best: 0.4239295 (757) total: 1m 43s remaining: 2m 47s 767: learn: 0.4115660 test: 0.4239341 best: 0.4239295 (757) total: 1m 44s remaining: 2m 46s 768: learn: 0.4115038 test: 0.4239241 best: 0.4239241 (768) total: 1m 44s remaining: 2m 46s 769: learn: 0.4113865 test: 0.4238392 best: 0.4238392 (769) total: 1m 44s remaining: 2m 46s 770: learn: 0.4113864 test: 0.4238393 best: 0.4238392 (769) total: 1m 44s remaining: 2m 46s 771: learn: 0.4113827 test: 0.4238398 best: 0.4238392 (769) total: 1m 44s remaining: 2m 46s 772: learn: 0.4113789 test: 0.4238394 best: 0.4238392 (769) total: 1m 44s remaining: 2m 46s 773: learn: 0.4113787 test: 0.4238396 best: 0.4238392 (769) total: 1m 44s remaining: 2m 46s 774: learn: 0.4113787 test: 0.4238395 best: 0.4238392 (769) total: 1m 45s remaining: 2m 46s 775: learn: 0.4113767 test: 0.4238353 best: 0.4238353 (775) total: 1m 45s remaining: 2m 46s 776: learn: 0.4113680 test: 0.4238392 best: 0.4238353 (775) total: 1m 45s remaining: 2m 46s 777: learn: 0.4113680 test: 0.4238395 best: 0.4238353 (775) total: 1m 45s remaining: 2m 45s 778: learn: 0.4113658 test: 0.4238367 best: 0.4238353 (775) total: 1m 45s remaining: 2m 45s 779: learn: 0.4113652 test: 0.4238370 best: 0.4238353 (775) total: 1m 45s remaining: 2m 45s 780: learn: 0.4113648 test: 0.4238369 best: 0.4238353 (775) total: 1m 46s remaining: 2m 45s 781: learn: 0.4113646 test: 0.4238369 best: 0.4238353 (775) total: 1m 46s remaining: 2m 45s 782: learn: 0.4113626 test: 0.4238331 best: 0.4238331 (782) total: 1m 46s remaining: 2m 45s 783: learn: 0.4113620 test: 0.4238341 best: 0.4238331 (782) total: 1m 46s remaining: 2m 45s 784: learn: 0.4113620 test: 0.4238341 best: 0.4238331 (782) total: 1m 46s remaining: 2m 44s 785: learn: 0.4113620 test: 0.4238341 best: 0.4238331 (782) total: 1m 46s remaining: 2m 44s 786: learn: 0.4113619 test: 0.4238345 best: 0.4238331 (782) total: 1m 46s remaining: 2m 44s 787: learn: 0.4113617 test: 0.4238344 best: 0.4238331 (782) total: 1m 46s remaining: 2m 44s 788: learn: 0.4113609 test: 0.4238343 best: 0.4238331 (782) total: 1m 47s remaining: 2m 44s 789: learn: 0.4113609 test: 0.4238345 best: 0.4238331 (782) total: 1m 47s remaining: 2m 44s 790: learn: 0.4113609 test: 0.4238346 best: 0.4238331 (782) total: 1m 47s remaining: 2m 44s 791: learn: 0.4113600 test: 0.4238355 best: 0.4238331 (782) total: 1m 47s remaining: 2m 43s 792: learn: 0.4113597 test: 0.4238362 best: 0.4238331 (782) total: 1m 47s remaining: 2m 43s 793: learn: 0.4113597 test: 0.4238363 best: 0.4238331 (782) total: 1m 47s remaining: 2m 43s 794: learn: 0.4113597 test: 0.4238370 best: 0.4238331 (782) total: 1m 47s remaining: 2m 43s 795: learn: 0.4113597 test: 0.4238371 best: 0.4238331 (782) total: 1m 47s remaining: 2m 43s 796: learn: 0.4113596 test: 0.4238371 best: 0.4238331 (782) total: 1m 48s remaining: 2m 43s 797: learn: 0.4113595 test: 0.4238370 best: 0.4238331 (782) total: 1m 48s remaining: 2m 43s 798: learn: 0.4113594 test: 0.4238371 best: 0.4238331 (782) total: 1m 48s remaining: 2m 43s 799: learn: 0.4113591 test: 0.4238370 best: 0.4238331 (782) total: 1m 48s remaining: 2m 42s 800: learn: 0.4113590 test: 0.4238371 best: 0.4238331 (782) total: 1m 48s remaining: 2m 42s 801: learn: 0.4113578 test: 0.4238372 best: 0.4238331 (782) total: 1m 48s remaining: 2m 42s 802: learn: 0.4113574 test: 0.4238362 best: 0.4238331 (782) total: 1m 48s remaining: 2m 42s 803: learn: 0.4113570 test: 0.4238362 best: 0.4238331 (782) total: 1m 49s remaining: 2m 42s 804: learn: 0.4113567 test: 0.4238325 best: 0.4238325 (804) total: 1m 49s remaining: 2m 42s 805: learn: 0.4113559 test: 0.4238319 best: 0.4238319 (805) total: 1m 49s remaining: 2m 42s 806: learn: 0.4113559 test: 0.4238319 best: 0.4238319 (806) total: 1m 49s remaining: 2m 41s 807: learn: 0.4113535 test: 0.4238286 best: 0.4238286 (807) total: 1m 49s remaining: 2m 41s 808: learn: 0.4113531 test: 0.4238289 best: 0.4238286 (807) total: 1m 49s remaining: 2m 41s 809: learn: 0.4113530 test: 0.4238298 best: 0.4238286 (807) total: 1m 49s remaining: 2m 41s 810: learn: 0.4113527 test: 0.4238300 best: 0.4238286 (807) total: 1m 50s remaining: 2m 41s 811: learn: 0.4113527 test: 0.4238304 best: 0.4238286 (807) total: 1m 50s remaining: 2m 41s 812: learn: 0.4113511 test: 0.4238307 best: 0.4238286 (807) total: 1m 50s remaining: 2m 41s 813: learn: 0.4113511 test: 0.4238314 best: 0.4238286 (807) total: 1m 50s remaining: 2m 41s 814: learn: 0.4113507 test: 0.4238313 best: 0.4238286 (807) total: 1m 50s remaining: 2m 41s 815: learn: 0.4113507 test: 0.4238315 best: 0.4238286 (807) total: 1m 50s remaining: 2m 40s 816: learn: 0.4113507 test: 0.4238322 best: 0.4238286 (807) total: 1m 51s remaining: 2m 40s 817: learn: 0.4113507 test: 0.4238322 best: 0.4238286 (807) total: 1m 51s remaining: 2m 40s 818: learn: 0.4113506 test: 0.4238322 best: 0.4238286 (807) total: 1m 51s remaining: 2m 40s 819: learn: 0.4113505 test: 0.4238323 best: 0.4238286 (807) total: 1m 51s remaining: 2m 40s 820: learn: 0.4109794 test: 0.4235057 best: 0.4235057 (820) total: 1m 51s remaining: 2m 40s 821: learn: 0.4109161 test: 0.4234858 best: 0.4234858 (821) total: 1m 51s remaining: 2m 40s 822: learn: 0.4109161 test: 0.4234859 best: 0.4234858 (821) total: 1m 51s remaining: 2m 40s 823: learn: 0.4109151 test: 0.4234865 best: 0.4234858 (821) total: 1m 52s remaining: 2m 39s 824: learn: 0.4109150 test: 0.4234868 best: 0.4234858 (821) total: 1m 52s remaining: 2m 39s 825: learn: 0.4109150 test: 0.4234868 best: 0.4234858 (821) total: 1m 52s remaining: 2m 39s 826: learn: 0.4109150 test: 0.4234874 best: 0.4234858 (821) total: 1m 52s remaining: 2m 39s 827: learn: 0.4109148 test: 0.4234874 best: 0.4234858 (821) total: 1m 52s remaining: 2m 39s 828: learn: 0.4109146 test: 0.4234874 best: 0.4234858 (821) total: 1m 52s remaining: 2m 39s 829: learn: 0.4109146 test: 0.4234874 best: 0.4234858 (821) total: 1m 52s remaining: 2m 39s 830: learn: 0.4109146 test: 0.4234874 best: 0.4234858 (821) total: 1m 53s remaining: 2m 39s 831: learn: 0.4109144 test: 0.4234875 best: 0.4234858 (821) total: 1m 53s remaining: 2m 38s 832: learn: 0.4109140 test: 0.4234879 best: 0.4234858 (821) total: 1m 53s remaining: 2m 38s 833: learn: 0.4109140 test: 0.4234880 best: 0.4234858 (821) total: 1m 53s remaining: 2m 38s 834: learn: 0.4109140 test: 0.4234878 best: 0.4234858 (821) total: 1m 53s remaining: 2m 38s 835: learn: 0.4109140 test: 0.4234883 best: 0.4234858 (821) total: 1m 53s remaining: 2m 38s 836: learn: 0.4108642 test: 0.4234604 best: 0.4234604 (836) total: 1m 53s remaining: 2m 38s 837: learn: 0.4108640 test: 0.4234604 best: 0.4234604 (837) total: 1m 53s remaining: 2m 37s 838: learn: 0.4108639 test: 0.4234605 best: 0.4234604 (837) total: 1m 54s remaining: 2m 37s 839: learn: 0.4108638 test: 0.4234605 best: 0.4234604 (837) total: 1m 54s remaining: 2m 37s 840: learn: 0.4108578 test: 0.4234603 best: 0.4234603 (840) total: 1m 54s remaining: 2m 37s 841: learn: 0.4108577 test: 0.4234603 best: 0.4234603 (840) total: 1m 54s remaining: 2m 37s 842: learn: 0.4108576 test: 0.4234603 best: 0.4234603 (840) total: 1m 54s remaining: 2m 37s 843: learn: 0.4108576 test: 0.4234603 best: 0.4234603 (840) total: 1m 54s remaining: 2m 37s 844: learn: 0.4108558 test: 0.4234605 best: 0.4234603 (840) total: 1m 54s remaining: 2m 37s 845: learn: 0.4108558 test: 0.4234605 best: 0.4234603 (840) total: 1m 55s remaining: 2m 36s 846: learn: 0.4108557 test: 0.4234606 best: 0.4234603 (840) total: 1m 55s remaining: 2m 36s 847: learn: 0.4108288 test: 0.4234567 best: 0.4234567 (847) total: 1m 55s remaining: 2m 36s 848: learn: 0.4108221 test: 0.4234543 best: 0.4234543 (848) total: 1m 55s remaining: 2m 36s 849: learn: 0.4108051 test: 0.4234556 best: 0.4234543 (848) total: 1m 55s remaining: 2m 36s 850: learn: 0.4108051 test: 0.4234556 best: 0.4234543 (848) total: 1m 55s remaining: 2m 36s 851: learn: 0.4108051 test: 0.4234556 best: 0.4234543 (848) total: 1m 55s remaining: 2m 36s 852: learn: 0.4107864 test: 0.4234515 best: 0.4234515 (852) total: 1m 56s remaining: 2m 36s 853: learn: 0.4107863 test: 0.4234515 best: 0.4234515 (852) total: 1m 56s remaining: 2m 36s 854: learn: 0.4107863 test: 0.4234519 best: 0.4234515 (852) total: 1m 56s remaining: 2m 35s 855: learn: 0.4107831 test: 0.4234517 best: 0.4234515 (852) total: 1m 56s remaining: 2m 35s 856: learn: 0.4107831 test: 0.4234517 best: 0.4234515 (852) total: 1m 56s remaining: 2m 35s 857: learn: 0.4107824 test: 0.4234518 best: 0.4234515 (852) total: 1m 56s remaining: 2m 35s 858: learn: 0.4107788 test: 0.4234574 best: 0.4234515 (852) total: 1m 56s remaining: 2m 35s 859: learn: 0.4107785 test: 0.4234573 best: 0.4234515 (852) total: 1m 57s remaining: 2m 35s 860: learn: 0.4107784 test: 0.4234574 best: 0.4234515 (852) total: 1m 57s remaining: 2m 35s 861: learn: 0.4107782 test: 0.4234575 best: 0.4234515 (852) total: 1m 57s remaining: 2m 35s 862: learn: 0.4107781 test: 0.4234574 best: 0.4234515 (852) total: 1m 57s remaining: 2m 35s 863: learn: 0.4107780 test: 0.4234575 best: 0.4234515 (852) total: 1m 57s remaining: 2m 34s 864: learn: 0.4107695 test: 0.4234629 best: 0.4234515 (852) total: 1m 58s remaining: 2m 34s 865: learn: 0.4105221 test: 0.4233267 best: 0.4233267 (865) total: 1m 58s remaining: 2m 34s 866: learn: 0.4102578 test: 0.4231140 best: 0.4231140 (866) total: 1m 58s remaining: 2m 34s 867: learn: 0.4102578 test: 0.4231139 best: 0.4231139 (867) total: 1m 58s remaining: 2m 34s 868: learn: 0.4102566 test: 0.4231138 best: 0.4231138 (868) total: 1m 58s remaining: 2m 34s 869: learn: 0.4102559 test: 0.4231171 best: 0.4231138 (868) total: 1m 58s remaining: 2m 34s 870: learn: 0.4102385 test: 0.4231253 best: 0.4231138 (868) total: 1m 58s remaining: 2m 34s 871: learn: 0.4102384 test: 0.4231256 best: 0.4231138 (868) total: 1m 59s remaining: 2m 33s 872: learn: 0.4102383 test: 0.4231287 best: 0.4231138 (868) total: 1m 59s remaining: 2m 33s 873: learn: 0.4102383 test: 0.4231285 best: 0.4231138 (868) total: 1m 59s remaining: 2m 33s 874: learn: 0.4102382 test: 0.4231285 best: 0.4231138 (868) total: 1m 59s remaining: 2m 33s 875: learn: 0.4102382 test: 0.4231288 best: 0.4231138 (868) total: 1m 59s remaining: 2m 33s 876: learn: 0.4102021 test: 0.4230947 best: 0.4230947 (876) total: 1m 59s remaining: 2m 33s 877: learn: 0.4102017 test: 0.4230947 best: 0.4230947 (876) total: 1m 59s remaining: 2m 33s 878: learn: 0.4102013 test: 0.4230949 best: 0.4230947 (876) total: 2m remaining: 2m 33s 879: learn: 0.4102013 test: 0.4230946 best: 0.4230946 (879) total: 2m remaining: 2m 32s 880: learn: 0.4102012 test: 0.4230949 best: 0.4230946 (879) total: 2m remaining: 2m 32s 881: learn: 0.4102002 test: 0.4230947 best: 0.4230946 (879) total: 2m remaining: 2m 32s 882: learn: 0.4102002 test: 0.4230949 best: 0.4230946 (879) total: 2m remaining: 2m 32s 883: learn: 0.4102001 test: 0.4230947 best: 0.4230946 (879) total: 2m remaining: 2m 32s 884: learn: 0.4102000 test: 0.4230949 best: 0.4230946 (879) total: 2m remaining: 2m 32s 885: learn: 0.4102000 test: 0.4230951 best: 0.4230946 (879) total: 2m 1s remaining: 2m 32s 886: learn: 0.4102000 test: 0.4230949 best: 0.4230946 (879) total: 2m 1s remaining: 2m 32s 887: learn: 0.4101999 test: 0.4230950 best: 0.4230946 (879) total: 2m 1s remaining: 2m 31s 888: learn: 0.4101999 test: 0.4230949 best: 0.4230946 (879) total: 2m 1s remaining: 2m 31s 889: learn: 0.4098967 test: 0.4225697 best: 0.4225697 (889) total: 2m 1s remaining: 2m 31s 890: learn: 0.4098964 test: 0.4225700 best: 0.4225697 (889) total: 2m 1s remaining: 2m 31s 891: learn: 0.4098963 test: 0.4225703 best: 0.4225697 (889) total: 2m 1s remaining: 2m 31s 892: learn: 0.4098961 test: 0.4225702 best: 0.4225697 (889) total: 2m 2s remaining: 2m 31s 893: learn: 0.4098961 test: 0.4225705 best: 0.4225697 (889) total: 2m 2s remaining: 2m 31s 894: learn: 0.4098945 test: 0.4225699 best: 0.4225697 (889) total: 2m 2s remaining: 2m 31s 895: learn: 0.4098527 test: 0.4225545 best: 0.4225545 (895) total: 2m 2s remaining: 2m 30s 896: learn: 0.4098107 test: 0.4225172 best: 0.4225172 (896) total: 2m 2s remaining: 2m 30s 897: learn: 0.4098088 test: 0.4225169 best: 0.4225169 (897) total: 2m 2s remaining: 2m 30s 898: learn: 0.4097992 test: 0.4225183 best: 0.4225169 (897) total: 2m 2s remaining: 2m 30s 899: learn: 0.4097987 test: 0.4225184 best: 0.4225169 (897) total: 2m 3s remaining: 2m 30s 900: learn: 0.4097928 test: 0.4225107 best: 0.4225107 (900) total: 2m 3s remaining: 2m 30s 901: learn: 0.4097925 test: 0.4225107 best: 0.4225107 (901) total: 2m 3s remaining: 2m 30s 902: learn: 0.4097918 test: 0.4225107 best: 0.4225107 (901) total: 2m 3s remaining: 2m 30s 903: learn: 0.4097916 test: 0.4225107 best: 0.4225107 (901) total: 2m 3s remaining: 2m 29s 904: learn: 0.4097915 test: 0.4225107 best: 0.4225107 (904) total: 2m 3s remaining: 2m 29s 905: learn: 0.4097915 test: 0.4225107 best: 0.4225107 (904) total: 2m 3s remaining: 2m 29s 906: learn: 0.4097915 test: 0.4225107 best: 0.4225107 (904) total: 2m 3s remaining: 2m 29s 907: learn: 0.4097864 test: 0.4225107 best: 0.4225107 (904) total: 2m 4s remaining: 2m 29s 908: learn: 0.4097837 test: 0.4225045 best: 0.4225045 (908) total: 2m 4s remaining: 2m 29s 909: learn: 0.4097835 test: 0.4225045 best: 0.4225045 (909) total: 2m 4s remaining: 2m 29s 910: learn: 0.4097786 test: 0.4225051 best: 0.4225045 (909) total: 2m 4s remaining: 2m 28s 911: learn: 0.4097416 test: 0.4225091 best: 0.4225045 (909) total: 2m 4s remaining: 2m 28s 912: learn: 0.4097415 test: 0.4225090 best: 0.4225045 (909) total: 2m 4s remaining: 2m 28s 913: learn: 0.4097371 test: 0.4225120 best: 0.4225045 (909) total: 2m 5s remaining: 2m 28s 914: learn: 0.4097370 test: 0.4225120 best: 0.4225045 (909) total: 2m 5s remaining: 2m 28s 915: learn: 0.4097369 test: 0.4225120 best: 0.4225045 (909) total: 2m 5s remaining: 2m 28s 916: learn: 0.4097031 test: 0.4225022 best: 0.4225022 (916) total: 2m 5s remaining: 2m 28s 917: learn: 0.4092551 test: 0.4221469 best: 0.4221469 (917) total: 2m 5s remaining: 2m 28s 918: learn: 0.4092372 test: 0.4221351 best: 0.4221351 (918) total: 2m 6s remaining: 2m 28s 919: learn: 0.4091344 test: 0.4220844 best: 0.4220844 (919) total: 2m 6s remaining: 2m 28s 920: learn: 0.4091343 test: 0.4220843 best: 0.4220843 (920) total: 2m 6s remaining: 2m 27s 921: learn: 0.4091327 test: 0.4220844 best: 0.4220843 (920) total: 2m 6s remaining: 2m 27s 922: learn: 0.4091326 test: 0.4220844 best: 0.4220843 (920) total: 2m 6s remaining: 2m 27s 923: learn: 0.4091326 test: 0.4220844 best: 0.4220843 (920) total: 2m 6s remaining: 2m 27s 924: learn: 0.4091325 test: 0.4220843 best: 0.4220843 (924) total: 2m 6s remaining: 2m 27s 925: learn: 0.4091324 test: 0.4220843 best: 0.4220843 (925) total: 2m 7s remaining: 2m 27s 926: learn: 0.4091323 test: 0.4220843 best: 0.4220843 (925) total: 2m 7s remaining: 2m 27s 927: learn: 0.4091140 test: 0.4220847 best: 0.4220843 (925) total: 2m 7s remaining: 2m 27s 928: learn: 0.4091136 test: 0.4220846 best: 0.4220843 (925) total: 2m 7s remaining: 2m 27s 929: learn: 0.4091135 test: 0.4220846 best: 0.4220843 (925) total: 2m 7s remaining: 2m 27s 930: learn: 0.4091134 test: 0.4220846 best: 0.4220843 (925) total: 2m 7s remaining: 2m 26s 931: learn: 0.4090943 test: 0.4220853 best: 0.4220843 (925) total: 2m 8s remaining: 2m 26s 932: learn: 0.4090942 test: 0.4220851 best: 0.4220843 (925) total: 2m 8s remaining: 2m 26s 933: learn: 0.4090942 test: 0.4220852 best: 0.4220843 (925) total: 2m 8s remaining: 2m 26s 934: learn: 0.4090941 test: 0.4220852 best: 0.4220843 (925) total: 2m 8s remaining: 2m 26s 935: learn: 0.4090939 test: 0.4220862 best: 0.4220843 (925) total: 2m 8s remaining: 2m 26s 936: learn: 0.4090939 test: 0.4220862 best: 0.4220843 (925) total: 2m 8s remaining: 2m 26s 937: learn: 0.4090936 test: 0.4220861 best: 0.4220843 (925) total: 2m 9s remaining: 2m 26s 938: learn: 0.4090934 test: 0.4220861 best: 0.4220843 (925) total: 2m 9s remaining: 2m 26s 939: learn: 0.4090933 test: 0.4220861 best: 0.4220843 (925) total: 2m 9s remaining: 2m 25s 940: learn: 0.4090932 test: 0.4220861 best: 0.4220843 (925) total: 2m 9s remaining: 2m 25s 941: learn: 0.4090931 test: 0.4220861 best: 0.4220843 (925) total: 2m 9s remaining: 2m 25s 942: learn: 0.4090931 test: 0.4220861 best: 0.4220843 (925) total: 2m 9s remaining: 2m 25s 943: learn: 0.4090923 test: 0.4220860 best: 0.4220843 (925) total: 2m 10s remaining: 2m 25s 944: learn: 0.4090923 test: 0.4220860 best: 0.4220843 (925) total: 2m 10s remaining: 2m 25s 945: learn: 0.4090922 test: 0.4220860 best: 0.4220843 (925) total: 2m 10s remaining: 2m 25s 946: learn: 0.4090922 test: 0.4220860 best: 0.4220843 (925) total: 2m 10s remaining: 2m 25s 947: learn: 0.4090921 test: 0.4220860 best: 0.4220843 (925) total: 2m 10s remaining: 2m 25s 948: learn: 0.4090884 test: 0.4220871 best: 0.4220843 (925) total: 2m 10s remaining: 2m 24s 949: learn: 0.4090879 test: 0.4220871 best: 0.4220843 (925) total: 2m 10s remaining: 2m 24s 950: learn: 0.4090879 test: 0.4220870 best: 0.4220843 (925) total: 2m 11s remaining: 2m 24s 951: learn: 0.4090873 test: 0.4220870 best: 0.4220843 (925) total: 2m 11s remaining: 2m 24s 952: learn: 0.4090632 test: 0.4220891 best: 0.4220843 (925) total: 2m 11s remaining: 2m 24s 953: learn: 0.4090632 test: 0.4220890 best: 0.4220843 (925) total: 2m 11s remaining: 2m 24s 954: learn: 0.4090629 test: 0.4220891 best: 0.4220843 (925) total: 2m 11s remaining: 2m 24s 955: learn: 0.4090624 test: 0.4220902 best: 0.4220843 (925) total: 2m 11s remaining: 2m 24s 956: learn: 0.4090573 test: 0.4220822 best: 0.4220822 (956) total: 2m 12s remaining: 2m 23s 957: learn: 0.4090452 test: 0.4220749 best: 0.4220749 (957) total: 2m 12s remaining: 2m 23s 958: learn: 0.4090451 test: 0.4220749 best: 0.4220749 (958) total: 2m 12s remaining: 2m 23s 959: learn: 0.4090448 test: 0.4220749 best: 0.4220749 (958) total: 2m 12s remaining: 2m 23s 960: learn: 0.4090446 test: 0.4220749 best: 0.4220749 (958) total: 2m 12s remaining: 2m 23s 961: learn: 0.4090445 test: 0.4220749 best: 0.4220749 (958) total: 2m 12s remaining: 2m 23s 962: learn: 0.4090443 test: 0.4220748 best: 0.4220748 (962) total: 2m 13s remaining: 2m 23s 963: learn: 0.4090443 test: 0.4220749 best: 0.4220748 (962) total: 2m 13s remaining: 2m 23s 964: learn: 0.4090443 test: 0.4220749 best: 0.4220748 (962) total: 2m 13s remaining: 2m 23s 965: learn: 0.4090441 test: 0.4220749 best: 0.4220748 (962) total: 2m 13s remaining: 2m 23s 966: learn: 0.4090441 test: 0.4220749 best: 0.4220748 (962) total: 2m 13s remaining: 2m 22s 967: learn: 0.4090441 test: 0.4220749 best: 0.4220748 (962) total: 2m 13s remaining: 2m 22s 968: learn: 0.4090441 test: 0.4220749 best: 0.4220748 (962) total: 2m 14s remaining: 2m 22s 969: learn: 0.4090104 test: 0.4220714 best: 0.4220714 (969) total: 2m 14s remaining: 2m 22s 970: learn: 0.4090103 test: 0.4220714 best: 0.4220714 (970) total: 2m 14s remaining: 2m 22s 971: learn: 0.4090089 test: 0.4220690 best: 0.4220690 (971) total: 2m 14s remaining: 2m 22s 972: learn: 0.4090088 test: 0.4220689 best: 0.4220689 (972) total: 2m 14s remaining: 2m 22s 973: learn: 0.4090083 test: 0.4220689 best: 0.4220689 (973) total: 2m 14s remaining: 2m 22s 974: learn: 0.4090055 test: 0.4220689 best: 0.4220689 (973) total: 2m 15s remaining: 2m 21s 975: learn: 0.4090054 test: 0.4220689 best: 0.4220689 (973) total: 2m 15s remaining: 2m 21s 976: learn: 0.4090054 test: 0.4220688 best: 0.4220688 (976) total: 2m 15s remaining: 2m 21s 977: learn: 0.4090054 test: 0.4220688 best: 0.4220688 (977) total: 2m 15s remaining: 2m 21s 978: learn: 0.4090053 test: 0.4220688 best: 0.4220688 (978) total: 2m 15s remaining: 2m 21s 979: learn: 0.4090053 test: 0.4220687 best: 0.4220687 (979) total: 2m 15s remaining: 2m 21s 980: learn: 0.4090053 test: 0.4220687 best: 0.4220687 (980) total: 2m 15s remaining: 2m 20s 981: learn: 0.4090051 test: 0.4220686 best: 0.4220686 (981) total: 2m 15s remaining: 2m 20s 982: learn: 0.4090050 test: 0.4220686 best: 0.4220686 (982) total: 2m 15s remaining: 2m 20s 983: learn: 0.4090050 test: 0.4220686 best: 0.4220686 (983) total: 2m 16s remaining: 2m 20s 984: learn: 0.4090050 test: 0.4220686 best: 0.4220686 (984) total: 2m 16s remaining: 2m 20s 985: learn: 0.4090049 test: 0.4220686 best: 0.4220686 (985) total: 2m 16s remaining: 2m 20s 986: learn: 0.4090049 test: 0.4220686 best: 0.4220686 (985) total: 2m 16s remaining: 2m 20s 987: learn: 0.4090049 test: 0.4220686 best: 0.4220686 (985) total: 2m 16s remaining: 2m 19s 988: learn: 0.4090049 test: 0.4220686 best: 0.4220686 (985) total: 2m 16s remaining: 2m 19s 989: learn: 0.4090048 test: 0.4220686 best: 0.4220686 (985) total: 2m 16s remaining: 2m 19s 990: learn: 0.4090046 test: 0.4220686 best: 0.4220686 (985) total: 2m 16s remaining: 2m 19s 991: learn: 0.4090044 test: 0.4220686 best: 0.4220686 (985) total: 2m 17s remaining: 2m 19s 992: learn: 0.4090044 test: 0.4220686 best: 0.4220686 (985) total: 2m 17s remaining: 2m 19s 993: learn: 0.4090043 test: 0.4220687 best: 0.4220686 (985) total: 2m 17s remaining: 2m 18s 994: learn: 0.4090042 test: 0.4220687 best: 0.4220686 (985) total: 2m 17s remaining: 2m 18s 995: learn: 0.4090030 test: 0.4220687 best: 0.4220686 (985) total: 2m 17s remaining: 2m 18s 996: learn: 0.4090029 test: 0.4220688 best: 0.4220686 (985) total: 2m 17s remaining: 2m 18s 997: learn: 0.4089940 test: 0.4220709 best: 0.4220686 (985) total: 2m 18s remaining: 2m 18s 998: learn: 0.4089940 test: 0.4220710 best: 0.4220686 (985) total: 2m 18s remaining: 2m 18s 999: learn: 0.4089939 test: 0.4220710 best: 0.4220686 (985) total: 2m 18s remaining: 2m 18s 1000: learn: 0.4089938 test: 0.4220710 best: 0.4220686 (985) total: 2m 18s remaining: 2m 18s 1001: learn: 0.4089938 test: 0.4220710 best: 0.4220686 (985) total: 2m 18s remaining: 2m 18s 1002: learn: 0.4089937 test: 0.4220710 best: 0.4220686 (985) total: 2m 18s remaining: 2m 17s 1003: learn: 0.4089937 test: 0.4220710 best: 0.4220686 (985) total: 2m 18s remaining: 2m 17s 1004: learn: 0.4089937 test: 0.4220710 best: 0.4220686 (985) total: 2m 18s remaining: 2m 17s 1005: learn: 0.4089937 test: 0.4220710 best: 0.4220686 (985) total: 2m 18s remaining: 2m 17s 1006: learn: 0.4089937 test: 0.4220698 best: 0.4220686 (985) total: 2m 19s remaining: 2m 17s 1007: learn: 0.4089936 test: 0.4220699 best: 0.4220686 (985) total: 2m 19s remaining: 2m 16s 1008: learn: 0.4089936 test: 0.4220698 best: 0.4220686 (985) total: 2m 19s remaining: 2m 16s 1009: learn: 0.4089936 test: 0.4220698 best: 0.4220686 (985) total: 2m 19s remaining: 2m 16s 1010: learn: 0.4089786 test: 0.4220698 best: 0.4220686 (985) total: 2m 19s remaining: 2m 16s 1011: learn: 0.4089786 test: 0.4220698 best: 0.4220686 (985) total: 2m 19s remaining: 2m 16s 1012: learn: 0.4089785 test: 0.4220698 best: 0.4220686 (985) total: 2m 19s remaining: 2m 16s 1013: learn: 0.4089785 test: 0.4220698 best: 0.4220686 (985) total: 2m 19s remaining: 2m 15s 1014: learn: 0.4089211 test: 0.4220631 best: 0.4220631 (1014) total: 2m 19s remaining: 2m 15s 1015: learn: 0.4089211 test: 0.4220631 best: 0.4220631 (1015) total: 2m 20s remaining: 2m 15s 1016: learn: 0.4089210 test: 0.4220631 best: 0.4220631 (1015) total: 2m 20s remaining: 2m 15s 1017: learn: 0.4089210 test: 0.4220622 best: 0.4220622 (1017) total: 2m 20s remaining: 2m 15s 1018: learn: 0.4089210 test: 0.4220621 best: 0.4220621 (1018) total: 2m 20s remaining: 2m 15s 1019: learn: 0.4089210 test: 0.4220621 best: 0.4220621 (1019) total: 2m 20s remaining: 2m 15s 1020: learn: 0.4089210 test: 0.4220621 best: 0.4220621 (1020) total: 2m 20s remaining: 2m 15s 1021: learn: 0.4089209 test: 0.4220621 best: 0.4220621 (1020) total: 2m 21s remaining: 2m 14s 1022: learn: 0.4089208 test: 0.4220621 best: 0.4220621 (1020) total: 2m 21s remaining: 2m 14s 1023: learn: 0.4089208 test: 0.4220621 best: 0.4220621 (1020) total: 2m 21s remaining: 2m 14s 1024: learn: 0.4086773 test: 0.4220512 best: 0.4220512 (1024) total: 2m 21s remaining: 2m 14s 1025: learn: 0.4086770 test: 0.4220512 best: 0.4220512 (1025) total: 2m 21s remaining: 2m 14s 1026: learn: 0.4086769 test: 0.4220511 best: 0.4220511 (1026) total: 2m 21s remaining: 2m 14s 1027: learn: 0.4086767 test: 0.4220511 best: 0.4220511 (1027) total: 2m 21s remaining: 2m 14s 1028: learn: 0.4086766 test: 0.4220522 best: 0.4220511 (1027) total: 2m 22s remaining: 2m 14s 1029: learn: 0.4081997 test: 0.4215335 best: 0.4215335 (1029) total: 2m 22s remaining: 2m 13s 1030: learn: 0.4081997 test: 0.4215335 best: 0.4215335 (1029) total: 2m 22s remaining: 2m 13s 1031: learn: 0.4081997 test: 0.4215334 best: 0.4215334 (1031) total: 2m 22s remaining: 2m 13s 1032: learn: 0.4081996 test: 0.4215334 best: 0.4215334 (1032) total: 2m 22s remaining: 2m 13s 1033: learn: 0.4081996 test: 0.4215334 best: 0.4215334 (1032) total: 2m 22s remaining: 2m 13s 1034: learn: 0.4081996 test: 0.4215334 best: 0.4215334 (1032) total: 2m 22s remaining: 2m 13s 1035: learn: 0.4081803 test: 0.4214914 best: 0.4214914 (1035) total: 2m 23s remaining: 2m 13s 1036: learn: 0.4081719 test: 0.4215003 best: 0.4214914 (1035) total: 2m 23s remaining: 2m 13s 1037: learn: 0.4081688 test: 0.4215003 best: 0.4214914 (1035) total: 2m 23s remaining: 2m 12s 1038: learn: 0.4079972 test: 0.4213955 best: 0.4213955 (1038) total: 2m 23s remaining: 2m 12s 1039: learn: 0.4078559 test: 0.4213647 best: 0.4213647 (1039) total: 2m 23s remaining: 2m 12s 1040: learn: 0.4078559 test: 0.4213647 best: 0.4213647 (1040) total: 2m 23s remaining: 2m 12s 1041: learn: 0.4078558 test: 0.4213647 best: 0.4213647 (1041) total: 2m 24s remaining: 2m 12s 1042: learn: 0.4078556 test: 0.4213657 best: 0.4213647 (1041) total: 2m 24s remaining: 2m 12s 1043: learn: 0.4078547 test: 0.4213549 best: 0.4213549 (1043) total: 2m 24s remaining: 2m 12s 1044: learn: 0.4078547 test: 0.4213549 best: 0.4213549 (1044) total: 2m 24s remaining: 2m 12s 1045: learn: 0.4078546 test: 0.4213549 best: 0.4213549 (1045) total: 2m 24s remaining: 2m 11s 1046: learn: 0.4078546 test: 0.4213549 best: 0.4213549 (1046) total: 2m 24s remaining: 2m 11s 1047: learn: 0.4078546 test: 0.4213549 best: 0.4213549 (1046) total: 2m 24s remaining: 2m 11s 1048: learn: 0.4078545 test: 0.4213549 best: 0.4213549 (1046) total: 2m 24s remaining: 2m 11s 1049: learn: 0.4078545 test: 0.4213549 best: 0.4213549 (1049) total: 2m 25s remaining: 2m 11s 1050: learn: 0.4078545 test: 0.4213549 best: 0.4213549 (1050) total: 2m 25s remaining: 2m 11s 1051: learn: 0.4078545 test: 0.4213549 best: 0.4213549 (1051) total: 2m 25s remaining: 2m 10s 1052: learn: 0.4078542 test: 0.4213548 best: 0.4213548 (1052) total: 2m 25s remaining: 2m 10s 1053: learn: 0.4078541 test: 0.4213548 best: 0.4213548 (1053) total: 2m 25s remaining: 2m 10s 1054: learn: 0.4078541 test: 0.4213548 best: 0.4213548 (1054) total: 2m 25s remaining: 2m 10s 1055: learn: 0.4078541 test: 0.4213547 best: 0.4213547 (1055) total: 2m 25s remaining: 2m 10s 1056: learn: 0.4078538 test: 0.4213547 best: 0.4213547 (1056) total: 2m 25s remaining: 2m 10s 1057: learn: 0.4078537 test: 0.4213547 best: 0.4213547 (1057) total: 2m 25s remaining: 2m 9s 1058: learn: 0.4078537 test: 0.4213547 best: 0.4213547 (1058) total: 2m 26s remaining: 2m 9s 1059: learn: 0.4078441 test: 0.4213549 best: 0.4213547 (1058) total: 2m 26s remaining: 2m 9s 1060: learn: 0.4078440 test: 0.4213549 best: 0.4213547 (1058) total: 2m 26s remaining: 2m 9s 1061: learn: 0.4078440 test: 0.4213549 best: 0.4213547 (1058) total: 2m 26s remaining: 2m 9s 1062: learn: 0.4078440 test: 0.4213549 best: 0.4213547 (1058) total: 2m 26s remaining: 2m 9s 1063: learn: 0.4078439 test: 0.4213549 best: 0.4213547 (1058) total: 2m 26s remaining: 2m 9s 1064: learn: 0.4078439 test: 0.4213549 best: 0.4213547 (1058) total: 2m 26s remaining: 2m 8s 1065: learn: 0.4078439 test: 0.4213533 best: 0.4213533 (1065) total: 2m 26s remaining: 2m 8s 1066: learn: 0.4078276 test: 0.4213462 best: 0.4213462 (1066) total: 2m 27s remaining: 2m 8s 1067: learn: 0.4078274 test: 0.4213450 best: 0.4213450 (1067) total: 2m 27s remaining: 2m 8s 1068: learn: 0.4078271 test: 0.4213450 best: 0.4213450 (1068) total: 2m 27s remaining: 2m 8s 1069: learn: 0.4078259 test: 0.4213464 best: 0.4213450 (1068) total: 2m 27s remaining: 2m 8s 1070: learn: 0.4078250 test: 0.4213465 best: 0.4213450 (1068) total: 2m 27s remaining: 2m 8s 1071: learn: 0.4078157 test: 0.4213496 best: 0.4213450 (1068) total: 2m 27s remaining: 2m 8s 1072: learn: 0.4078157 test: 0.4213496 best: 0.4213450 (1068) total: 2m 28s remaining: 2m 7s 1073: learn: 0.4078156 test: 0.4213495 best: 0.4213450 (1068) total: 2m 28s remaining: 2m 7s 1074: learn: 0.4078156 test: 0.4213496 best: 0.4213450 (1068) total: 2m 28s remaining: 2m 7s 1075: learn: 0.4078156 test: 0.4213496 best: 0.4213450 (1068) total: 2m 28s remaining: 2m 7s 1076: learn: 0.4078155 test: 0.4213497 best: 0.4213450 (1068) total: 2m 28s remaining: 2m 7s 1077: learn: 0.4078152 test: 0.4213497 best: 0.4213450 (1068) total: 2m 28s remaining: 2m 7s 1078: learn: 0.4078152 test: 0.4213497 best: 0.4213450 (1068) total: 2m 29s remaining: 2m 7s 1079: learn: 0.4078151 test: 0.4213497 best: 0.4213450 (1068) total: 2m 29s remaining: 2m 7s 1080: learn: 0.4077932 test: 0.4213465 best: 0.4213450 (1068) total: 2m 29s remaining: 2m 7s 1081: learn: 0.4077932 test: 0.4213464 best: 0.4213450 (1068) total: 2m 29s remaining: 2m 6s 1082: learn: 0.4077927 test: 0.4213465 best: 0.4213450 (1068) total: 2m 29s remaining: 2m 6s 1083: learn: 0.4077925 test: 0.4213464 best: 0.4213450 (1068) total: 2m 29s remaining: 2m 6s 1084: learn: 0.4077924 test: 0.4213464 best: 0.4213450 (1068) total: 2m 29s remaining: 2m 6s 1085: learn: 0.4077923 test: 0.4213464 best: 0.4213450 (1068) total: 2m 30s remaining: 2m 6s 1086: learn: 0.4077902 test: 0.4213437 best: 0.4213437 (1086) total: 2m 30s remaining: 2m 6s 1087: learn: 0.4077902 test: 0.4213425 best: 0.4213425 (1087) total: 2m 30s remaining: 2m 6s 1088: learn: 0.4077901 test: 0.4213425 best: 0.4213425 (1087) total: 2m 30s remaining: 2m 6s 1089: learn: 0.4077901 test: 0.4213424 best: 0.4213424 (1089) total: 2m 30s remaining: 2m 5s 1090: learn: 0.4077900 test: 0.4213424 best: 0.4213424 (1089) total: 2m 30s remaining: 2m 5s 1091: learn: 0.4077893 test: 0.4213425 best: 0.4213424 (1089) total: 2m 31s remaining: 2m 5s 1092: learn: 0.4077891 test: 0.4213424 best: 0.4213424 (1092) total: 2m 31s remaining: 2m 5s 1093: learn: 0.4077891 test: 0.4213424 best: 0.4213424 (1093) total: 2m 31s remaining: 2m 5s 1094: learn: 0.4077891 test: 0.4213424 best: 0.4213424 (1094) total: 2m 31s remaining: 2m 5s 1095: learn: 0.4077889 test: 0.4213424 best: 0.4213424 (1095) total: 2m 31s remaining: 2m 5s 1096: learn: 0.4077888 test: 0.4213425 best: 0.4213424 (1095) total: 2m 31s remaining: 2m 5s 1097: learn: 0.4077888 test: 0.4213426 best: 0.4213424 (1095) total: 2m 32s remaining: 2m 4s 1098: learn: 0.4077888 test: 0.4213426 best: 0.4213424 (1095) total: 2m 32s remaining: 2m 4s 1099: learn: 0.4077887 test: 0.4213426 best: 0.4213424 (1095) total: 2m 32s remaining: 2m 4s 1100: learn: 0.4077885 test: 0.4213425 best: 0.4213424 (1095) total: 2m 32s remaining: 2m 4s 1101: learn: 0.4077885 test: 0.4213425 best: 0.4213424 (1095) total: 2m 32s remaining: 2m 4s 1102: learn: 0.4077845 test: 0.4213426 best: 0.4213424 (1095) total: 2m 32s remaining: 2m 4s 1103: learn: 0.4077845 test: 0.4213425 best: 0.4213424 (1095) total: 2m 32s remaining: 2m 4s 1104: learn: 0.4077810 test: 0.4213426 best: 0.4213424 (1095) total: 2m 32s remaining: 2m 3s 1105: learn: 0.4077810 test: 0.4213426 best: 0.4213424 (1095) total: 2m 33s remaining: 2m 3s 1106: learn: 0.4077809 test: 0.4213426 best: 0.4213424 (1095) total: 2m 33s remaining: 2m 3s 1107: learn: 0.4077809 test: 0.4213426 best: 0.4213424 (1095) total: 2m 33s remaining: 2m 3s 1108: learn: 0.4077808 test: 0.4213426 best: 0.4213424 (1095) total: 2m 33s remaining: 2m 3s 1109: learn: 0.4077806 test: 0.4213426 best: 0.4213424 (1095) total: 2m 33s remaining: 2m 3s 1110: learn: 0.4077803 test: 0.4213426 best: 0.4213424 (1095) total: 2m 33s remaining: 2m 3s 1111: learn: 0.4077803 test: 0.4213426 best: 0.4213424 (1095) total: 2m 33s remaining: 2m 2s 1112: learn: 0.4077802 test: 0.4213426 best: 0.4213424 (1095) total: 2m 34s remaining: 2m 2s 1113: learn: 0.4077802 test: 0.4213426 best: 0.4213424 (1095) total: 2m 34s remaining: 2m 2s 1114: learn: 0.4077802 test: 0.4213426 best: 0.4213424 (1095) total: 2m 34s remaining: 2m 2s 1115: learn: 0.4077802 test: 0.4213426 best: 0.4213424 (1095) total: 2m 34s remaining: 2m 2s 1116: learn: 0.4077801 test: 0.4213426 best: 0.4213424 (1095) total: 2m 34s remaining: 2m 1s 1117: learn: 0.4077801 test: 0.4213426 best: 0.4213424 (1095) total: 2m 34s remaining: 2m 1s 1118: learn: 0.4077800 test: 0.4213426 best: 0.4213424 (1095) total: 2m 34s remaining: 2m 1s 1119: learn: 0.4077800 test: 0.4213415 best: 0.4213415 (1119) total: 2m 34s remaining: 2m 1s 1120: learn: 0.4077799 test: 0.4213415 best: 0.4213415 (1120) total: 2m 35s remaining: 2m 1s 1121: learn: 0.4077799 test: 0.4213415 best: 0.4213415 (1120) total: 2m 35s remaining: 2m 1s 1122: learn: 0.4077799 test: 0.4213415 best: 0.4213415 (1120) total: 2m 35s remaining: 2m 1s 1123: learn: 0.4077798 test: 0.4213415 best: 0.4213415 (1120) total: 2m 35s remaining: 2m 1s 1124: learn: 0.4077796 test: 0.4213414 best: 0.4213414 (1124) total: 2m 35s remaining: 2m 1s 1125: learn: 0.4077795 test: 0.4213414 best: 0.4213414 (1125) total: 2m 35s remaining: 2m 1126: learn: 0.4077794 test: 0.4213416 best: 0.4213414 (1125) total: 2m 35s remaining: 2m 1127: learn: 0.4077794 test: 0.4213416 best: 0.4213414 (1125) total: 2m 35s remaining: 2m 1128: learn: 0.4077794 test: 0.4213416 best: 0.4213414 (1125) total: 2m 36s remaining: 2m 1129: learn: 0.4077793 test: 0.4213416 best: 0.4213414 (1125) total: 2m 36s remaining: 2m 1130: learn: 0.4077793 test: 0.4213416 best: 0.4213414 (1125) total: 2m 36s remaining: 2m 1131: learn: 0.4077793 test: 0.4213416 best: 0.4213414 (1125) total: 2m 36s remaining: 1m 59s 1132: learn: 0.4077792 test: 0.4213416 best: 0.4213414 (1125) total: 2m 36s remaining: 1m 59s 1133: learn: 0.4077791 test: 0.4213416 best: 0.4213414 (1125) total: 2m 36s remaining: 1m 59s 1134: learn: 0.4077791 test: 0.4213416 best: 0.4213414 (1125) total: 2m 36s remaining: 1m 59s 1135: learn: 0.4077459 test: 0.4213541 best: 0.4213414 (1125) total: 2m 36s remaining: 1m 59s 1136: learn: 0.4077457 test: 0.4213541 best: 0.4213414 (1125) total: 2m 37s remaining: 1m 59s 1137: learn: 0.4077436 test: 0.4213539 best: 0.4213414 (1125) total: 2m 37s remaining: 1m 59s 1138: learn: 0.4077387 test: 0.4213504 best: 0.4213414 (1125) total: 2m 37s remaining: 1m 59s 1139: learn: 0.4077387 test: 0.4213504 best: 0.4213414 (1125) total: 2m 37s remaining: 1m 59s 1140: learn: 0.4077304 test: 0.4213497 best: 0.4213414 (1125) total: 2m 37s remaining: 1m 58s 1141: learn: 0.4077303 test: 0.4213497 best: 0.4213414 (1125) total: 2m 38s remaining: 1m 58s 1142: learn: 0.4072712 test: 0.4209785 best: 0.4209785 (1142) total: 2m 38s remaining: 1m 58s 1143: learn: 0.4072708 test: 0.4209784 best: 0.4209784 (1143) total: 2m 38s remaining: 1m 58s 1144: learn: 0.4071911 test: 0.4209465 best: 0.4209465 (1144) total: 2m 38s remaining: 1m 58s 1145: learn: 0.4071645 test: 0.4209343 best: 0.4209343 (1145) total: 2m 38s remaining: 1m 58s 1146: learn: 0.4071643 test: 0.4209352 best: 0.4209343 (1145) total: 2m 38s remaining: 1m 58s 1147: learn: 0.4071643 test: 0.4209338 best: 0.4209338 (1147) total: 2m 39s remaining: 1m 58s 1148: learn: 0.4071641 test: 0.4209354 best: 0.4209338 (1147) total: 2m 39s remaining: 1m 57s 1149: learn: 0.4071640 test: 0.4209354 best: 0.4209338 (1147) total: 2m 39s remaining: 1m 57s 1150: learn: 0.4071638 test: 0.4209355 best: 0.4209338 (1147) total: 2m 39s remaining: 1m 57s 1151: learn: 0.4071638 test: 0.4209354 best: 0.4209338 (1147) total: 2m 39s remaining: 1m 57s 1152: learn: 0.4071638 test: 0.4209354 best: 0.4209338 (1147) total: 2m 39s remaining: 1m 57s 1153: learn: 0.4071636 test: 0.4209354 best: 0.4209338 (1147) total: 2m 40s remaining: 1m 57s 1154: learn: 0.4071636 test: 0.4209344 best: 0.4209338 (1147) total: 2m 40s remaining: 1m 57s 1155: learn: 0.4071636 test: 0.4209344 best: 0.4209338 (1147) total: 2m 40s remaining: 1m 57s 1156: learn: 0.4071635 test: 0.4209346 best: 0.4209338 (1147) total: 2m 40s remaining: 1m 56s 1157: learn: 0.4071635 test: 0.4209334 best: 0.4209334 (1157) total: 2m 40s remaining: 1m 56s 1158: learn: 0.4071635 test: 0.4209334 best: 0.4209334 (1157) total: 2m 40s remaining: 1m 56s 1159: learn: 0.4071634 test: 0.4209334 best: 0.4209334 (1157) total: 2m 40s remaining: 1m 56s 1160: learn: 0.4071603 test: 0.4209335 best: 0.4209334 (1157) total: 2m 41s remaining: 1m 56s 1161: learn: 0.4071603 test: 0.4209335 best: 0.4209334 (1157) total: 2m 41s remaining: 1m 56s 1162: learn: 0.4071602 test: 0.4209323 best: 0.4209323 (1162) total: 2m 41s remaining: 1m 56s 1163: learn: 0.4071602 test: 0.4209323 best: 0.4209323 (1163) total: 2m 41s remaining: 1m 56s 1164: learn: 0.4071600 test: 0.4209323 best: 0.4209323 (1164) total: 2m 41s remaining: 1m 55s 1165: learn: 0.4071600 test: 0.4209323 best: 0.4209323 (1164) total: 2m 41s remaining: 1m 55s 1166: learn: 0.4071599 test: 0.4209312 best: 0.4209312 (1166) total: 2m 41s remaining: 1m 55s 1167: learn: 0.4071599 test: 0.4209312 best: 0.4209312 (1166) total: 2m 42s remaining: 1m 55s 1168: learn: 0.4071597 test: 0.4209312 best: 0.4209312 (1168) total: 2m 42s remaining: 1m 55s 1169: learn: 0.4071550 test: 0.4209183 best: 0.4209183 (1169) total: 2m 42s remaining: 1m 55s 1170: learn: 0.4071550 test: 0.4209176 best: 0.4209176 (1170) total: 2m 42s remaining: 1m 55s 1171: learn: 0.4071549 test: 0.4209176 best: 0.4209176 (1171) total: 2m 42s remaining: 1m 54s 1172: learn: 0.4071548 test: 0.4209182 best: 0.4209176 (1171) total: 2m 42s remaining: 1m 54s 1173: learn: 0.4071189 test: 0.4209089 best: 0.4209089 (1173) total: 2m 43s remaining: 1m 54s 1174: learn: 0.4071112 test: 0.4209088 best: 0.4209088 (1174) total: 2m 43s remaining: 1m 54s 1175: learn: 0.4071112 test: 0.4209088 best: 0.4209088 (1175) total: 2m 43s remaining: 1m 54s 1176: learn: 0.4071111 test: 0.4209079 best: 0.4209079 (1176) total: 2m 43s remaining: 1m 54s 1177: learn: 0.4071106 test: 0.4209086 best: 0.4209079 (1176) total: 2m 43s remaining: 1m 54s 1178: learn: 0.4071104 test: 0.4209077 best: 0.4209077 (1178) total: 2m 43s remaining: 1m 54s 1179: learn: 0.4071102 test: 0.4209077 best: 0.4209077 (1179) total: 2m 43s remaining: 1m 53s 1180: learn: 0.4071076 test: 0.4209083 best: 0.4209077 (1179) total: 2m 44s remaining: 1m 53s 1181: learn: 0.4071075 test: 0.4209083 best: 0.4209077 (1179) total: 2m 44s remaining: 1m 53s 1182: learn: 0.4071074 test: 0.4209084 best: 0.4209077 (1179) total: 2m 44s remaining: 1m 53s 1183: learn: 0.4071073 test: 0.4209089 best: 0.4209077 (1179) total: 2m 44s remaining: 1m 53s 1184: learn: 0.4071069 test: 0.4209094 best: 0.4209077 (1179) total: 2m 44s remaining: 1m 53s 1185: learn: 0.4071069 test: 0.4209087 best: 0.4209077 (1179) total: 2m 44s remaining: 1m 53s 1186: learn: 0.4071069 test: 0.4209087 best: 0.4209077 (1179) total: 2m 45s remaining: 1m 53s 1187: learn: 0.4071068 test: 0.4209079 best: 0.4209077 (1179) total: 2m 45s remaining: 1m 52s 1188: learn: 0.4071066 test: 0.4209084 best: 0.4209077 (1179) total: 2m 45s remaining: 1m 52s 1189: learn: 0.4071064 test: 0.4209083 best: 0.4209077 (1179) total: 2m 45s remaining: 1m 52s 1190: learn: 0.4071064 test: 0.4209083 best: 0.4209077 (1179) total: 2m 45s remaining: 1m 52s 1191: learn: 0.4071063 test: 0.4209083 best: 0.4209077 (1179) total: 2m 45s remaining: 1m 52s 1192: learn: 0.4071063 test: 0.4209083 best: 0.4209077 (1179) total: 2m 45s remaining: 1m 52s 1193: learn: 0.4071062 test: 0.4209087 best: 0.4209077 (1179) total: 2m 46s remaining: 1m 52s 1194: learn: 0.4071062 test: 0.4209082 best: 0.4209077 (1179) total: 2m 46s remaining: 1m 51s 1195: learn: 0.4071062 test: 0.4209086 best: 0.4209077 (1179) total: 2m 46s remaining: 1m 51s 1196: learn: 0.4071061 test: 0.4209077 best: 0.4209077 (1179) total: 2m 46s remaining: 1m 51s 1197: learn: 0.4071060 test: 0.4209073 best: 0.4209073 (1197) total: 2m 46s remaining: 1m 51s 1198: learn: 0.4071060 test: 0.4209073 best: 0.4209073 (1198) total: 2m 46s remaining: 1m 51s 1199: learn: 0.4071060 test: 0.4209073 best: 0.4209073 (1198) total: 2m 46s remaining: 1m 51s 1200: learn: 0.4071035 test: 0.4209073 best: 0.4209073 (1198) total: 2m 47s remaining: 1m 51s 1201: learn: 0.4071034 test: 0.4209068 best: 0.4209068 (1201) total: 2m 47s remaining: 1m 51s 1202: learn: 0.4071034 test: 0.4209062 best: 0.4209062 (1202) total: 2m 47s remaining: 1m 50s 1203: learn: 0.4071013 test: 0.4209062 best: 0.4209062 (1202) total: 2m 47s remaining: 1m 50s 1204: learn: 0.4071013 test: 0.4209062 best: 0.4209062 (1202) total: 2m 47s remaining: 1m 50s 1205: learn: 0.4071013 test: 0.4209062 best: 0.4209062 (1202) total: 2m 47s remaining: 1m 50s 1206: learn: 0.4071013 test: 0.4209058 best: 0.4209058 (1206) total: 2m 48s remaining: 1m 50s 1207: learn: 0.4071013 test: 0.4209055 best: 0.4209055 (1207) total: 2m 48s remaining: 1m 50s 1208: learn: 0.4071013 test: 0.4209052 best: 0.4209052 (1208) total: 2m 48s remaining: 1m 50s 1209: learn: 0.4071013 test: 0.4209052 best: 0.4209052 (1208) total: 2m 48s remaining: 1m 50s 1210: learn: 0.4071012 test: 0.4209055 best: 0.4209052 (1208) total: 2m 48s remaining: 1m 50s 1211: learn: 0.4070941 test: 0.4209056 best: 0.4209052 (1208) total: 2m 49s remaining: 1m 49s 1212: learn: 0.4070895 test: 0.4208934 best: 0.4208934 (1212) total: 2m 49s remaining: 1m 49s 1213: learn: 0.4070894 test: 0.4208945 best: 0.4208934 (1212) total: 2m 49s remaining: 1m 49s 1214: learn: 0.4070877 test: 0.4208945 best: 0.4208934 (1212) total: 2m 49s remaining: 1m 49s 1215: learn: 0.4070463 test: 0.4208819 best: 0.4208819 (1215) total: 2m 49s remaining: 1m 49s 1216: learn: 0.4070461 test: 0.4208821 best: 0.4208819 (1215) total: 2m 49s remaining: 1m 49s 1217: learn: 0.4070461 test: 0.4208821 best: 0.4208819 (1215) total: 2m 50s remaining: 1m 49s 1218: learn: 0.4070460 test: 0.4208821 best: 0.4208819 (1215) total: 2m 50s remaining: 1m 49s 1219: learn: 0.4070460 test: 0.4208813 best: 0.4208813 (1219) total: 2m 50s remaining: 1m 49s 1220: learn: 0.4070460 test: 0.4208806 best: 0.4208806 (1220) total: 2m 50s remaining: 1m 48s 1221: learn: 0.4070459 test: 0.4208807 best: 0.4208806 (1220) total: 2m 51s remaining: 1m 48s 1222: learn: 0.4070459 test: 0.4208808 best: 0.4208806 (1220) total: 2m 51s remaining: 1m 48s 1223: learn: 0.4070459 test: 0.4208801 best: 0.4208801 (1223) total: 2m 51s remaining: 1m 48s 1224: learn: 0.4070459 test: 0.4208801 best: 0.4208801 (1224) total: 2m 51s remaining: 1m 48s 1225: learn: 0.4070458 test: 0.4208795 best: 0.4208795 (1225) total: 2m 51s remaining: 1m 48s 1226: learn: 0.4070458 test: 0.4208795 best: 0.4208795 (1226) total: 2m 51s remaining: 1m 48s 1227: learn: 0.4070443 test: 0.4208795 best: 0.4208795 (1226) total: 2m 52s remaining: 1m 48s 1228: learn: 0.4070443 test: 0.4208793 best: 0.4208793 (1228) total: 2m 52s remaining: 1m 48s 1229: learn: 0.4070438 test: 0.4208797 best: 0.4208793 (1228) total: 2m 52s remaining: 1m 47s 1230: learn: 0.4070437 test: 0.4208804 best: 0.4208793 (1228) total: 2m 52s remaining: 1m 47s 1231: learn: 0.4070436 test: 0.4208804 best: 0.4208793 (1228) total: 2m 52s remaining: 1m 47s 1232: learn: 0.4070430 test: 0.4208804 best: 0.4208793 (1228) total: 2m 52s remaining: 1m 47s 1233: learn: 0.4070430 test: 0.4208804 best: 0.4208793 (1228) total: 2m 53s remaining: 1m 47s 1234: learn: 0.4070427 test: 0.4208808 best: 0.4208793 (1228) total: 2m 53s remaining: 1m 47s 1235: learn: 0.4070355 test: 0.4208795 best: 0.4208793 (1228) total: 2m 53s remaining: 1m 47s 1236: learn: 0.4070354 test: 0.4208795 best: 0.4208793 (1228) total: 2m 53s remaining: 1m 47s 1237: learn: 0.4070340 test: 0.4208795 best: 0.4208793 (1228) total: 2m 53s remaining: 1m 46s 1238: learn: 0.4070328 test: 0.4208795 best: 0.4208793 (1228) total: 2m 53s remaining: 1m 46s 1239: learn: 0.4070299 test: 0.4208948 best: 0.4208793 (1228) total: 2m 54s remaining: 1m 46s 1240: learn: 0.4070276 test: 0.4209094 best: 0.4208793 (1228) total: 2m 54s remaining: 1m 46s 1241: learn: 0.4070276 test: 0.4209087 best: 0.4208793 (1228) total: 2m 54s remaining: 1m 46s 1242: learn: 0.4070275 test: 0.4209087 best: 0.4208793 (1228) total: 2m 54s remaining: 1m 46s 1243: learn: 0.4070275 test: 0.4209090 best: 0.4208793 (1228) total: 2m 54s remaining: 1m 46s 1244: learn: 0.4070218 test: 0.4209091 best: 0.4208793 (1228) total: 2m 54s remaining: 1m 46s 1245: learn: 0.4070217 test: 0.4209090 best: 0.4208793 (1228) total: 2m 55s remaining: 1m 45s 1246: learn: 0.4070216 test: 0.4209090 best: 0.4208793 (1228) total: 2m 55s remaining: 1m 45s 1247: learn: 0.4070163 test: 0.4209121 best: 0.4208793 (1228) total: 2m 55s remaining: 1m 45s 1248: learn: 0.4070153 test: 0.4209121 best: 0.4208793 (1228) total: 2m 55s remaining: 1m 45s 1249: learn: 0.4070151 test: 0.4209121 best: 0.4208793 (1228) total: 2m 55s remaining: 1m 45s 1250: learn: 0.4070139 test: 0.4209123 best: 0.4208793 (1228) total: 2m 56s remaining: 1m 45s 1251: learn: 0.4069667 test: 0.4209101 best: 0.4208793 (1228) total: 2m 56s remaining: 1m 45s 1252: learn: 0.4066448 test: 0.4206621 best: 0.4206621 (1252) total: 2m 56s remaining: 1m 45s 1253: learn: 0.4066447 test: 0.4206614 best: 0.4206614 (1253) total: 2m 56s remaining: 1m 45s 1254: learn: 0.4066446 test: 0.4206614 best: 0.4206614 (1253) total: 2m 56s remaining: 1m 44s 1255: learn: 0.4066446 test: 0.4206614 best: 0.4206614 (1255) total: 2m 56s remaining: 1m 44s 1256: learn: 0.4066442 test: 0.4206614 best: 0.4206614 (1256) total: 2m 57s remaining: 1m 44s 1257: learn: 0.4066440 test: 0.4206607 best: 0.4206607 (1257) total: 2m 57s remaining: 1m 44s 1258: learn: 0.4066437 test: 0.4206609 best: 0.4206607 (1257) total: 2m 57s remaining: 1m 44s 1259: learn: 0.4066433 test: 0.4206611 best: 0.4206607 (1257) total: 2m 57s remaining: 1m 44s 1260: learn: 0.4066432 test: 0.4206613 best: 0.4206607 (1257) total: 2m 57s remaining: 1m 44s 1261: learn: 0.4065076 test: 0.4205825 best: 0.4205825 (1261) total: 2m 57s remaining: 1m 44s 1262: learn: 0.4065076 test: 0.4205824 best: 0.4205824 (1262) total: 2m 58s remaining: 1m 43s 1263: learn: 0.4065076 test: 0.4205824 best: 0.4205824 (1263) total: 2m 58s remaining: 1m 43s 1264: learn: 0.4065072 test: 0.4205832 best: 0.4205824 (1263) total: 2m 58s remaining: 1m 43s 1265: learn: 0.4065072 test: 0.4205840 best: 0.4205824 (1263) total: 2m 58s remaining: 1m 43s 1266: learn: 0.4065064 test: 0.4205839 best: 0.4205824 (1263) total: 2m 58s remaining: 1m 43s 1267: learn: 0.4065064 test: 0.4205839 best: 0.4205824 (1263) total: 2m 58s remaining: 1m 43s 1268: learn: 0.4065064 test: 0.4205846 best: 0.4205824 (1263) total: 2m 58s remaining: 1m 43s 1269: learn: 0.4065063 test: 0.4205846 best: 0.4205824 (1263) total: 2m 59s remaining: 1m 42s 1270: learn: 0.4065061 test: 0.4205852 best: 0.4205824 (1263) total: 2m 59s remaining: 1m 42s 1271: learn: 0.4065061 test: 0.4205858 best: 0.4205824 (1263) total: 2m 59s remaining: 1m 42s 1272: learn: 0.4065061 test: 0.4205850 best: 0.4205824 (1263) total: 2m 59s remaining: 1m 42s 1273: learn: 0.4065061 test: 0.4205850 best: 0.4205824 (1263) total: 2m 59s remaining: 1m 42s 1274: learn: 0.4065060 test: 0.4205850 best: 0.4205824 (1263) total: 2m 59s remaining: 1m 42s 1275: learn: 0.4065060 test: 0.4205855 best: 0.4205824 (1263) total: 2m 59s remaining: 1m 42s 1276: learn: 0.4065060 test: 0.4205855 best: 0.4205824 (1263) total: 3m remaining: 1m 41s 1277: learn: 0.4065060 test: 0.4205855 best: 0.4205824 (1263) total: 3m remaining: 1m 41s 1278: learn: 0.4065060 test: 0.4205855 best: 0.4205824 (1263) total: 3m remaining: 1m 41s 1279: learn: 0.4064920 test: 0.4205905 best: 0.4205824 (1263) total: 3m remaining: 1m 41s 1280: learn: 0.4064920 test: 0.4205905 best: 0.4205824 (1263) total: 3m remaining: 1m 41s 1281: learn: 0.4064920 test: 0.4205905 best: 0.4205824 (1263) total: 3m remaining: 1m 41s 1282: learn: 0.4064324 test: 0.4205594 best: 0.4205594 (1282) total: 3m remaining: 1m 41s 1283: learn: 0.4064318 test: 0.4205593 best: 0.4205593 (1283) total: 3m 1s remaining: 1m 40s 1284: learn: 0.4064318 test: 0.4205593 best: 0.4205593 (1283) total: 3m 1s remaining: 1m 40s 1285: learn: 0.4064240 test: 0.4205656 best: 0.4205593 (1283) total: 3m 1s remaining: 1m 40s 1286: learn: 0.4063635 test: 0.4205714 best: 0.4205593 (1283) total: 3m 1s remaining: 1m 40s 1287: learn: 0.4063633 test: 0.4205714 best: 0.4205593 (1283) total: 3m 1s remaining: 1m 40s 1288: learn: 0.4063633 test: 0.4205714 best: 0.4205593 (1283) total: 3m 1s remaining: 1m 40s 1289: learn: 0.4063632 test: 0.4205714 best: 0.4205593 (1283) total: 3m 1s remaining: 1m 40s 1290: learn: 0.4063613 test: 0.4205668 best: 0.4205593 (1283) total: 3m 2s remaining: 1m 40s 1291: learn: 0.4063611 test: 0.4205668 best: 0.4205593 (1283) total: 3m 2s remaining: 1m 39s 1292: learn: 0.4063610 test: 0.4205668 best: 0.4205593 (1283) total: 3m 2s remaining: 1m 39s 1293: learn: 0.4063610 test: 0.4205668 best: 0.4205593 (1283) total: 3m 2s remaining: 1m 39s 1294: learn: 0.4063610 test: 0.4205668 best: 0.4205593 (1283) total: 3m 2s remaining: 1m 39s 1295: learn: 0.4063610 test: 0.4205652 best: 0.4205593 (1283) total: 3m 2s remaining: 1m 39s 1296: learn: 0.4063610 test: 0.4205652 best: 0.4205593 (1283) total: 3m 2s remaining: 1m 39s 1297: learn: 0.4063609 test: 0.4205640 best: 0.4205593 (1283) total: 3m 3s remaining: 1m 38s 1298: learn: 0.4063608 test: 0.4205630 best: 0.4205593 (1283) total: 3m 3s remaining: 1m 38s 1299: learn: 0.4063608 test: 0.4205630 best: 0.4205593 (1283) total: 3m 3s remaining: 1m 38s 1300: learn: 0.4063608 test: 0.4205630 best: 0.4205593 (1283) total: 3m 3s remaining: 1m 38s 1301: learn: 0.4063608 test: 0.4205620 best: 0.4205593 (1283) total: 3m 3s remaining: 1m 38s 1302: learn: 0.4063608 test: 0.4205620 best: 0.4205593 (1283) total: 3m 3s remaining: 1m 38s 1303: learn: 0.4063608 test: 0.4205620 best: 0.4205593 (1283) total: 3m 3s remaining: 1m 38s 1304: learn: 0.4063601 test: 0.4205620 best: 0.4205593 (1283) total: 3m 3s remaining: 1m 37s 1305: learn: 0.4063599 test: 0.4205620 best: 0.4205593 (1283) total: 3m 3s remaining: 1m 37s 1306: learn: 0.4063598 test: 0.4205620 best: 0.4205593 (1283) total: 3m 4s remaining: 1m 37s 1307: learn: 0.4063598 test: 0.4205607 best: 0.4205593 (1283) total: 3m 4s remaining: 1m 37s 1308: learn: 0.4063598 test: 0.4205596 best: 0.4205593 (1283) total: 3m 4s remaining: 1m 37s 1309: learn: 0.4063595 test: 0.4205595 best: 0.4205593 (1283) total: 3m 4s remaining: 1m 37s 1310: learn: 0.4063587 test: 0.4205595 best: 0.4205593 (1283) total: 3m 4s remaining: 1m 36s 1311: learn: 0.4063587 test: 0.4205595 best: 0.4205593 (1283) total: 3m 4s remaining: 1m 36s 1312: learn: 0.4063587 test: 0.4205595 best: 0.4205593 (1283) total: 3m 4s remaining: 1m 36s 1313: learn: 0.4063582 test: 0.4205595 best: 0.4205593 (1283) total: 3m 4s remaining: 1m 36s 1314: learn: 0.4063581 test: 0.4205598 best: 0.4205593 (1283) total: 3m 4s remaining: 1m 36s 1315: learn: 0.4063581 test: 0.4205598 best: 0.4205593 (1283) total: 3m 5s remaining: 1m 36s 1316: learn: 0.4063581 test: 0.4205587 best: 0.4205587 (1316) total: 3m 5s remaining: 1m 36s 1317: learn: 0.4063552 test: 0.4205524 best: 0.4205524 (1317) total: 3m 5s remaining: 1m 35s 1318: learn: 0.4063523 test: 0.4205524 best: 0.4205524 (1317) total: 3m 5s remaining: 1m 35s 1319: learn: 0.4063519 test: 0.4205524 best: 0.4205524 (1319) total: 3m 5s remaining: 1m 35s 1320: learn: 0.4063517 test: 0.4205514 best: 0.4205514 (1320) total: 3m 5s remaining: 1m 35s 1321: learn: 0.4063516 test: 0.4205514 best: 0.4205514 (1321) total: 3m 5s remaining: 1m 35s 1322: learn: 0.4063516 test: 0.4205514 best: 0.4205514 (1321) total: 3m 6s remaining: 1m 35s 1323: learn: 0.4063516 test: 0.4205514 best: 0.4205514 (1321) total: 3m 6s remaining: 1m 35s 1324: learn: 0.4063501 test: 0.4205424 best: 0.4205424 (1324) total: 3m 6s remaining: 1m 34s 1325: learn: 0.4063501 test: 0.4205423 best: 0.4205423 (1325) total: 3m 6s remaining: 1m 34s 1326: learn: 0.4063501 test: 0.4205423 best: 0.4205423 (1326) total: 3m 6s remaining: 1m 34s 1327: learn: 0.4063501 test: 0.4205423 best: 0.4205423 (1327) total: 3m 6s remaining: 1m 34s 1328: learn: 0.4063439 test: 0.4205415 best: 0.4205415 (1328) total: 3m 6s remaining: 1m 34s 1329: learn: 0.4063438 test: 0.4205405 best: 0.4205405 (1329) total: 3m 6s remaining: 1m 34s 1330: learn: 0.4063438 test: 0.4205409 best: 0.4205405 (1329) total: 3m 7s remaining: 1m 34s 1331: learn: 0.4063422 test: 0.4205370 best: 0.4205370 (1331) total: 3m 7s remaining: 1m 33s 1332: learn: 0.4063421 test: 0.4205374 best: 0.4205370 (1331) total: 3m 7s remaining: 1m 33s 1333: learn: 0.4063421 test: 0.4205374 best: 0.4205370 (1331) total: 3m 7s remaining: 1m 33s 1334: learn: 0.4063416 test: 0.4205373 best: 0.4205370 (1331) total: 3m 7s remaining: 1m 33s 1335: learn: 0.4063415 test: 0.4205372 best: 0.4205370 (1331) total: 3m 7s remaining: 1m 33s 1336: learn: 0.4063365 test: 0.4205354 best: 0.4205354 (1336) total: 3m 7s remaining: 1m 33s 1337: learn: 0.4063364 test: 0.4205338 best: 0.4205338 (1337) total: 3m 8s remaining: 1m 33s 1338: learn: 0.4063340 test: 0.4205339 best: 0.4205338 (1337) total: 3m 8s remaining: 1m 32s 1339: learn: 0.4063338 test: 0.4205340 best: 0.4205338 (1337) total: 3m 8s remaining: 1m 32s 1340: learn: 0.4063338 test: 0.4205340 best: 0.4205338 (1337) total: 3m 8s remaining: 1m 32s 1341: learn: 0.4063164 test: 0.4205261 best: 0.4205261 (1341) total: 3m 8s remaining: 1m 32s 1342: learn: 0.4063162 test: 0.4205261 best: 0.4205261 (1342) total: 3m 8s remaining: 1m 32s 1343: learn: 0.4063162 test: 0.4205261 best: 0.4205261 (1343) total: 3m 9s remaining: 1m 32s 1344: learn: 0.4063162 test: 0.4205260 best: 0.4205260 (1344) total: 3m 9s remaining: 1m 32s 1345: learn: 0.4063162 test: 0.4205260 best: 0.4205260 (1345) total: 3m 9s remaining: 1m 32s 1346: learn: 0.4063161 test: 0.4205236 best: 0.4205236 (1346) total: 3m 9s remaining: 1m 31s 1347: learn: 0.4063151 test: 0.4205239 best: 0.4205236 (1346) total: 3m 9s remaining: 1m 31s 1348: learn: 0.4063150 test: 0.4205224 best: 0.4205224 (1348) total: 3m 9s remaining: 1m 31s 1349: learn: 0.4063150 test: 0.4205223 best: 0.4205223 (1349) total: 3m 9s remaining: 1m 31s 1350: learn: 0.4063150 test: 0.4205223 best: 0.4205223 (1350) total: 3m 10s remaining: 1m 31s 1351: learn: 0.4063130 test: 0.4205211 best: 0.4205211 (1351) total: 3m 10s remaining: 1m 31s 1352: learn: 0.4063130 test: 0.4205211 best: 0.4205211 (1352) total: 3m 10s remaining: 1m 31s 1353: learn: 0.4063128 test: 0.4205197 best: 0.4205197 (1353) total: 3m 10s remaining: 1m 30s 1354: learn: 0.4063125 test: 0.4205197 best: 0.4205197 (1354) total: 3m 10s remaining: 1m 30s 1355: learn: 0.4063124 test: 0.4205186 best: 0.4205186 (1355) total: 3m 10s remaining: 1m 30s 1356: learn: 0.4063124 test: 0.4205186 best: 0.4205186 (1356) total: 3m 10s remaining: 1m 30s 1357: learn: 0.4063102 test: 0.4205186 best: 0.4205186 (1356) total: 3m 11s remaining: 1m 30s 1358: learn: 0.4063101 test: 0.4205186 best: 0.4205186 (1356) total: 3m 11s remaining: 1m 30s 1359: learn: 0.4063100 test: 0.4205186 best: 0.4205186 (1356) total: 3m 11s remaining: 1m 30s 1360: learn: 0.4063086 test: 0.4205176 best: 0.4205176 (1360) total: 3m 11s remaining: 1m 29s 1361: learn: 0.4063081 test: 0.4205166 best: 0.4205166 (1361) total: 3m 11s remaining: 1m 29s 1362: learn: 0.4063036 test: 0.4205129 best: 0.4205129 (1362) total: 3m 11s remaining: 1m 29s 1363: learn: 0.4063036 test: 0.4205114 best: 0.4205114 (1363) total: 3m 11s remaining: 1m 29s 1364: learn: 0.4063034 test: 0.4205113 best: 0.4205113 (1364) total: 3m 12s remaining: 1m 29s 1365: learn: 0.4063033 test: 0.4205113 best: 0.4205113 (1365) total: 3m 12s remaining: 1m 29s 1366: learn: 0.4062714 test: 0.4205081 best: 0.4205081 (1366) total: 3m 12s remaining: 1m 29s 1367: learn: 0.4062714 test: 0.4205081 best: 0.4205081 (1367) total: 3m 12s remaining: 1m 28s 1368: learn: 0.4062712 test: 0.4205080 best: 0.4205080 (1368) total: 3m 12s remaining: 1m 28s 1369: learn: 0.4062712 test: 0.4205084 best: 0.4205080 (1368) total: 3m 12s remaining: 1m 28s 1370: learn: 0.4062709 test: 0.4205084 best: 0.4205080 (1368) total: 3m 12s remaining: 1m 28s 1371: learn: 0.4062708 test: 0.4205073 best: 0.4205073 (1371) total: 3m 13s remaining: 1m 28s 1372: learn: 0.4062708 test: 0.4205073 best: 0.4205073 (1371) total: 3m 13s remaining: 1m 28s 1373: learn: 0.4062708 test: 0.4205077 best: 0.4205073 (1371) total: 3m 13s remaining: 1m 28s 1374: learn: 0.4062707 test: 0.4205081 best: 0.4205073 (1371) total: 3m 13s remaining: 1m 28s 1375: learn: 0.4062707 test: 0.4205085 best: 0.4205073 (1371) total: 3m 13s remaining: 1m 27s 1376: learn: 0.4062665 test: 0.4205073 best: 0.4205073 (1376) total: 3m 13s remaining: 1m 27s 1377: learn: 0.4062665 test: 0.4205059 best: 0.4205059 (1377) total: 3m 14s remaining: 1m 27s 1378: learn: 0.4062664 test: 0.4205050 best: 0.4205050 (1378) total: 3m 14s remaining: 1m 27s 1379: learn: 0.4062585 test: 0.4205039 best: 0.4205039 (1379) total: 3m 14s remaining: 1m 27s 1380: learn: 0.4062580 test: 0.4205039 best: 0.4205039 (1380) total: 3m 14s remaining: 1m 27s 1381: learn: 0.4062580 test: 0.4205044 best: 0.4205039 (1380) total: 3m 14s remaining: 1m 27s 1382: learn: 0.4062566 test: 0.4205044 best: 0.4205039 (1380) total: 3m 14s remaining: 1m 26s 1383: learn: 0.4062566 test: 0.4205044 best: 0.4205039 (1380) total: 3m 15s remaining: 1m 26s 1384: learn: 0.4062565 test: 0.4205034 best: 0.4205034 (1384) total: 3m 15s remaining: 1m 26s 1385: learn: 0.4062564 test: 0.4205026 best: 0.4205026 (1385) total: 3m 15s remaining: 1m 26s 1386: learn: 0.4062559 test: 0.4205025 best: 0.4205025 (1386) total: 3m 15s remaining: 1m 26s 1387: learn: 0.4062559 test: 0.4205030 best: 0.4205025 (1386) total: 3m 15s remaining: 1m 26s 1388: learn: 0.4062558 test: 0.4205030 best: 0.4205025 (1386) total: 3m 15s remaining: 1m 26s 1389: learn: 0.4062558 test: 0.4205021 best: 0.4205021 (1389) total: 3m 16s remaining: 1m 26s 1390: learn: 0.4062558 test: 0.4205009 best: 0.4205009 (1390) total: 3m 16s remaining: 1m 25s 1391: learn: 0.4062557 test: 0.4205000 best: 0.4205000 (1391) total: 3m 16s remaining: 1m 25s 1392: learn: 0.4062557 test: 0.4204993 best: 0.4204993 (1392) total: 3m 16s remaining: 1m 25s 1393: learn: 0.4062557 test: 0.4204986 best: 0.4204986 (1393) total: 3m 16s remaining: 1m 25s 1394: learn: 0.4062554 test: 0.4204987 best: 0.4204986 (1393) total: 3m 16s remaining: 1m 25s 1395: learn: 0.4062553 test: 0.4204983 best: 0.4204983 (1395) total: 3m 17s remaining: 1m 25s 1396: learn: 0.4062553 test: 0.4204983 best: 0.4204983 (1396) total: 3m 17s remaining: 1m 25s 1397: learn: 0.4062316 test: 0.4204989 best: 0.4204983 (1396) total: 3m 17s remaining: 1m 24s 1398: learn: 0.4062315 test: 0.4204989 best: 0.4204983 (1396) total: 3m 17s remaining: 1m 24s 1399: learn: 0.4062314 test: 0.4204989 best: 0.4204983 (1396) total: 3m 17s remaining: 1m 24s 1400: learn: 0.4062314 test: 0.4204989 best: 0.4204983 (1396) total: 3m 17s remaining: 1m 24s 1401: learn: 0.4062314 test: 0.4204995 best: 0.4204983 (1396) total: 3m 17s remaining: 1m 24s 1402: learn: 0.4062312 test: 0.4204995 best: 0.4204983 (1396) total: 3m 17s remaining: 1m 24s 1403: learn: 0.4062312 test: 0.4204982 best: 0.4204982 (1403) total: 3m 18s remaining: 1m 24s 1404: learn: 0.4062095 test: 0.4205071 best: 0.4204982 (1403) total: 3m 18s remaining: 1m 23s 1405: learn: 0.4062094 test: 0.4205051 best: 0.4204982 (1403) total: 3m 18s remaining: 1m 23s 1406: learn: 0.4062094 test: 0.4205051 best: 0.4204982 (1403) total: 3m 18s remaining: 1m 23s 1407: learn: 0.4062093 test: 0.4205051 best: 0.4204982 (1403) total: 3m 18s remaining: 1m 23s 1408: learn: 0.4061672 test: 0.4204964 best: 0.4204964 (1408) total: 3m 18s remaining: 1m 23s 1409: learn: 0.4061672 test: 0.4204964 best: 0.4204964 (1409) total: 3m 19s remaining: 1m 23s 1410: learn: 0.4061671 test: 0.4204959 best: 0.4204959 (1410) total: 3m 19s remaining: 1m 23s 1411: learn: 0.4061671 test: 0.4204953 best: 0.4204953 (1411) total: 3m 19s remaining: 1m 22s 1412: learn: 0.4061668 test: 0.4204954 best: 0.4204953 (1411) total: 3m 19s remaining: 1m 22s 1413: learn: 0.4061667 test: 0.4204953 best: 0.4204953 (1411) total: 3m 19s remaining: 1m 22s 1414: learn: 0.4061665 test: 0.4204953 best: 0.4204953 (1411) total: 3m 19s remaining: 1m 22s 1415: learn: 0.4061665 test: 0.4204960 best: 0.4204953 (1411) total: 3m 19s remaining: 1m 22s 1416: learn: 0.4061665 test: 0.4204961 best: 0.4204953 (1411) total: 3m 20s remaining: 1m 22s 1417: learn: 0.4061664 test: 0.4204960 best: 0.4204953 (1411) total: 3m 20s remaining: 1m 22s 1418: learn: 0.4061662 test: 0.4204960 best: 0.4204953 (1411) total: 3m 20s remaining: 1m 22s 1419: learn: 0.4061661 test: 0.4204960 best: 0.4204953 (1411) total: 3m 20s remaining: 1m 21s 1420: learn: 0.4061660 test: 0.4204960 best: 0.4204953 (1411) total: 3m 20s remaining: 1m 21s 1421: learn: 0.4061659 test: 0.4204960 best: 0.4204953 (1411) total: 3m 20s remaining: 1m 21s 1422: learn: 0.4061658 test: 0.4204967 best: 0.4204953 (1411) total: 3m 20s remaining: 1m 21s 1423: learn: 0.4061658 test: 0.4204961 best: 0.4204953 (1411) total: 3m 21s remaining: 1m 21s 1424: learn: 0.4061658 test: 0.4204961 best: 0.4204953 (1411) total: 3m 21s remaining: 1m 21s 1425: learn: 0.4061656 test: 0.4204961 best: 0.4204953 (1411) total: 3m 21s remaining: 1m 21s 1426: learn: 0.4061628 test: 0.4204963 best: 0.4204953 (1411) total: 3m 21s remaining: 1m 20s 1427: learn: 0.4061627 test: 0.4204963 best: 0.4204953 (1411) total: 3m 21s remaining: 1m 20s 1428: learn: 0.4061627 test: 0.4204958 best: 0.4204953 (1411) total: 3m 21s remaining: 1m 20s 1429: learn: 0.4061625 test: 0.4204957 best: 0.4204953 (1411) total: 3m 21s remaining: 1m 20s 1430: learn: 0.4061625 test: 0.4204952 best: 0.4204952 (1430) total: 3m 21s remaining: 1m 20s 1431: learn: 0.4061622 test: 0.4204952 best: 0.4204952 (1431) total: 3m 22s remaining: 1m 20s 1432: learn: 0.4061621 test: 0.4204958 best: 0.4204952 (1431) total: 3m 22s remaining: 1m 20s 1433: learn: 0.4061608 test: 0.4204959 best: 0.4204952 (1431) total: 3m 22s remaining: 1m 19s 1434: learn: 0.4061608 test: 0.4204959 best: 0.4204952 (1431) total: 3m 22s remaining: 1m 19s 1435: learn: 0.4061608 test: 0.4204954 best: 0.4204952 (1431) total: 3m 22s remaining: 1m 19s 1436: learn: 0.4061608 test: 0.4204960 best: 0.4204952 (1431) total: 3m 22s remaining: 1m 19s 1437: learn: 0.4061608 test: 0.4204965 best: 0.4204952 (1431) total: 3m 22s remaining: 1m 19s 1438: learn: 0.4061607 test: 0.4204965 best: 0.4204952 (1431) total: 3m 23s remaining: 1m 19s 1439: learn: 0.4061607 test: 0.4204960 best: 0.4204952 (1431) total: 3m 23s remaining: 1m 19s 1440: learn: 0.4061607 test: 0.4204954 best: 0.4204952 (1431) total: 3m 23s remaining: 1m 18s 1441: learn: 0.4061606 test: 0.4204954 best: 0.4204952 (1431) total: 3m 23s remaining: 1m 18s 1442: learn: 0.4061606 test: 0.4204960 best: 0.4204952 (1431) total: 3m 23s remaining: 1m 18s 1443: learn: 0.4061606 test: 0.4204964 best: 0.4204952 (1431) total: 3m 23s remaining: 1m 18s 1444: learn: 0.4061561 test: 0.4205006 best: 0.4204952 (1431) total: 3m 23s remaining: 1m 18s 1445: learn: 0.4061561 test: 0.4205005 best: 0.4204952 (1431) total: 3m 23s remaining: 1m 18s 1446: learn: 0.4061561 test: 0.4205005 best: 0.4204952 (1431) total: 3m 23s remaining: 1m 17s 1447: learn: 0.4061561 test: 0.4205005 best: 0.4204952 (1431) total: 3m 24s remaining: 1m 17s 1448: learn: 0.4061559 test: 0.4204986 best: 0.4204952 (1431) total: 3m 24s remaining: 1m 17s 1449: learn: 0.4061559 test: 0.4204986 best: 0.4204952 (1431) total: 3m 24s remaining: 1m 17s 1450: learn: 0.4061559 test: 0.4204990 best: 0.4204952 (1431) total: 3m 24s remaining: 1m 17s 1451: learn: 0.4061558 test: 0.4204978 best: 0.4204952 (1431) total: 3m 24s remaining: 1m 17s 1452: learn: 0.4061558 test: 0.4204982 best: 0.4204952 (1431) total: 3m 24s remaining: 1m 17s 1453: learn: 0.4061546 test: 0.4204983 best: 0.4204952 (1431) total: 3m 24s remaining: 1m 16s 1454: learn: 0.4061546 test: 0.4204987 best: 0.4204952 (1431) total: 3m 24s remaining: 1m 16s 1455: learn: 0.4061546 test: 0.4204987 best: 0.4204952 (1431) total: 3m 25s remaining: 1m 16s 1456: learn: 0.4061545 test: 0.4204990 best: 0.4204952 (1431) total: 3m 25s remaining: 1m 16s 1457: learn: 0.4061543 test: 0.4204990 best: 0.4204952 (1431) total: 3m 25s remaining: 1m 16s 1458: learn: 0.4061543 test: 0.4204990 best: 0.4204952 (1431) total: 3m 25s remaining: 1m 16s 1459: learn: 0.4061543 test: 0.4204994 best: 0.4204952 (1431) total: 3m 25s remaining: 1m 16s 1460: learn: 0.4061542 test: 0.4204997 best: 0.4204952 (1431) total: 3m 25s remaining: 1m 15s 1461: learn: 0.4061542 test: 0.4204997 best: 0.4204952 (1431) total: 3m 26s remaining: 1m 15s 1462: learn: 0.4061542 test: 0.4204998 best: 0.4204952 (1431) total: 3m 26s remaining: 1m 15s 1463: learn: 0.4061542 test: 0.4204998 best: 0.4204952 (1431) total: 3m 26s remaining: 1m 15s 1464: learn: 0.4061542 test: 0.4204998 best: 0.4204952 (1431) total: 3m 26s remaining: 1m 15s 1465: learn: 0.4061542 test: 0.4204989 best: 0.4204952 (1431) total: 3m 26s remaining: 1m 15s 1466: learn: 0.4061541 test: 0.4204989 best: 0.4204952 (1431) total: 3m 26s remaining: 1m 15s 1467: learn: 0.4061489 test: 0.4204993 best: 0.4204952 (1431) total: 3m 26s remaining: 1m 14s 1468: learn: 0.4061388 test: 0.4204992 best: 0.4204952 (1431) total: 3m 27s remaining: 1m 14s 1469: learn: 0.4061388 test: 0.4204992 best: 0.4204952 (1431) total: 3m 27s remaining: 1m 14s 1470: learn: 0.4061388 test: 0.4204992 best: 0.4204952 (1431) total: 3m 27s remaining: 1m 14s 1471: learn: 0.4061388 test: 0.4204987 best: 0.4204952 (1431) total: 3m 27s remaining: 1m 14s 1472: learn: 0.4061388 test: 0.4204987 best: 0.4204952 (1431) total: 3m 27s remaining: 1m 14s 1473: learn: 0.4061387 test: 0.4204987 best: 0.4204952 (1431) total: 3m 27s remaining: 1m 14s 1474: learn: 0.4061387 test: 0.4204987 best: 0.4204952 (1431) total: 3m 28s remaining: 1m 14s 1475: learn: 0.4061387 test: 0.4204988 best: 0.4204952 (1431) total: 3m 28s remaining: 1m 13s 1476: learn: 0.4061387 test: 0.4204988 best: 0.4204952 (1431) total: 3m 28s remaining: 1m 13s 1477: learn: 0.4061387 test: 0.4204988 best: 0.4204952 (1431) total: 3m 28s remaining: 1m 13s 1478: learn: 0.4061387 test: 0.4204988 best: 0.4204952 (1431) total: 3m 28s remaining: 1m 13s 1479: learn: 0.4061387 test: 0.4204983 best: 0.4204952 (1431) total: 3m 28s remaining: 1m 13s 1480: learn: 0.4061387 test: 0.4204978 best: 0.4204952 (1431) total: 3m 28s remaining: 1m 13s 1481: learn: 0.4061386 test: 0.4204977 best: 0.4204952 (1431) total: 3m 28s remaining: 1m 13s 1482: learn: 0.4061386 test: 0.4204973 best: 0.4204952 (1431) total: 3m 29s remaining: 1m 12s 1483: learn: 0.4061386 test: 0.4204973 best: 0.4204952 (1431) total: 3m 29s remaining: 1m 12s 1484: learn: 0.4061386 test: 0.4204973 best: 0.4204952 (1431) total: 3m 29s remaining: 1m 12s 1485: learn: 0.4061386 test: 0.4204973 best: 0.4204952 (1431) total: 3m 29s remaining: 1m 12s 1486: learn: 0.4061386 test: 0.4204973 best: 0.4204952 (1431) total: 3m 29s remaining: 1m 12s 1487: learn: 0.4061386 test: 0.4204973 best: 0.4204952 (1431) total: 3m 29s remaining: 1m 12s 1488: learn: 0.4061385 test: 0.4204973 best: 0.4204952 (1431) total: 3m 29s remaining: 1m 12s 1489: learn: 0.4061385 test: 0.4204969 best: 0.4204952 (1431) total: 3m 30s remaining: 1m 11s 1490: learn: 0.4061385 test: 0.4204966 best: 0.4204952 (1431) total: 3m 30s remaining: 1m 11s 1491: learn: 0.4061385 test: 0.4204962 best: 0.4204952 (1431) total: 3m 30s remaining: 1m 11s 1492: learn: 0.4061385 test: 0.4204962 best: 0.4204952 (1431) total: 3m 30s remaining: 1m 11s 1493: learn: 0.4061385 test: 0.4204959 best: 0.4204952 (1431) total: 3m 30s remaining: 1m 11s 1494: learn: 0.4061385 test: 0.4204965 best: 0.4204952 (1431) total: 3m 30s remaining: 1m 11s 1495: learn: 0.4061385 test: 0.4204965 best: 0.4204952 (1431) total: 3m 31s remaining: 1m 11s 1496: learn: 0.4061385 test: 0.4204962 best: 0.4204952 (1431) total: 3m 31s remaining: 1m 10s 1497: learn: 0.4061385 test: 0.4204962 best: 0.4204952 (1431) total: 3m 31s remaining: 1m 10s 1498: learn: 0.4061385 test: 0.4204962 best: 0.4204952 (1431) total: 3m 31s remaining: 1m 10s 1499: learn: 0.4061384 test: 0.4204961 best: 0.4204952 (1431) total: 3m 31s remaining: 1m 10s 1500: learn: 0.4061384 test: 0.4204964 best: 0.4204952 (1431) total: 3m 31s remaining: 1m 10s 1501: learn: 0.4061353 test: 0.4204967 best: 0.4204952 (1431) total: 3m 32s remaining: 1m 10s 1502: learn: 0.4061352 test: 0.4204967 best: 0.4204952 (1431) total: 3m 32s remaining: 1m 10s 1503: learn: 0.4061352 test: 0.4204968 best: 0.4204952 (1431) total: 3m 32s remaining: 1m 10s 1504: learn: 0.4061351 test: 0.4204967 best: 0.4204952 (1431) total: 3m 32s remaining: 1m 10s 1505: learn: 0.4061351 test: 0.4204967 best: 0.4204952 (1431) total: 3m 33s remaining: 1m 9s 1506: learn: 0.4061285 test: 0.4205110 best: 0.4204952 (1431) total: 3m 33s remaining: 1m 9s 1507: learn: 0.4061285 test: 0.4205110 best: 0.4204952 (1431) total: 3m 33s remaining: 1m 9s 1508: learn: 0.4061285 test: 0.4205110 best: 0.4204952 (1431) total: 3m 33s remaining: 1m 9s 1509: learn: 0.4061284 test: 0.4205095 best: 0.4204952 (1431) total: 3m 33s remaining: 1m 9s 1510: learn: 0.4061282 test: 0.4205095 best: 0.4204952 (1431) total: 3m 33s remaining: 1m 9s 1511: learn: 0.4061282 test: 0.4205095 best: 0.4204952 (1431) total: 3m 34s remaining: 1m 9s 1512: learn: 0.4061282 test: 0.4205098 best: 0.4204952 (1431) total: 3m 34s remaining: 1m 8s 1513: learn: 0.4061198 test: 0.4205096 best: 0.4204952 (1431) total: 3m 34s remaining: 1m 8s 1514: learn: 0.4061080 test: 0.4205151 best: 0.4204952 (1431) total: 3m 34s remaining: 1m 8s 1515: learn: 0.4061080 test: 0.4205151 best: 0.4204952 (1431) total: 3m 34s remaining: 1m 8s 1516: learn: 0.4061079 test: 0.4205151 best: 0.4204952 (1431) total: 3m 34s remaining: 1m 8s 1517: learn: 0.4061027 test: 0.4205314 best: 0.4204952 (1431) total: 3m 35s remaining: 1m 8s 1518: learn: 0.4057786 test: 0.4203940 best: 0.4203940 (1518) total: 3m 35s remaining: 1m 8s 1519: learn: 0.4057751 test: 0.4203943 best: 0.4203940 (1518) total: 3m 35s remaining: 1m 8s 1520: learn: 0.4057750 test: 0.4203943 best: 0.4203940 (1518) total: 3m 35s remaining: 1m 7s 1521: learn: 0.4057750 test: 0.4203928 best: 0.4203928 (1521) total: 3m 35s remaining: 1m 7s 1522: learn: 0.4057711 test: 0.4203928 best: 0.4203928 (1521) total: 3m 35s remaining: 1m 7s 1523: learn: 0.4057687 test: 0.4203859 best: 0.4203859 (1523) total: 3m 35s remaining: 1m 7s 1524: learn: 0.4057686 test: 0.4203860 best: 0.4203859 (1523) total: 3m 36s remaining: 1m 7s 1525: learn: 0.4057542 test: 0.4203764 best: 0.4203764 (1525) total: 3m 36s remaining: 1m 7s 1526: learn: 0.4057317 test: 0.4203843 best: 0.4203764 (1525) total: 3m 36s remaining: 1m 7s 1527: learn: 0.4057312 test: 0.4203783 best: 0.4203764 (1525) total: 3m 36s remaining: 1m 6s 1528: learn: 0.4057311 test: 0.4203783 best: 0.4203764 (1525) total: 3m 36s remaining: 1m 6s 1529: learn: 0.4057310 test: 0.4203766 best: 0.4203764 (1525) total: 3m 36s remaining: 1m 6s 1530: learn: 0.4057273 test: 0.4203807 best: 0.4203764 (1525) total: 3m 37s remaining: 1m 6s 1531: learn: 0.4057273 test: 0.4203791 best: 0.4203764 (1525) total: 3m 37s remaining: 1m 6s 1532: learn: 0.4057273 test: 0.4203790 best: 0.4203764 (1525) total: 3m 37s remaining: 1m 6s 1533: learn: 0.4057273 test: 0.4203773 best: 0.4203764 (1525) total: 3m 37s remaining: 1m 6s 1534: learn: 0.4057272 test: 0.4203772 best: 0.4203764 (1525) total: 3m 37s remaining: 1m 5s 1535: learn: 0.4057272 test: 0.4203756 best: 0.4203756 (1535) total: 3m 37s remaining: 1m 5s 1536: learn: 0.4057272 test: 0.4203756 best: 0.4203756 (1536) total: 3m 37s remaining: 1m 5s 1537: learn: 0.4057272 test: 0.4203742 best: 0.4203742 (1537) total: 3m 37s remaining: 1m 5s 1538: learn: 0.4057225 test: 0.4203749 best: 0.4203742 (1537) total: 3m 38s remaining: 1m 5s 1539: learn: 0.4057225 test: 0.4203749 best: 0.4203742 (1537) total: 3m 38s remaining: 1m 5s 1540: learn: 0.4057225 test: 0.4203737 best: 0.4203737 (1540) total: 3m 38s remaining: 1m 5s 1541: learn: 0.4057225 test: 0.4203723 best: 0.4203723 (1541) total: 3m 38s remaining: 1m 4s 1542: learn: 0.4057225 test: 0.4203723 best: 0.4203723 (1542) total: 3m 38s remaining: 1m 4s 1543: learn: 0.4057141 test: 0.4203699 best: 0.4203699 (1543) total: 3m 38s remaining: 1m 4s 1544: learn: 0.4057140 test: 0.4203699 best: 0.4203699 (1544) total: 3m 38s remaining: 1m 4s 1545: learn: 0.4057140 test: 0.4203699 best: 0.4203699 (1544) total: 3m 39s remaining: 1m 4s 1546: learn: 0.4057140 test: 0.4203688 best: 0.4203688 (1546) total: 3m 39s remaining: 1m 4s 1547: learn: 0.4057140 test: 0.4203678 best: 0.4203678 (1547) total: 3m 39s remaining: 1m 4s 1548: learn: 0.4057140 test: 0.4203678 best: 0.4203678 (1548) total: 3m 39s remaining: 1m 3s 1549: learn: 0.4057027 test: 0.4203705 best: 0.4203678 (1548) total: 3m 39s remaining: 1m 3s 1550: learn: 0.4057027 test: 0.4203695 best: 0.4203678 (1548) total: 3m 39s remaining: 1m 3s 1551: learn: 0.4056997 test: 0.4203652 best: 0.4203652 (1551) total: 3m 39s remaining: 1m 3s 1552: learn: 0.4056997 test: 0.4203652 best: 0.4203652 (1551) total: 3m 40s remaining: 1m 3s 1553: learn: 0.4056965 test: 0.4203671 best: 0.4203652 (1551) total: 3m 40s remaining: 1m 3s 1554: learn: 0.4056965 test: 0.4203666 best: 0.4203652 (1551) total: 3m 40s remaining: 1m 3s 1555: learn: 0.4056965 test: 0.4203666 best: 0.4203652 (1551) total: 3m 40s remaining: 1m 2s 1556: learn: 0.4056964 test: 0.4203676 best: 0.4203652 (1551) total: 3m 40s remaining: 1m 2s 1557: learn: 0.4056964 test: 0.4203672 best: 0.4203652 (1551) total: 3m 40s remaining: 1m 2s 1558: learn: 0.4056964 test: 0.4203672 best: 0.4203652 (1551) total: 3m 41s remaining: 1m 2s 1559: learn: 0.4056964 test: 0.4203672 best: 0.4203652 (1551) total: 3m 41s remaining: 1m 2s 1560: learn: 0.4056963 test: 0.4203671 best: 0.4203652 (1551) total: 3m 41s remaining: 1m 2s 1561: learn: 0.4056846 test: 0.4203766 best: 0.4203652 (1551) total: 3m 41s remaining: 1m 2s 1562: learn: 0.4056759 test: 0.4203792 best: 0.4203652 (1551) total: 3m 41s remaining: 1m 1s 1563: learn: 0.4056758 test: 0.4203787 best: 0.4203652 (1551) total: 3m 41s remaining: 1m 1s 1564: learn: 0.4056757 test: 0.4203787 best: 0.4203652 (1551) total: 3m 42s remaining: 1m 1s 1565: learn: 0.4056757 test: 0.4203784 best: 0.4203652 (1551) total: 3m 42s remaining: 1m 1s 1566: learn: 0.4056757 test: 0.4203777 best: 0.4203652 (1551) total: 3m 42s remaining: 1m 1s 1567: learn: 0.4056757 test: 0.4203776 best: 0.4203652 (1551) total: 3m 42s remaining: 1m 1s 1568: learn: 0.4056756 test: 0.4203773 best: 0.4203652 (1551) total: 3m 42s remaining: 1m 1s 1569: learn: 0.4056756 test: 0.4203771 best: 0.4203652 (1551) total: 3m 42s remaining: 1m 1s 1570: learn: 0.4056756 test: 0.4203767 best: 0.4203652 (1551) total: 3m 42s remaining: 1m 1571: learn: 0.4056742 test: 0.4203753 best: 0.4203652 (1551) total: 3m 43s remaining: 1m 1572: learn: 0.4056684 test: 0.4203757 best: 0.4203652 (1551) total: 3m 43s remaining: 1m 1573: learn: 0.4056684 test: 0.4203757 best: 0.4203652 (1551) total: 3m 43s remaining: 1m 1574: learn: 0.4056683 test: 0.4203756 best: 0.4203652 (1551) total: 3m 43s remaining: 1m 1575: learn: 0.4056574 test: 0.4203701 best: 0.4203652 (1551) total: 3m 43s remaining: 1m 1576: learn: 0.4056574 test: 0.4203700 best: 0.4203652 (1551) total: 3m 43s remaining: 1m 1577: learn: 0.4056574 test: 0.4203700 best: 0.4203652 (1551) total: 3m 44s remaining: 59.9s 1578: learn: 0.4056574 test: 0.4203696 best: 0.4203652 (1551) total: 3m 44s remaining: 59.8s 1579: learn: 0.4056574 test: 0.4203694 best: 0.4203652 (1551) total: 3m 44s remaining: 59.6s 1580: learn: 0.4056574 test: 0.4203704 best: 0.4203652 (1551) total: 3m 44s remaining: 59.5s 1581: learn: 0.4056573 test: 0.4203701 best: 0.4203652 (1551) total: 3m 44s remaining: 59.3s 1582: learn: 0.4056573 test: 0.4203711 best: 0.4203652 (1551) total: 3m 44s remaining: 59.2s 1583: learn: 0.4056573 test: 0.4203719 best: 0.4203652 (1551) total: 3m 44s remaining: 59s 1584: learn: 0.4056573 test: 0.4203719 best: 0.4203652 (1551) total: 3m 44s remaining: 58.9s 1585: learn: 0.4056573 test: 0.4203719 best: 0.4203652 (1551) total: 3m 45s remaining: 58.8s 1586: learn: 0.4056566 test: 0.4203708 best: 0.4203652 (1551) total: 3m 45s remaining: 58.6s 1587: learn: 0.4056566 test: 0.4203704 best: 0.4203652 (1551) total: 3m 45s remaining: 58.5s 1588: learn: 0.4056566 test: 0.4203700 best: 0.4203652 (1551) total: 3m 45s remaining: 58.3s 1589: learn: 0.4056566 test: 0.4203700 best: 0.4203652 (1551) total: 3m 45s remaining: 58.2s 1590: learn: 0.4056566 test: 0.4203696 best: 0.4203652 (1551) total: 3m 45s remaining: 58s 1591: learn: 0.4056566 test: 0.4203696 best: 0.4203652 (1551) total: 3m 45s remaining: 57.9s 1592: learn: 0.4056566 test: 0.4203696 best: 0.4203652 (1551) total: 3m 45s remaining: 57.7s 1593: learn: 0.4056417 test: 0.4203499 best: 0.4203499 (1593) total: 3m 46s remaining: 57.6s 1594: learn: 0.4056346 test: 0.4203538 best: 0.4203499 (1593) total: 3m 46s remaining: 57.5s 1595: learn: 0.4056346 test: 0.4203538 best: 0.4203499 (1593) total: 3m 46s remaining: 57.3s 1596: learn: 0.4056346 test: 0.4203538 best: 0.4203499 (1593) total: 3m 46s remaining: 57.2s 1597: learn: 0.4056345 test: 0.4203538 best: 0.4203499 (1593) total: 3m 46s remaining: 57s 1598: learn: 0.4056345 test: 0.4203533 best: 0.4203499 (1593) total: 3m 46s remaining: 56.9s 1599: learn: 0.4056345 test: 0.4203534 best: 0.4203499 (1593) total: 3m 47s remaining: 56.8s 1600: learn: 0.4056345 test: 0.4203527 best: 0.4203499 (1593) total: 3m 47s remaining: 56.6s 1601: learn: 0.4056344 test: 0.4203527 best: 0.4203499 (1593) total: 3m 47s remaining: 56.5s 1602: learn: 0.4056344 test: 0.4203527 best: 0.4203499 (1593) total: 3m 47s remaining: 56.3s 1603: learn: 0.4056344 test: 0.4203523 best: 0.4203499 (1593) total: 3m 47s remaining: 56.2s 1604: learn: 0.4056342 test: 0.4203523 best: 0.4203499 (1593) total: 3m 47s remaining: 56.1s 1605: learn: 0.4056342 test: 0.4203519 best: 0.4203499 (1593) total: 3m 47s remaining: 55.9s 1606: learn: 0.4056342 test: 0.4203519 best: 0.4203499 (1593) total: 3m 47s remaining: 55.7s 1607: learn: 0.4056342 test: 0.4203515 best: 0.4203499 (1593) total: 3m 48s remaining: 55.6s 1608: learn: 0.4056342 test: 0.4203513 best: 0.4203499 (1593) total: 3m 48s remaining: 55.5s 1609: learn: 0.4056342 test: 0.4203513 best: 0.4203499 (1593) total: 3m 48s remaining: 55.3s 1610: learn: 0.4056342 test: 0.4203509 best: 0.4203499 (1593) total: 3m 48s remaining: 55.2s 1611: learn: 0.4056342 test: 0.4203510 best: 0.4203499 (1593) total: 3m 48s remaining: 55s 1612: learn: 0.4056342 test: 0.4203506 best: 0.4203499 (1593) total: 3m 48s remaining: 54.9s 1613: learn: 0.4056342 test: 0.4203507 best: 0.4203499 (1593) total: 3m 48s remaining: 54.8s 1614: learn: 0.4056342 test: 0.4203507 best: 0.4203499 (1593) total: 3m 49s remaining: 54.6s 1615: learn: 0.4056342 test: 0.4203506 best: 0.4203499 (1593) total: 3m 49s remaining: 54.5s 1616: learn: 0.4056342 test: 0.4203505 best: 0.4203499 (1593) total: 3m 49s remaining: 54.3s 1617: learn: 0.4056342 test: 0.4203514 best: 0.4203499 (1593) total: 3m 49s remaining: 54.1s 1618: learn: 0.4056342 test: 0.4203514 best: 0.4203499 (1593) total: 3m 49s remaining: 54s 1619: learn: 0.4056341 test: 0.4203514 best: 0.4203499 (1593) total: 3m 49s remaining: 53.9s 1620: learn: 0.4056341 test: 0.4203513 best: 0.4203499 (1593) total: 3m 49s remaining: 53.7s 1621: learn: 0.4056338 test: 0.4203459 best: 0.4203459 (1621) total: 3m 49s remaining: 53.6s 1622: learn: 0.4056338 test: 0.4203459 best: 0.4203459 (1622) total: 3m 50s remaining: 53.4s 1623: learn: 0.4056294 test: 0.4203441 best: 0.4203441 (1623) total: 3m 50s remaining: 53.3s 1624: learn: 0.4056294 test: 0.4203441 best: 0.4203441 (1624) total: 3m 50s remaining: 53.2s 1625: learn: 0.4056253 test: 0.4203483 best: 0.4203441 (1624) total: 3m 50s remaining: 53s 1626: learn: 0.4056253 test: 0.4203483 best: 0.4203441 (1624) total: 3m 50s remaining: 52.9s 1627: learn: 0.4056253 test: 0.4203483 best: 0.4203441 (1624) total: 3m 50s remaining: 52.7s 1628: learn: 0.4056252 test: 0.4203483 best: 0.4203441 (1624) total: 3m 50s remaining: 52.6s 1629: learn: 0.4056252 test: 0.4203470 best: 0.4203441 (1624) total: 3m 51s remaining: 52.5s 1630: learn: 0.4056252 test: 0.4203470 best: 0.4203441 (1624) total: 3m 51s remaining: 52.3s 1631: learn: 0.4056252 test: 0.4203470 best: 0.4203441 (1624) total: 3m 51s remaining: 52.2s 1632: learn: 0.4056252 test: 0.4203470 best: 0.4203441 (1624) total: 3m 51s remaining: 52.1s 1633: learn: 0.4056252 test: 0.4203470 best: 0.4203441 (1624) total: 3m 51s remaining: 51.9s 1634: learn: 0.4054793 test: 0.4202195 best: 0.4202195 (1634) total: 3m 51s remaining: 51.8s 1635: learn: 0.4054791 test: 0.4202175 best: 0.4202175 (1635) total: 3m 52s remaining: 51.6s 1636: learn: 0.4054791 test: 0.4202175 best: 0.4202175 (1636) total: 3m 52s remaining: 51.5s 1637: learn: 0.4053798 test: 0.4202096 best: 0.4202096 (1637) total: 3m 52s remaining: 51.3s 1638: learn: 0.4053485 test: 0.4201970 best: 0.4201970 (1638) total: 3m 52s remaining: 51.2s 1639: learn: 0.4053077 test: 0.4201980 best: 0.4201970 (1638) total: 3m 52s remaining: 51.1s 1640: learn: 0.4053075 test: 0.4201962 best: 0.4201962 (1640) total: 3m 52s remaining: 50.9s 1641: learn: 0.4050695 test: 0.4200501 best: 0.4200501 (1641) total: 3m 52s remaining: 50.8s 1642: learn: 0.4048216 test: 0.4198725 best: 0.4198725 (1642) total: 3m 53s remaining: 50.7s 1643: learn: 0.4046399 test: 0.4197034 best: 0.4197034 (1643) total: 3m 53s remaining: 50.5s 1644: learn: 0.4045812 test: 0.4196940 best: 0.4196940 (1644) total: 3m 53s remaining: 50.4s 1645: learn: 0.4045795 test: 0.4196954 best: 0.4196940 (1644) total: 3m 53s remaining: 50.2s 1646: learn: 0.4045795 test: 0.4196945 best: 0.4196940 (1644) total: 3m 53s remaining: 50.1s 1647: learn: 0.4045795 test: 0.4196945 best: 0.4196940 (1644) total: 3m 53s remaining: 50s 1648: learn: 0.4045426 test: 0.4196656 best: 0.4196656 (1648) total: 3m 54s remaining: 49.8s 1649: learn: 0.4045425 test: 0.4196653 best: 0.4196653 (1649) total: 3m 54s remaining: 49.7s 1650: learn: 0.4045363 test: 0.4196690 best: 0.4196653 (1649) total: 3m 54s remaining: 49.5s 1651: learn: 0.4045336 test: 0.4196691 best: 0.4196653 (1649) total: 3m 54s remaining: 49.4s 1652: learn: 0.4045335 test: 0.4196687 best: 0.4196653 (1649) total: 3m 54s remaining: 49.3s 1653: learn: 0.4045335 test: 0.4196687 best: 0.4196653 (1649) total: 3m 54s remaining: 49.1s 1654: learn: 0.4045334 test: 0.4196700 best: 0.4196653 (1649) total: 3m 54s remaining: 49s 1655: learn: 0.4045334 test: 0.4196700 best: 0.4196653 (1649) total: 3m 55s remaining: 48.8s 1656: learn: 0.4045334 test: 0.4196702 best: 0.4196653 (1649) total: 3m 55s remaining: 48.7s 1657: learn: 0.4045333 test: 0.4196702 best: 0.4196653 (1649) total: 3m 55s remaining: 48.5s 1658: learn: 0.4045333 test: 0.4196703 best: 0.4196653 (1649) total: 3m 55s remaining: 48.4s 1659: learn: 0.4045333 test: 0.4196705 best: 0.4196653 (1649) total: 3m 55s remaining: 48.3s 1660: learn: 0.4045332 test: 0.4196705 best: 0.4196653 (1649) total: 3m 55s remaining: 48.1s 1661: learn: 0.4045332 test: 0.4196705 best: 0.4196653 (1649) total: 3m 55s remaining: 48s 1662: learn: 0.4045308 test: 0.4196746 best: 0.4196653 (1649) total: 3m 56s remaining: 47.8s 1663: learn: 0.4045308 test: 0.4196746 best: 0.4196653 (1649) total: 3m 56s remaining: 47.7s 1664: learn: 0.4045283 test: 0.4196762 best: 0.4196653 (1649) total: 3m 56s remaining: 47.6s 1665: learn: 0.4045282 test: 0.4196764 best: 0.4196653 (1649) total: 3m 56s remaining: 47.4s 1666: learn: 0.4045282 test: 0.4196764 best: 0.4196653 (1649) total: 3m 56s remaining: 47.3s 1667: learn: 0.4045282 test: 0.4196764 best: 0.4196653 (1649) total: 3m 56s remaining: 47.1s 1668: learn: 0.4045281 test: 0.4196764 best: 0.4196653 (1649) total: 3m 57s remaining: 47s 1669: learn: 0.4045280 test: 0.4196764 best: 0.4196653 (1649) total: 3m 57s remaining: 46.9s 1670: learn: 0.4045280 test: 0.4196756 best: 0.4196653 (1649) total: 3m 57s remaining: 46.7s 1671: learn: 0.4045280 test: 0.4196756 best: 0.4196653 (1649) total: 3m 57s remaining: 46.6s 1672: learn: 0.4045280 test: 0.4196756 best: 0.4196653 (1649) total: 3m 57s remaining: 46.4s 1673: learn: 0.4045280 test: 0.4196756 best: 0.4196653 (1649) total: 3m 57s remaining: 46.3s 1674: learn: 0.4045280 test: 0.4196756 best: 0.4196653 (1649) total: 3m 57s remaining: 46.1s 1675: learn: 0.4045279 test: 0.4196741 best: 0.4196653 (1649) total: 3m 57s remaining: 46s 1676: learn: 0.4045279 test: 0.4196741 best: 0.4196653 (1649) total: 3m 58s remaining: 45.8s 1677: learn: 0.4045279 test: 0.4196743 best: 0.4196653 (1649) total: 3m 58s remaining: 45.7s 1678: learn: 0.4045253 test: 0.4196773 best: 0.4196653 (1649) total: 3m 58s remaining: 45.6s 1679: learn: 0.4045253 test: 0.4196774 best: 0.4196653 (1649) total: 3m 58s remaining: 45.4s 1680: learn: 0.4045253 test: 0.4196773 best: 0.4196653 (1649) total: 3m 58s remaining: 45.2s 1681: learn: 0.4045253 test: 0.4196773 best: 0.4196653 (1649) total: 3m 58s remaining: 45.1s 1682: learn: 0.4045253 test: 0.4196773 best: 0.4196653 (1649) total: 3m 58s remaining: 44.9s 1683: learn: 0.4045253 test: 0.4196773 best: 0.4196653 (1649) total: 3m 58s remaining: 44.8s 1684: learn: 0.4045253 test: 0.4196773 best: 0.4196653 (1649) total: 3m 58s remaining: 44.6s 1685: learn: 0.4045250 test: 0.4196773 best: 0.4196653 (1649) total: 3m 58s remaining: 44.5s 1686: learn: 0.4045248 test: 0.4196773 best: 0.4196653 (1649) total: 3m 59s remaining: 44.4s 1687: learn: 0.4045248 test: 0.4196773 best: 0.4196653 (1649) total: 3m 59s remaining: 44.2s 1688: learn: 0.4045247 test: 0.4196775 best: 0.4196653 (1649) total: 3m 59s remaining: 44.1s 1689: learn: 0.4045247 test: 0.4196775 best: 0.4196653 (1649) total: 3m 59s remaining: 43.9s 1690: learn: 0.4045247 test: 0.4196775 best: 0.4196653 (1649) total: 3m 59s remaining: 43.8s 1691: learn: 0.4045247 test: 0.4196775 best: 0.4196653 (1649) total: 3m 59s remaining: 43.6s 1692: learn: 0.4045247 test: 0.4196775 best: 0.4196653 (1649) total: 3m 59s remaining: 43.5s 1693: learn: 0.4045247 test: 0.4196775 best: 0.4196653 (1649) total: 3m 59s remaining: 43.3s 1694: learn: 0.4045247 test: 0.4196775 best: 0.4196653 (1649) total: 3m 59s remaining: 43.2s 1695: learn: 0.4045247 test: 0.4196775 best: 0.4196653 (1649) total: 4m remaining: 43s 1696: learn: 0.4045245 test: 0.4196775 best: 0.4196653 (1649) total: 4m remaining: 42.9s 1697: learn: 0.4045237 test: 0.4196767 best: 0.4196653 (1649) total: 4m remaining: 42.8s 1698: learn: 0.4045237 test: 0.4196768 best: 0.4196653 (1649) total: 4m remaining: 42.6s 1699: learn: 0.4045237 test: 0.4196768 best: 0.4196653 (1649) total: 4m remaining: 42.5s 1700: learn: 0.4045237 test: 0.4196768 best: 0.4196653 (1649) total: 4m remaining: 42.3s 1701: learn: 0.4045237 test: 0.4196768 best: 0.4196653 (1649) total: 4m remaining: 42.2s 1702: learn: 0.4045189 test: 0.4196738 best: 0.4196653 (1649) total: 4m remaining: 42s 1703: learn: 0.4045171 test: 0.4196755 best: 0.4196653 (1649) total: 4m 1s remaining: 41.9s 1704: learn: 0.4045170 test: 0.4196755 best: 0.4196653 (1649) total: 4m 1s remaining: 41.8s 1705: learn: 0.4045164 test: 0.4196708 best: 0.4196653 (1649) total: 4m 1s remaining: 41.6s 1706: learn: 0.4045139 test: 0.4196700 best: 0.4196653 (1649) total: 4m 1s remaining: 41.5s 1707: learn: 0.4041959 test: 0.4195301 best: 0.4195301 (1707) total: 4m 1s remaining: 41.3s 1708: learn: 0.4041818 test: 0.4195255 best: 0.4195255 (1708) total: 4m 1s remaining: 41.2s 1709: learn: 0.4041818 test: 0.4195255 best: 0.4195255 (1709) total: 4m 2s remaining: 41.1s 1710: learn: 0.4041818 test: 0.4195255 best: 0.4195255 (1710) total: 4m 2s remaining: 40.9s 1711: learn: 0.4041814 test: 0.4195254 best: 0.4195254 (1711) total: 4m 2s remaining: 40.8s 1712: learn: 0.4041799 test: 0.4195266 best: 0.4195254 (1711) total: 4m 2s remaining: 40.6s 1713: learn: 0.4041772 test: 0.4195297 best: 0.4195254 (1711) total: 4m 2s remaining: 40.5s 1714: learn: 0.4041771 test: 0.4195297 best: 0.4195254 (1711) total: 4m 2s remaining: 40.4s 1715: learn: 0.4041744 test: 0.4195265 best: 0.4195254 (1711) total: 4m 2s remaining: 40.2s 1716: learn: 0.4041736 test: 0.4195233 best: 0.4195233 (1716) total: 4m 3s remaining: 40.1s 1717: learn: 0.4041736 test: 0.4195233 best: 0.4195233 (1717) total: 4m 3s remaining: 39.9s 1718: learn: 0.4041736 test: 0.4195233 best: 0.4195233 (1717) total: 4m 3s remaining: 39.8s 1719: learn: 0.4041736 test: 0.4195233 best: 0.4195233 (1717) total: 4m 3s remaining: 39.7s 1720: learn: 0.4041736 test: 0.4195234 best: 0.4195233 (1717) total: 4m 3s remaining: 39.5s 1721: learn: 0.4041733 test: 0.4195215 best: 0.4195215 (1721) total: 4m 4s remaining: 39.4s 1722: learn: 0.4041002 test: 0.4194509 best: 0.4194509 (1722) total: 4m 4s remaining: 39.3s 1723: learn: 0.4040999 test: 0.4194493 best: 0.4194493 (1723) total: 4m 4s remaining: 39.1s 1724: learn: 0.4040902 test: 0.4194335 best: 0.4194335 (1724) total: 4m 4s remaining: 39s 1725: learn: 0.4040902 test: 0.4194335 best: 0.4194335 (1725) total: 4m 4s remaining: 38.8s 1726: learn: 0.4040839 test: 0.4194337 best: 0.4194335 (1725) total: 4m 4s remaining: 38.7s 1727: learn: 0.4040834 test: 0.4194306 best: 0.4194306 (1727) total: 4m 4s remaining: 38.6s 1728: learn: 0.4040799 test: 0.4194345 best: 0.4194306 (1727) total: 4m 5s remaining: 38.4s 1729: learn: 0.4040799 test: 0.4194345 best: 0.4194306 (1727) total: 4m 5s remaining: 38.3s 1730: learn: 0.4040798 test: 0.4194344 best: 0.4194306 (1727) total: 4m 5s remaining: 38.1s 1731: learn: 0.4040688 test: 0.4194350 best: 0.4194306 (1727) total: 4m 5s remaining: 38s 1732: learn: 0.4040657 test: 0.4194341 best: 0.4194306 (1727) total: 4m 5s remaining: 37.9s 1733: learn: 0.4040657 test: 0.4194342 best: 0.4194306 (1727) total: 4m 5s remaining: 37.7s 1734: learn: 0.4040657 test: 0.4194342 best: 0.4194306 (1727) total: 4m 6s remaining: 37.6s 1735: learn: 0.4040590 test: 0.4194383 best: 0.4194306 (1727) total: 4m 6s remaining: 37.4s 1736: learn: 0.4039880 test: 0.4193985 best: 0.4193985 (1736) total: 4m 6s remaining: 37.3s 1737: learn: 0.4039880 test: 0.4193985 best: 0.4193985 (1736) total: 4m 6s remaining: 37.1s 1738: learn: 0.4039880 test: 0.4193985 best: 0.4193985 (1736) total: 4m 6s remaining: 37s 1739: learn: 0.4039866 test: 0.4193917 best: 0.4193917 (1739) total: 4m 6s remaining: 36.9s 1740: learn: 0.4039430 test: 0.4193658 best: 0.4193658 (1740) total: 4m 6s remaining: 36.7s 1741: learn: 0.4039429 test: 0.4193630 best: 0.4193630 (1741) total: 4m 7s remaining: 36.6s 1742: learn: 0.4039363 test: 0.4193648 best: 0.4193630 (1741) total: 4m 7s remaining: 36.5s 1743: learn: 0.4039280 test: 0.4193690 best: 0.4193630 (1741) total: 4m 7s remaining: 36.3s 1744: learn: 0.4038426 test: 0.4193277 best: 0.4193277 (1744) total: 4m 7s remaining: 36.2s 1745: learn: 0.4038396 test: 0.4193283 best: 0.4193277 (1744) total: 4m 7s remaining: 36s 1746: learn: 0.4038352 test: 0.4193172 best: 0.4193172 (1746) total: 4m 7s remaining: 35.9s 1747: learn: 0.4038314 test: 0.4193173 best: 0.4193172 (1746) total: 4m 7s remaining: 35.7s 1748: learn: 0.4038100 test: 0.4193133 best: 0.4193133 (1748) total: 4m 8s remaining: 35.6s 1749: learn: 0.4038055 test: 0.4193176 best: 0.4193133 (1748) total: 4m 8s remaining: 35.5s 1750: learn: 0.4035097 test: 0.4191581 best: 0.4191581 (1750) total: 4m 8s remaining: 35.3s 1751: learn: 0.4035012 test: 0.4191502 best: 0.4191502 (1751) total: 4m 8s remaining: 35.2s 1752: learn: 0.4034962 test: 0.4191494 best: 0.4191494 (1752) total: 4m 8s remaining: 35s 1753: learn: 0.4034962 test: 0.4191489 best: 0.4191489 (1753) total: 4m 8s remaining: 34.9s 1754: learn: 0.4034962 test: 0.4191490 best: 0.4191489 (1753) total: 4m 8s remaining: 34.8s 1755: learn: 0.4034961 test: 0.4191489 best: 0.4191489 (1755) total: 4m 9s remaining: 34.6s 1756: learn: 0.4034960 test: 0.4191489 best: 0.4191489 (1755) total: 4m 9s remaining: 34.5s 1757: learn: 0.4034415 test: 0.4191234 best: 0.4191234 (1757) total: 4m 9s remaining: 34.3s 1758: learn: 0.4031971 test: 0.4189733 best: 0.4189733 (1758) total: 4m 9s remaining: 34.2s 1759: learn: 0.4029745 test: 0.4189336 best: 0.4189336 (1759) total: 4m 9s remaining: 34s 1760: learn: 0.4029729 test: 0.4189274 best: 0.4189274 (1760) total: 4m 9s remaining: 33.9s 1761: learn: 0.4029362 test: 0.4189052 best: 0.4189052 (1761) total: 4m 9s remaining: 33.8s 1762: learn: 0.4029361 test: 0.4189054 best: 0.4189052 (1761) total: 4m 10s remaining: 33.6s 1763: learn: 0.4029361 test: 0.4189054 best: 0.4189052 (1761) total: 4m 10s remaining: 33.5s 1764: learn: 0.4029254 test: 0.4189024 best: 0.4189024 (1764) total: 4m 10s remaining: 33.3s 1765: learn: 0.4029252 test: 0.4189024 best: 0.4189024 (1764) total: 4m 10s remaining: 33.2s 1766: learn: 0.4029247 test: 0.4189024 best: 0.4189024 (1764) total: 4m 10s remaining: 33s 1767: learn: 0.4029246 test: 0.4189008 best: 0.4189008 (1767) total: 4m 10s remaining: 32.9s 1768: learn: 0.4029241 test: 0.4189009 best: 0.4189008 (1767) total: 4m 10s remaining: 32.8s 1769: learn: 0.4028534 test: 0.4189084 best: 0.4189008 (1767) total: 4m 11s remaining: 32.6s 1770: learn: 0.4028534 test: 0.4189085 best: 0.4189008 (1767) total: 4m 11s remaining: 32.5s 1771: learn: 0.4028533 test: 0.4189084 best: 0.4189008 (1767) total: 4m 11s remaining: 32.3s 1772: learn: 0.4028516 test: 0.4189094 best: 0.4189008 (1767) total: 4m 11s remaining: 32.2s 1773: learn: 0.4028515 test: 0.4189094 best: 0.4189008 (1767) total: 4m 11s remaining: 32s 1774: learn: 0.4028514 test: 0.4189094 best: 0.4189008 (1767) total: 4m 11s remaining: 31.9s 1775: learn: 0.4028499 test: 0.4189111 best: 0.4189008 (1767) total: 4m 11s remaining: 31.8s 1776: learn: 0.4028499 test: 0.4189111 best: 0.4189008 (1767) total: 4m 11s remaining: 31.6s 1777: learn: 0.4028499 test: 0.4189111 best: 0.4189008 (1767) total: 4m 12s remaining: 31.5s 1778: learn: 0.4028499 test: 0.4189111 best: 0.4189008 (1767) total: 4m 12s remaining: 31.3s 1779: learn: 0.4028499 test: 0.4189111 best: 0.4189008 (1767) total: 4m 12s remaining: 31.2s 1780: learn: 0.4028498 test: 0.4189111 best: 0.4189008 (1767) total: 4m 12s remaining: 31.1s 1781: learn: 0.4028498 test: 0.4189110 best: 0.4189008 (1767) total: 4m 12s remaining: 30.9s 1782: learn: 0.4028498 test: 0.4189112 best: 0.4189008 (1767) total: 4m 12s remaining: 30.8s 1783: learn: 0.4028498 test: 0.4189113 best: 0.4189008 (1767) total: 4m 13s remaining: 30.6s 1784: learn: 0.4028498 test: 0.4189114 best: 0.4189008 (1767) total: 4m 13s remaining: 30.5s 1785: learn: 0.4028363 test: 0.4189093 best: 0.4189008 (1767) total: 4m 13s remaining: 30.4s 1786: learn: 0.4028050 test: 0.4188772 best: 0.4188772 (1786) total: 4m 13s remaining: 30.2s 1787: learn: 0.4028050 test: 0.4188772 best: 0.4188772 (1787) total: 4m 13s remaining: 30.1s 1788: learn: 0.4027892 test: 0.4188657 best: 0.4188657 (1788) total: 4m 13s remaining: 29.9s 1789: learn: 0.4027891 test: 0.4188657 best: 0.4188657 (1788) total: 4m 13s remaining: 29.8s 1790: learn: 0.4025303 test: 0.4187520 best: 0.4187520 (1790) total: 4m 14s remaining: 29.7s 1791: learn: 0.4025289 test: 0.4187513 best: 0.4187513 (1791) total: 4m 14s remaining: 29.5s 1792: learn: 0.4022671 test: 0.4186005 best: 0.4186005 (1792) total: 4m 14s remaining: 29.4s 1793: learn: 0.4022671 test: 0.4186005 best: 0.4186005 (1793) total: 4m 14s remaining: 29.2s 1794: learn: 0.4022633 test: 0.4186016 best: 0.4186005 (1793) total: 4m 14s remaining: 29.1s 1795: learn: 0.4022624 test: 0.4186030 best: 0.4186005 (1793) total: 4m 14s remaining: 28.9s 1796: learn: 0.4022615 test: 0.4186048 best: 0.4186005 (1793) total: 4m 14s remaining: 28.8s 1797: learn: 0.4022615 test: 0.4186054 best: 0.4186005 (1793) total: 4m 15s remaining: 28.7s 1798: learn: 0.4022615 test: 0.4186054 best: 0.4186005 (1793) total: 4m 15s remaining: 28.5s 1799: learn: 0.4021812 test: 0.4185512 best: 0.4185512 (1799) total: 4m 15s remaining: 28.4s 1800: learn: 0.4021812 test: 0.4185512 best: 0.4185512 (1800) total: 4m 15s remaining: 28.2s 1801: learn: 0.4021811 test: 0.4185512 best: 0.4185512 (1801) total: 4m 15s remaining: 28.1s 1802: learn: 0.4021797 test: 0.4185511 best: 0.4185511 (1802) total: 4m 15s remaining: 28s 1803: learn: 0.4021398 test: 0.4185368 best: 0.4185368 (1803) total: 4m 16s remaining: 27.8s 1804: learn: 0.4021274 test: 0.4185386 best: 0.4185368 (1803) total: 4m 16s remaining: 27.7s 1805: learn: 0.4021274 test: 0.4185385 best: 0.4185368 (1803) total: 4m 16s remaining: 27.5s 1806: learn: 0.4021274 test: 0.4185385 best: 0.4185368 (1803) total: 4m 16s remaining: 27.4s 1807: learn: 0.4021274 test: 0.4185385 best: 0.4185368 (1803) total: 4m 16s remaining: 27.3s 1808: learn: 0.4020997 test: 0.4185010 best: 0.4185010 (1808) total: 4m 16s remaining: 27.1s 1809: learn: 0.4020997 test: 0.4185010 best: 0.4185010 (1808) total: 4m 17s remaining: 27s 1810: learn: 0.4019607 test: 0.4183823 best: 0.4183823 (1810) total: 4m 17s remaining: 26.8s 1811: learn: 0.4017961 test: 0.4182868 best: 0.4182868 (1811) total: 4m 17s remaining: 26.7s 1812: learn: 0.4017945 test: 0.4182867 best: 0.4182867 (1812) total: 4m 17s remaining: 26.6s 1813: learn: 0.4017944 test: 0.4182877 best: 0.4182867 (1812) total: 4m 17s remaining: 26.4s 1814: learn: 0.4017934 test: 0.4182860 best: 0.4182860 (1814) total: 4m 17s remaining: 26.3s 1815: learn: 0.4017920 test: 0.4182856 best: 0.4182856 (1815) total: 4m 17s remaining: 26.1s 1816: learn: 0.4017916 test: 0.4182857 best: 0.4182856 (1815) total: 4m 18s remaining: 26s 1817: learn: 0.4017916 test: 0.4182857 best: 0.4182856 (1815) total: 4m 18s remaining: 25.9s 1818: learn: 0.4017915 test: 0.4182857 best: 0.4182856 (1815) total: 4m 18s remaining: 25.7s 1819: learn: 0.4017914 test: 0.4182856 best: 0.4182856 (1819) total: 4m 18s remaining: 25.6s 1820: learn: 0.4017899 test: 0.4182869 best: 0.4182856 (1819) total: 4m 18s remaining: 25.4s 1821: learn: 0.4017890 test: 0.4182869 best: 0.4182856 (1819) total: 4m 18s remaining: 25.3s 1822: learn: 0.4017885 test: 0.4182868 best: 0.4182856 (1819) total: 4m 19s remaining: 25.1s 1823: learn: 0.4017884 test: 0.4182867 best: 0.4182856 (1819) total: 4m 19s remaining: 25s 1824: learn: 0.4017884 test: 0.4182866 best: 0.4182856 (1819) total: 4m 19s remaining: 24.9s 1825: learn: 0.4017884 test: 0.4182866 best: 0.4182856 (1819) total: 4m 19s remaining: 24.7s 1826: learn: 0.4017875 test: 0.4182872 best: 0.4182856 (1819) total: 4m 19s remaining: 24.6s 1827: learn: 0.4017870 test: 0.4182870 best: 0.4182856 (1819) total: 4m 19s remaining: 24.5s 1828: learn: 0.4017870 test: 0.4182870 best: 0.4182856 (1819) total: 4m 20s remaining: 24.3s 1829: learn: 0.4017870 test: 0.4182869 best: 0.4182856 (1819) total: 4m 20s remaining: 24.2s 1830: learn: 0.4017867 test: 0.4182865 best: 0.4182856 (1819) total: 4m 20s remaining: 24s 1831: learn: 0.4017867 test: 0.4182865 best: 0.4182856 (1819) total: 4m 20s remaining: 23.9s 1832: learn: 0.4016905 test: 0.4182077 best: 0.4182077 (1832) total: 4m 20s remaining: 23.8s 1833: learn: 0.4016853 test: 0.4182077 best: 0.4182077 (1833) total: 4m 20s remaining: 23.6s 1834: learn: 0.4016853 test: 0.4182077 best: 0.4182077 (1834) total: 4m 21s remaining: 23.5s 1835: learn: 0.4016853 test: 0.4182077 best: 0.4182077 (1834) total: 4m 21s remaining: 23.3s 1836: learn: 0.4016852 test: 0.4182054 best: 0.4182054 (1836) total: 4m 21s remaining: 23.2s 1837: learn: 0.4016784 test: 0.4182117 best: 0.4182054 (1836) total: 4m 21s remaining: 23s 1838: learn: 0.4016782 test: 0.4182118 best: 0.4182054 (1836) total: 4m 21s remaining: 22.9s 1839: learn: 0.4016762 test: 0.4182122 best: 0.4182054 (1836) total: 4m 21s remaining: 22.8s 1840: learn: 0.4016762 test: 0.4182122 best: 0.4182054 (1836) total: 4m 21s remaining: 22.6s 1841: learn: 0.4016737 test: 0.4182116 best: 0.4182054 (1836) total: 4m 22s remaining: 22.5s 1842: learn: 0.4016737 test: 0.4182116 best: 0.4182054 (1836) total: 4m 22s remaining: 22.3s 1843: learn: 0.4016737 test: 0.4182115 best: 0.4182054 (1836) total: 4m 22s remaining: 22.2s 1844: learn: 0.4016737 test: 0.4182115 best: 0.4182054 (1836) total: 4m 22s remaining: 22.1s 1845: learn: 0.4016737 test: 0.4182105 best: 0.4182054 (1836) total: 4m 22s remaining: 21.9s 1846: learn: 0.4016733 test: 0.4182100 best: 0.4182054 (1836) total: 4m 22s remaining: 21.8s 1847: learn: 0.4016733 test: 0.4182100 best: 0.4182054 (1836) total: 4m 22s remaining: 21.6s 1848: learn: 0.4016733 test: 0.4182100 best: 0.4182054 (1836) total: 4m 22s remaining: 21.5s 1849: learn: 0.4016733 test: 0.4182099 best: 0.4182054 (1836) total: 4m 23s remaining: 21.3s 1850: learn: 0.4016733 test: 0.4182099 best: 0.4182054 (1836) total: 4m 23s remaining: 21.2s 1851: learn: 0.4016733 test: 0.4182099 best: 0.4182054 (1836) total: 4m 23s remaining: 21.1s 1852: learn: 0.4016732 test: 0.4182099 best: 0.4182054 (1836) total: 4m 23s remaining: 20.9s 1853: learn: 0.4016709 test: 0.4182101 best: 0.4182054 (1836) total: 4m 23s remaining: 20.8s 1854: learn: 0.4016685 test: 0.4182101 best: 0.4182054 (1836) total: 4m 23s remaining: 20.6s 1855: learn: 0.4016685 test: 0.4182101 best: 0.4182054 (1836) total: 4m 23s remaining: 20.5s 1856: learn: 0.4016647 test: 0.4182121 best: 0.4182054 (1836) total: 4m 24s remaining: 20.3s 1857: learn: 0.4016647 test: 0.4182121 best: 0.4182054 (1836) total: 4m 24s remaining: 20.2s 1858: learn: 0.4016646 test: 0.4182121 best: 0.4182054 (1836) total: 4m 24s remaining: 20.1s 1859: learn: 0.4016645 test: 0.4182119 best: 0.4182054 (1836) total: 4m 24s remaining: 19.9s 1860: learn: 0.4016644 test: 0.4182122 best: 0.4182054 (1836) total: 4m 24s remaining: 19.8s 1861: learn: 0.4016644 test: 0.4182124 best: 0.4182054 (1836) total: 4m 24s remaining: 19.6s 1862: learn: 0.4016644 test: 0.4182124 best: 0.4182054 (1836) total: 4m 24s remaining: 19.5s 1863: learn: 0.4016644 test: 0.4182124 best: 0.4182054 (1836) total: 4m 25s remaining: 19.3s 1864: learn: 0.4016497 test: 0.4182095 best: 0.4182054 (1836) total: 4m 25s remaining: 19.2s 1865: learn: 0.4016293 test: 0.4182072 best: 0.4182054 (1836) total: 4m 25s remaining: 19.1s 1866: learn: 0.4016293 test: 0.4182072 best: 0.4182054 (1836) total: 4m 25s remaining: 18.9s 1867: learn: 0.4016292 test: 0.4182070 best: 0.4182054 (1836) total: 4m 25s remaining: 18.8s 1868: learn: 0.4016256 test: 0.4182073 best: 0.4182054 (1836) total: 4m 25s remaining: 18.6s 1869: learn: 0.4016256 test: 0.4182075 best: 0.4182054 (1836) total: 4m 26s remaining: 18.5s 1870: learn: 0.4016256 test: 0.4182075 best: 0.4182054 (1836) total: 4m 26s remaining: 18.4s 1871: learn: 0.4016256 test: 0.4182074 best: 0.4182054 (1836) total: 4m 26s remaining: 18.2s 1872: learn: 0.4016256 test: 0.4182074 best: 0.4182054 (1836) total: 4m 26s remaining: 18.1s 1873: learn: 0.4016256 test: 0.4182074 best: 0.4182054 (1836) total: 4m 26s remaining: 17.9s 1874: learn: 0.4016254 test: 0.4182072 best: 0.4182054 (1836) total: 4m 26s remaining: 17.8s 1875: learn: 0.4016224 test: 0.4182067 best: 0.4182054 (1836) total: 4m 26s remaining: 17.6s 1876: learn: 0.4016223 test: 0.4182051 best: 0.4182051 (1876) total: 4m 27s remaining: 17.5s 1877: learn: 0.4016223 test: 0.4182051 best: 0.4182051 (1877) total: 4m 27s remaining: 17.4s 1878: learn: 0.4016210 test: 0.4182084 best: 0.4182051 (1877) total: 4m 27s remaining: 17.2s 1879: learn: 0.4016208 test: 0.4182082 best: 0.4182051 (1877) total: 4m 27s remaining: 17.1s 1880: learn: 0.4016054 test: 0.4182016 best: 0.4182016 (1880) total: 4m 27s remaining: 16.9s 1881: learn: 0.4016050 test: 0.4182016 best: 0.4182016 (1881) total: 4m 27s remaining: 16.8s 1882: learn: 0.4016041 test: 0.4181986 best: 0.4181986 (1882) total: 4m 28s remaining: 16.7s 1883: learn: 0.4016016 test: 0.4181980 best: 0.4181980 (1883) total: 4m 28s remaining: 16.5s 1884: learn: 0.4016016 test: 0.4181979 best: 0.4181979 (1884) total: 4m 28s remaining: 16.4s 1885: learn: 0.4016016 test: 0.4181978 best: 0.4181978 (1885) total: 4m 28s remaining: 16.2s 1886: learn: 0.4016015 test: 0.4181983 best: 0.4181978 (1885) total: 4m 28s remaining: 16.1s 1887: learn: 0.4016015 test: 0.4181981 best: 0.4181978 (1885) total: 4m 28s remaining: 15.9s 1888: learn: 0.4014907 test: 0.4181483 best: 0.4181483 (1888) total: 4m 28s remaining: 15.8s 1889: learn: 0.4014903 test: 0.4181436 best: 0.4181436 (1889) total: 4m 29s remaining: 15.7s 1890: learn: 0.4014900 test: 0.4181393 best: 0.4181393 (1890) total: 4m 29s remaining: 15.5s 1891: learn: 0.4014898 test: 0.4181356 best: 0.4181356 (1891) total: 4m 29s remaining: 15.4s 1892: learn: 0.4014898 test: 0.4181356 best: 0.4181356 (1892) total: 4m 29s remaining: 15.2s 1893: learn: 0.4014873 test: 0.4181351 best: 0.4181351 (1893) total: 4m 29s remaining: 15.1s 1894: learn: 0.4014871 test: 0.4181318 best: 0.4181318 (1894) total: 4m 29s remaining: 15s 1895: learn: 0.4014871 test: 0.4181317 best: 0.4181317 (1895) total: 4m 30s remaining: 14.8s 1896: learn: 0.4014871 test: 0.4181315 best: 0.4181315 (1896) total: 4m 30s remaining: 14.7s 1897: learn: 0.4014871 test: 0.4181314 best: 0.4181314 (1897) total: 4m 30s remaining: 14.5s 1898: learn: 0.4014805 test: 0.4181323 best: 0.4181314 (1897) total: 4m 30s remaining: 14.4s 1899: learn: 0.4014805 test: 0.4181323 best: 0.4181314 (1897) total: 4m 30s remaining: 14.2s 1900: learn: 0.4014805 test: 0.4181324 best: 0.4181314 (1897) total: 4m 30s remaining: 14.1s 1901: learn: 0.4014805 test: 0.4181323 best: 0.4181314 (1897) total: 4m 30s remaining: 14s 1902: learn: 0.4014805 test: 0.4181323 best: 0.4181314 (1897) total: 4m 31s remaining: 13.8s 1903: learn: 0.4014805 test: 0.4181321 best: 0.4181314 (1897) total: 4m 31s remaining: 13.7s 1904: learn: 0.4014786 test: 0.4181330 best: 0.4181314 (1897) total: 4m 31s remaining: 13.5s 1905: learn: 0.4014786 test: 0.4181329 best: 0.4181314 (1897) total: 4m 31s remaining: 13.4s 1906: learn: 0.4014723 test: 0.4181296 best: 0.4181296 (1906) total: 4m 31s remaining: 13.3s 1907: learn: 0.4014723 test: 0.4181295 best: 0.4181295 (1907) total: 4m 31s remaining: 13.1s 1908: learn: 0.4014723 test: 0.4181294 best: 0.4181294 (1908) total: 4m 32s remaining: 13s 1909: learn: 0.4014723 test: 0.4181293 best: 0.4181293 (1909) total: 4m 32s remaining: 12.8s 1910: learn: 0.4014723 test: 0.4181292 best: 0.4181292 (1910) total: 4m 32s remaining: 12.7s 1911: learn: 0.4014723 test: 0.4181291 best: 0.4181291 (1911) total: 4m 32s remaining: 12.5s 1912: learn: 0.4014673 test: 0.4181312 best: 0.4181291 (1911) total: 4m 32s remaining: 12.4s 1913: learn: 0.4014673 test: 0.4181311 best: 0.4181291 (1911) total: 4m 32s remaining: 12.2s 1914: learn: 0.4014673 test: 0.4181310 best: 0.4181291 (1911) total: 4m 32s remaining: 12.1s 1915: learn: 0.4014673 test: 0.4181309 best: 0.4181291 (1911) total: 4m 32s remaining: 12s 1916: learn: 0.4014673 test: 0.4181302 best: 0.4181291 (1911) total: 4m 32s remaining: 11.8s 1917: learn: 0.4014673 test: 0.4181302 best: 0.4181291 (1911) total: 4m 32s remaining: 11.7s 1918: learn: 0.4014673 test: 0.4181301 best: 0.4181291 (1911) total: 4m 33s remaining: 11.5s 1919: learn: 0.4014658 test: 0.4181304 best: 0.4181291 (1911) total: 4m 33s remaining: 11.4s 1920: learn: 0.4014658 test: 0.4181303 best: 0.4181291 (1911) total: 4m 33s remaining: 11.2s 1921: learn: 0.4014658 test: 0.4181302 best: 0.4181291 (1911) total: 4m 33s remaining: 11.1s 1922: learn: 0.4014658 test: 0.4181302 best: 0.4181291 (1911) total: 4m 33s remaining: 11s 1923: learn: 0.4014565 test: 0.4181350 best: 0.4181291 (1911) total: 4m 33s remaining: 10.8s 1924: learn: 0.4014565 test: 0.4181343 best: 0.4181291 (1911) total: 4m 33s remaining: 10.7s 1925: learn: 0.4014528 test: 0.4181237 best: 0.4181237 (1925) total: 4m 34s remaining: 10.5s 1926: learn: 0.4014528 test: 0.4181237 best: 0.4181237 (1926) total: 4m 34s remaining: 10.4s 1927: learn: 0.4014528 test: 0.4181231 best: 0.4181231 (1927) total: 4m 34s remaining: 10.2s 1928: learn: 0.4014528 test: 0.4181226 best: 0.4181226 (1928) total: 4m 34s remaining: 10.1s 1929: learn: 0.4014528 test: 0.4181225 best: 0.4181225 (1929) total: 4m 34s remaining: 9.96s 1930: learn: 0.4014528 test: 0.4181220 best: 0.4181220 (1930) total: 4m 34s remaining: 9.82s 1931: learn: 0.4014528 test: 0.4181220 best: 0.4181220 (1931) total: 4m 34s remaining: 9.67s 1932: learn: 0.4014527 test: 0.4181215 best: 0.4181215 (1932) total: 4m 34s remaining: 9.53s 1933: learn: 0.4014527 test: 0.4181212 best: 0.4181212 (1933) total: 4m 35s remaining: 9.39s 1934: learn: 0.4014527 test: 0.4181207 best: 0.4181207 (1934) total: 4m 35s remaining: 9.25s 1935: learn: 0.4014527 test: 0.4181207 best: 0.4181207 (1935) total: 4m 35s remaining: 9.1s 1936: learn: 0.4014527 test: 0.4181207 best: 0.4181207 (1936) total: 4m 35s remaining: 8.96s 1937: learn: 0.4014527 test: 0.4181204 best: 0.4181204 (1937) total: 4m 35s remaining: 8.82s 1938: learn: 0.4014527 test: 0.4181204 best: 0.4181204 (1938) total: 4m 35s remaining: 8.67s 1939: learn: 0.4014527 test: 0.4181203 best: 0.4181203 (1939) total: 4m 35s remaining: 8.53s 1940: learn: 0.4014527 test: 0.4181203 best: 0.4181203 (1940) total: 4m 35s remaining: 8.38s 1941: learn: 0.4014527 test: 0.4181203 best: 0.4181203 (1941) total: 4m 35s remaining: 8.24s 1942: learn: 0.4014527 test: 0.4181202 best: 0.4181202 (1942) total: 4m 36s remaining: 8.1s 1943: learn: 0.4014527 test: 0.4181202 best: 0.4181202 (1943) total: 4m 36s remaining: 7.95s 1944: learn: 0.4014507 test: 0.4181200 best: 0.4181200 (1944) total: 4m 36s remaining: 7.81s 1945: learn: 0.4014507 test: 0.4181197 best: 0.4181197 (1945) total: 4m 36s remaining: 7.67s 1946: learn: 0.4014506 test: 0.4181196 best: 0.4181196 (1946) total: 4m 36s remaining: 7.53s 1947: learn: 0.4014506 test: 0.4181195 best: 0.4181195 (1947) total: 4m 36s remaining: 7.39s 1948: learn: 0.4014473 test: 0.4181161 best: 0.4181161 (1948) total: 4m 36s remaining: 7.25s 1949: learn: 0.4014205 test: 0.4181184 best: 0.4181161 (1948) total: 4m 37s remaining: 7.1s 1950: learn: 0.4014190 test: 0.4181171 best: 0.4181161 (1948) total: 4m 37s remaining: 6.96s 1951: learn: 0.4013581 test: 0.4180805 best: 0.4180805 (1951) total: 4m 37s remaining: 6.82s 1952: learn: 0.4013580 test: 0.4180805 best: 0.4180805 (1951) total: 4m 37s remaining: 6.68s 1953: learn: 0.4013580 test: 0.4180804 best: 0.4180804 (1953) total: 4m 37s remaining: 6.54s 1954: learn: 0.4012470 test: 0.4180396 best: 0.4180396 (1954) total: 4m 37s remaining: 6.39s 1955: learn: 0.4012462 test: 0.4180415 best: 0.4180396 (1954) total: 4m 37s remaining: 6.25s 1956: learn: 0.4012458 test: 0.4180377 best: 0.4180377 (1956) total: 4m 38s remaining: 6.11s 1957: learn: 0.4012458 test: 0.4180375 best: 0.4180375 (1957) total: 4m 38s remaining: 5.97s 1958: learn: 0.4012450 test: 0.4180394 best: 0.4180375 (1957) total: 4m 38s remaining: 5.83s 1959: learn: 0.4012431 test: 0.4180310 best: 0.4180310 (1959) total: 4m 38s remaining: 5.68s 1960: learn: 0.4012431 test: 0.4180310 best: 0.4180310 (1959) total: 4m 38s remaining: 5.54s 1961: learn: 0.4012423 test: 0.4180289 best: 0.4180289 (1961) total: 4m 38s remaining: 5.4s 1962: learn: 0.4012170 test: 0.4179983 best: 0.4179983 (1962) total: 4m 39s remaining: 5.26s 1963: learn: 0.4012170 test: 0.4179983 best: 0.4179983 (1963) total: 4m 39s remaining: 5.12s 1964: learn: 0.4012165 test: 0.4179975 best: 0.4179975 (1964) total: 4m 39s remaining: 4.97s 1965: learn: 0.4012160 test: 0.4179972 best: 0.4179972 (1965) total: 4m 39s remaining: 4.83s 1966: learn: 0.4007548 test: 0.4179093 best: 0.4179093 (1966) total: 4m 39s remaining: 4.69s 1967: learn: 0.4007525 test: 0.4179070 best: 0.4179070 (1967) total: 4m 39s remaining: 4.55s 1968: learn: 0.4007345 test: 0.4178961 best: 0.4178961 (1968) total: 4m 39s remaining: 4.41s 1969: learn: 0.4007345 test: 0.4178988 best: 0.4178961 (1968) total: 4m 40s remaining: 4.26s 1970: learn: 0.4007345 test: 0.4178986 best: 0.4178961 (1968) total: 4m 40s remaining: 4.12s 1971: learn: 0.4007344 test: 0.4178991 best: 0.4178961 (1968) total: 4m 40s remaining: 3.98s 1972: learn: 0.4007337 test: 0.4179005 best: 0.4178961 (1968) total: 4m 40s remaining: 3.84s 1973: learn: 0.4007337 test: 0.4179015 best: 0.4178961 (1968) total: 4m 40s remaining: 3.7s 1974: learn: 0.4007012 test: 0.4178733 best: 0.4178733 (1974) total: 4m 40s remaining: 3.56s 1975: learn: 0.4006931 test: 0.4178685 best: 0.4178685 (1975) total: 4m 41s remaining: 3.41s 1976: learn: 0.4006930 test: 0.4178678 best: 0.4178678 (1976) total: 4m 41s remaining: 3.27s 1977: learn: 0.4006930 test: 0.4178686 best: 0.4178678 (1976) total: 4m 41s remaining: 3.13s 1978: learn: 0.4005435 test: 0.4178931 best: 0.4178678 (1976) total: 4m 41s remaining: 2.99s 1979: learn: 0.4005309 test: 0.4178796 best: 0.4178678 (1976) total: 4m 41s remaining: 2.85s 1980: learn: 0.4005155 test: 0.4178784 best: 0.4178678 (1976) total: 4m 41s remaining: 2.7s 1981: learn: 0.4002818 test: 0.4174714 best: 0.4174714 (1981) total: 4m 42s remaining: 2.56s 1982: learn: 0.4002787 test: 0.4174695 best: 0.4174695 (1982) total: 4m 42s remaining: 2.42s 1983: learn: 0.4002757 test: 0.4174669 best: 0.4174669 (1983) total: 4m 42s remaining: 2.28s 1984: learn: 0.4002748 test: 0.4174666 best: 0.4174666 (1984) total: 4m 42s remaining: 2.13s 1985: learn: 0.4002743 test: 0.4174662 best: 0.4174662 (1985) total: 4m 42s remaining: 1.99s 1986: learn: 0.4002739 test: 0.4174662 best: 0.4174662 (1986) total: 4m 42s remaining: 1.85s 1987: learn: 0.4002739 test: 0.4174663 best: 0.4174662 (1986) total: 4m 42s remaining: 1.71s 1988: learn: 0.4002705 test: 0.4174651 best: 0.4174651 (1988) total: 4m 43s remaining: 1.56s 1989: learn: 0.4002697 test: 0.4174629 best: 0.4174629 (1989) total: 4m 43s remaining: 1.42s 1990: learn: 0.4002695 test: 0.4174627 best: 0.4174627 (1990) total: 4m 43s remaining: 1.28s 1991: learn: 0.4002695 test: 0.4174628 best: 0.4174627 (1990) total: 4m 43s remaining: 1.14s 1992: learn: 0.4002695 test: 0.4174628 best: 0.4174627 (1990) total: 4m 43s remaining: 996ms 1993: learn: 0.4002695 test: 0.4174628 best: 0.4174627 (1990) total: 4m 43s remaining: 854ms 1994: learn: 0.4002694 test: 0.4174628 best: 0.4174627 (1990) total: 4m 43s remaining: 711ms 1995: learn: 0.4002694 test: 0.4174628 best: 0.4174627 (1990) total: 4m 43s remaining: 569ms 1996: learn: 0.4002694 test: 0.4174637 best: 0.4174627 (1990) total: 4m 44s remaining: 427ms 1997: learn: 0.4002694 test: 0.4174636 best: 0.4174627 (1990) total: 4m 44s remaining: 284ms 1998: learn: 0.4002608 test: 0.4174596 best: 0.4174596 (1998) total: 4m 44s remaining: 142ms 1999: learn: 0.4002608 test: 0.4174598 best: 0.4174596 (1998) total: 4m 44s remaining: 0us bestTest = 0.4174595627 bestIteration = 1998 Shrink model to first 1999 iterations. [CV] learning_rate=0.1, l2_leaf_reg=1, iterations=2000, depth=8, total= 4.8min [CV] learning_rate=0.1, l2_leaf_reg=4, iterations=875, depth=10 ...... 0: learn: 4.0429634 test: 4.0386331 best: 4.0386331 (0) total: 98.6ms remaining: 1m 26s 1: learn: 3.6514911 test: 3.6475654 best: 3.6475654 (1) total: 539ms remaining: 3m 55s 2: learn: 3.2983759 test: 3.2947482 best: 3.2947482 (2) total: 1.02s remaining: 4m 55s 3: learn: 2.9796631 test: 2.9766493 best: 2.9766493 (3) total: 1.5s remaining: 5m 26s 4: learn: 2.6942517 test: 2.6918053 best: 2.6918053 (4) total: 1.98s remaining: 5m 45s 5: learn: 2.4383433 test: 2.4365501 best: 2.4365501 (5) total: 2.46s remaining: 5m 55s 6: learn: 2.2089200 test: 2.2072623 best: 2.2072623 (6) total: 2.7s remaining: 5m 35s 7: learn: 2.0050488 test: 2.0034188 best: 2.0034188 (7) total: 3.15s remaining: 5m 41s 8: learn: 1.8213679 test: 1.8203017 best: 1.8203017 (8) total: 3.61s remaining: 5m 47s 9: learn: 1.6562140 test: 1.6554111 best: 1.6554111 (9) total: 4.08s remaining: 5m 52s 10: learn: 1.5092849 test: 1.5089249 best: 1.5089249 (10) total: 4.11s remaining: 5m 23s 11: learn: 1.3780996 test: 1.3780241 best: 1.3780241 (11) total: 4.2s remaining: 5m 2s 12: learn: 1.2606597 test: 1.2610459 best: 1.2610459 (12) total: 4.25s remaining: 4m 41s 13: learn: 1.1580089 test: 1.1588628 best: 1.1588628 (13) total: 4.7s remaining: 4m 48s 14: learn: 1.0673187 test: 1.0686117 best: 1.0686117 (14) total: 4.81s remaining: 4m 36s 15: learn: 0.9870080 test: 0.9886599 best: 0.9886599 (15) total: 5.01s remaining: 4m 28s 16: learn: 0.9164343 test: 0.9181770 best: 0.9181770 (16) total: 5.12s remaining: 4m 18s 17: learn: 0.8539444 test: 0.8560618 best: 0.8560618 (17) total: 5.62s remaining: 4m 27s 18: learn: 0.7990455 test: 0.8016334 best: 0.8016334 (18) total: 6.1s remaining: 4m 34s 19: learn: 0.7519478 test: 0.7545249 best: 0.7545249 (19) total: 6.6s remaining: 4m 42s 20: learn: 0.7117232 test: 0.7145154 best: 0.7145154 (20) total: 6.86s remaining: 4m 39s 21: learn: 0.6766097 test: 0.6797548 best: 0.6797548 (21) total: 6.94s remaining: 4m 29s 22: learn: 0.6470874 test: 0.6504603 best: 0.6504603 (22) total: 7.02s remaining: 4m 20s 23: learn: 0.6212925 test: 0.6249033 best: 0.6249033 (23) total: 7.17s remaining: 4m 14s 24: learn: 0.5952025 test: 0.5990509 best: 0.5990509 (24) total: 7.65s remaining: 4m 20s 25: learn: 0.5732793 test: 0.5771480 best: 0.5771480 (25) total: 8.13s remaining: 4m 25s 26: learn: 0.5554139 test: 0.5592177 best: 0.5592177 (26) total: 8.31s remaining: 4m 20s 27: learn: 0.5405875 test: 0.5446767 best: 0.5446767 (27) total: 8.37s remaining: 4m 13s 28: learn: 0.5271311 test: 0.5314314 best: 0.5314314 (28) total: 8.46s remaining: 4m 6s 29: learn: 0.5154430 test: 0.5201249 best: 0.5201249 (29) total: 8.9s remaining: 4m 10s 30: learn: 0.5065247 test: 0.5112905 best: 0.5112905 (30) total: 8.99s remaining: 4m 4s 31: learn: 0.4980283 test: 0.5028863 best: 0.5028863 (31) total: 9.44s remaining: 4m 8s 32: learn: 0.4913800 test: 0.4963611 best: 0.4963611 (32) total: 9.51s remaining: 4m 2s 33: learn: 0.4850302 test: 0.4902383 best: 0.4902383 (33) total: 9.97s remaining: 4m 6s 34: learn: 0.4803777 test: 0.4856403 best: 0.4856403 (34) total: 10.1s remaining: 4m 3s 35: learn: 0.4756150 test: 0.4809180 best: 0.4809180 (35) total: 10.6s remaining: 4m 7s 36: learn: 0.4728263 test: 0.4781808 best: 0.4781808 (36) total: 10.7s remaining: 4m 1s 37: learn: 0.4683641 test: 0.4740777 best: 0.4740777 (37) total: 11.2s remaining: 4m 6s 38: learn: 0.4637325 test: 0.4697505 best: 0.4697505 (38) total: 11.7s remaining: 4m 10s 39: learn: 0.4611653 test: 0.4674249 best: 0.4674249 (39) total: 12.2s remaining: 4m 13s 40: learn: 0.4580016 test: 0.4646200 best: 0.4646200 (40) total: 12.6s remaining: 4m 16s 41: learn: 0.4556820 test: 0.4622558 best: 0.4622558 (41) total: 13.1s remaining: 4m 19s 42: learn: 0.4541611 test: 0.4609327 best: 0.4609327 (42) total: 13.6s remaining: 4m 23s 43: learn: 0.4527018 test: 0.4595065 best: 0.4595065 (43) total: 13.8s remaining: 4m 20s 44: learn: 0.4509269 test: 0.4579658 best: 0.4579658 (44) total: 14.3s remaining: 4m 23s 45: learn: 0.4503813 test: 0.4574230 best: 0.4574230 (45) total: 14.3s remaining: 4m 18s 46: learn: 0.4489542 test: 0.4562081 best: 0.4562081 (46) total: 14.9s remaining: 4m 22s 47: learn: 0.4485737 test: 0.4558164 best: 0.4558164 (47) total: 14.9s remaining: 4m 17s 48: learn: 0.4461343 test: 0.4534614 best: 0.4534614 (48) total: 15.4s remaining: 4m 20s 49: learn: 0.4453879 test: 0.4527499 best: 0.4527499 (49) total: 15.6s remaining: 4m 17s 50: learn: 0.4440453 test: 0.4515232 best: 0.4515232 (50) total: 16.1s remaining: 4m 19s 51: learn: 0.4422512 test: 0.4499149 best: 0.4499149 (51) total: 16.5s remaining: 4m 21s 52: learn: 0.4418463 test: 0.4495405 best: 0.4495405 (52) total: 16.6s remaining: 4m 17s 53: learn: 0.4403270 test: 0.4479331 best: 0.4479331 (53) total: 17.1s remaining: 4m 20s 54: learn: 0.4392555 test: 0.4472702 best: 0.4472702 (54) total: 17.4s remaining: 4m 18s 55: learn: 0.4390262 test: 0.4470536 best: 0.4470536 (55) total: 17.5s remaining: 4m 16s 56: learn: 0.4384505 test: 0.4467357 best: 0.4467357 (56) total: 17.7s remaining: 4m 14s 57: learn: 0.4381836 test: 0.4464714 best: 0.4464714 (57) total: 17.9s remaining: 4m 11s 58: learn: 0.4375553 test: 0.4458706 best: 0.4458706 (58) total: 18.4s remaining: 4m 14s 59: learn: 0.4371259 test: 0.4454753 best: 0.4454753 (59) total: 18.9s remaining: 4m 16s 60: learn: 0.4354030 test: 0.4440418 best: 0.4440418 (60) total: 19.4s remaining: 4m 18s 61: learn: 0.4342988 test: 0.4430344 best: 0.4430344 (61) total: 19.9s remaining: 4m 21s 62: learn: 0.4321369 test: 0.4410824 best: 0.4410824 (62) total: 20.4s remaining: 4m 23s 63: learn: 0.4314784 test: 0.4404464 best: 0.4404464 (63) total: 21s remaining: 4m 25s 64: learn: 0.4305245 test: 0.4395472 best: 0.4395472 (64) total: 21.5s remaining: 4m 28s 65: learn: 0.4303976 test: 0.4395067 best: 0.4395067 (65) total: 22.1s remaining: 4m 30s 66: learn: 0.4290085 test: 0.4383955 best: 0.4383955 (66) total: 22.6s remaining: 4m 32s 67: learn: 0.4288153 test: 0.4382804 best: 0.4382804 (67) total: 22.8s remaining: 4m 30s 68: learn: 0.4287801 test: 0.4382500 best: 0.4382500 (68) total: 22.8s remaining: 4m 26s 69: learn: 0.4287669 test: 0.4382372 best: 0.4382372 (69) total: 22.9s remaining: 4m 22s 70: learn: 0.4285708 test: 0.4380245 best: 0.4380245 (70) total: 22.9s remaining: 4m 19s 71: learn: 0.4280027 test: 0.4376679 best: 0.4376679 (71) total: 23.4s remaining: 4m 21s 72: learn: 0.4279710 test: 0.4376275 best: 0.4376275 (72) total: 23.5s remaining: 4m 17s 73: learn: 0.4270564 test: 0.4371419 best: 0.4371419 (73) total: 24s remaining: 4m 19s 74: learn: 0.4270135 test: 0.4371153 best: 0.4371153 (74) total: 24.1s remaining: 4m 16s 75: learn: 0.4262267 test: 0.4363982 best: 0.4363982 (75) total: 24.5s remaining: 4m 17s 76: learn: 0.4261996 test: 0.4363853 best: 0.4363853 (76) total: 24.6s remaining: 4m 15s 77: learn: 0.4258026 test: 0.4361626 best: 0.4361626 (77) total: 24.9s remaining: 4m 14s 78: learn: 0.4254484 test: 0.4358574 best: 0.4358574 (78) total: 25.4s remaining: 4m 15s 79: learn: 0.4253982 test: 0.4358538 best: 0.4358538 (79) total: 25.4s remaining: 4m 12s 80: learn: 0.4253678 test: 0.4358409 best: 0.4358409 (80) total: 25.6s remaining: 4m 10s 81: learn: 0.4248874 test: 0.4353697 best: 0.4353697 (81) total: 25.8s remaining: 4m 9s 82: learn: 0.4248122 test: 0.4352939 best: 0.4352939 (82) total: 25.9s remaining: 4m 7s 83: learn: 0.4247882 test: 0.4352761 best: 0.4352761 (83) total: 25.9s remaining: 4m 4s 84: learn: 0.4239784 test: 0.4346811 best: 0.4346811 (84) total: 26.4s remaining: 4m 5s 85: learn: 0.4239690 test: 0.4346744 best: 0.4346744 (85) total: 26.5s remaining: 4m 2s 86: learn: 0.4238534 test: 0.4345525 best: 0.4345525 (86) total: 26.6s remaining: 4m 87: learn: 0.4238465 test: 0.4345541 best: 0.4345525 (86) total: 26.6s remaining: 3m 58s 88: learn: 0.4238407 test: 0.4345432 best: 0.4345432 (88) total: 26.7s remaining: 3m 55s 89: learn: 0.4233176 test: 0.4341274 best: 0.4341274 (89) total: 27.1s remaining: 3m 56s 90: learn: 0.4233176 test: 0.4341272 best: 0.4341272 (90) total: 27.2s remaining: 3m 54s 91: learn: 0.4233175 test: 0.4341269 best: 0.4341269 (91) total: 27.2s remaining: 3m 51s 92: learn: 0.4232873 test: 0.4341075 best: 0.4341075 (92) total: 27.2s remaining: 3m 49s 93: learn: 0.4228693 test: 0.4337077 best: 0.4337077 (93) total: 27.7s remaining: 3m 50s 94: learn: 0.4228449 test: 0.4336758 best: 0.4336758 (94) total: 27.8s remaining: 3m 48s 95: learn: 0.4228352 test: 0.4336638 best: 0.4336638 (95) total: 27.9s remaining: 3m 46s 96: learn: 0.4225245 test: 0.4334528 best: 0.4334528 (96) total: 28.4s remaining: 3m 47s 97: learn: 0.4225245 test: 0.4334526 best: 0.4334526 (97) total: 28.4s remaining: 3m 45s 98: learn: 0.4225139 test: 0.4334378 best: 0.4334378 (98) total: 28.4s remaining: 3m 42s 99: learn: 0.4224410 test: 0.4334141 best: 0.4334141 (99) total: 28.5s remaining: 3m 41s 100: learn: 0.4224380 test: 0.4334130 best: 0.4334130 (100) total: 28.6s remaining: 3m 39s 101: learn: 0.4224232 test: 0.4333961 best: 0.4333961 (101) total: 28.7s remaining: 3m 37s 102: learn: 0.4215780 test: 0.4328745 best: 0.4328745 (102) total: 29.2s remaining: 3m 38s 103: learn: 0.4215580 test: 0.4328581 best: 0.4328581 (103) total: 29.2s remaining: 3m 36s 104: learn: 0.4214108 test: 0.4327285 best: 0.4327285 (104) total: 29.3s remaining: 3m 35s 105: learn: 0.4214008 test: 0.4327142 best: 0.4327142 (105) total: 29.4s remaining: 3m 33s 106: learn: 0.4213945 test: 0.4327003 best: 0.4327003 (106) total: 29.4s remaining: 3m 31s 107: learn: 0.4213945 test: 0.4327002 best: 0.4327002 (107) total: 29.4s remaining: 3m 29s 108: learn: 0.4213467 test: 0.4326912 best: 0.4326912 (108) total: 29.5s remaining: 3m 27s 109: learn: 0.4213365 test: 0.4326963 best: 0.4326912 (108) total: 29.6s remaining: 3m 25s 110: learn: 0.4213256 test: 0.4326834 best: 0.4326834 (110) total: 29.7s remaining: 3m 24s 111: learn: 0.4213235 test: 0.4326788 best: 0.4326788 (111) total: 29.7s remaining: 3m 22s 112: learn: 0.4212455 test: 0.4326296 best: 0.4326296 (112) total: 29.8s remaining: 3m 21s 113: learn: 0.4208611 test: 0.4323641 best: 0.4323641 (113) total: 30.3s remaining: 3m 22s 114: learn: 0.4208502 test: 0.4323551 best: 0.4323551 (114) total: 30.4s remaining: 3m 21s 115: learn: 0.4208437 test: 0.4323518 best: 0.4323518 (115) total: 30.5s remaining: 3m 19s 116: learn: 0.4200914 test: 0.4317752 best: 0.4317752 (116) total: 30.9s remaining: 3m 20s 117: learn: 0.4200827 test: 0.4317638 best: 0.4317638 (117) total: 31s remaining: 3m 18s 118: learn: 0.4200504 test: 0.4317761 best: 0.4317638 (117) total: 31.1s remaining: 3m 17s 119: learn: 0.4200279 test: 0.4317601 best: 0.4317601 (119) total: 31.4s remaining: 3m 17s 120: learn: 0.4200179 test: 0.4317568 best: 0.4317568 (120) total: 31.6s remaining: 3m 16s 121: learn: 0.4200081 test: 0.4317493 best: 0.4317493 (121) total: 31.7s remaining: 3m 15s 122: learn: 0.4200029 test: 0.4317472 best: 0.4317472 (122) total: 31.7s remaining: 3m 13s 123: learn: 0.4199983 test: 0.4317451 best: 0.4317451 (123) total: 31.8s remaining: 3m 12s 124: learn: 0.4199755 test: 0.4317386 best: 0.4317386 (124) total: 32.3s remaining: 3m 13s 125: learn: 0.4199633 test: 0.4317359 best: 0.4317359 (125) total: 32.5s remaining: 3m 13s 126: learn: 0.4199551 test: 0.4317279 best: 0.4317279 (126) total: 32.5s remaining: 3m 11s 127: learn: 0.4199397 test: 0.4317218 best: 0.4317218 (127) total: 33s remaining: 3m 12s 128: learn: 0.4199352 test: 0.4317223 best: 0.4317218 (127) total: 33.1s remaining: 3m 11s 129: learn: 0.4199341 test: 0.4317223 best: 0.4317218 (127) total: 33.1s remaining: 3m 9s 130: learn: 0.4199207 test: 0.4317155 best: 0.4317155 (130) total: 33.6s remaining: 3m 10s 131: learn: 0.4199151 test: 0.4317162 best: 0.4317155 (130) total: 33.6s remaining: 3m 9s 132: learn: 0.4192423 test: 0.4312147 best: 0.4312147 (132) total: 34.1s remaining: 3m 10s 133: learn: 0.4192366 test: 0.4312108 best: 0.4312108 (133) total: 34.3s remaining: 3m 9s 134: learn: 0.4192276 test: 0.4312122 best: 0.4312108 (133) total: 34.4s remaining: 3m 8s 135: learn: 0.4187681 test: 0.4307576 best: 0.4307576 (135) total: 34.8s remaining: 3m 8s 136: learn: 0.4187562 test: 0.4307535 best: 0.4307535 (136) total: 35.3s remaining: 3m 9s 137: learn: 0.4187397 test: 0.4307448 best: 0.4307448 (137) total: 35.5s remaining: 3m 9s 138: learn: 0.4182385 test: 0.4303662 best: 0.4303662 (138) total: 36s remaining: 3m 10s 139: learn: 0.4182310 test: 0.4303684 best: 0.4303662 (138) total: 36.5s remaining: 3m 11s 140: learn: 0.4182217 test: 0.4303622 best: 0.4303622 (140) total: 36.9s remaining: 3m 12s 141: learn: 0.4173386 test: 0.4297122 best: 0.4297122 (141) total: 37.4s remaining: 3m 13s 142: learn: 0.4173192 test: 0.4297154 best: 0.4297122 (141) total: 38s remaining: 3m 14s 143: learn: 0.4173099 test: 0.4297155 best: 0.4297122 (141) total: 38.5s remaining: 3m 15s 144: learn: 0.4172910 test: 0.4296978 best: 0.4296978 (144) total: 39s remaining: 3m 16s 145: learn: 0.4172807 test: 0.4296979 best: 0.4296978 (144) total: 39.5s remaining: 3m 17s 146: learn: 0.4172737 test: 0.4296927 best: 0.4296927 (146) total: 40s remaining: 3m 18s 147: learn: 0.4172681 test: 0.4296951 best: 0.4296927 (146) total: 40.5s remaining: 3m 19s 148: learn: 0.4172409 test: 0.4297077 best: 0.4296927 (146) total: 41s remaining: 3m 19s 149: learn: 0.4172133 test: 0.4297199 best: 0.4296927 (146) total: 41.5s remaining: 3m 20s 150: learn: 0.4164549 test: 0.4291278 best: 0.4291278 (150) total: 42.1s remaining: 3m 21s 151: learn: 0.4163735 test: 0.4291039 best: 0.4291039 (151) total: 42.6s remaining: 3m 22s 152: learn: 0.4163563 test: 0.4291204 best: 0.4291039 (151) total: 42.7s remaining: 3m 21s 153: learn: 0.4163390 test: 0.4291175 best: 0.4291039 (151) total: 43.3s remaining: 3m 22s 154: learn: 0.4163372 test: 0.4291175 best: 0.4291039 (151) total: 43.4s remaining: 3m 21s 155: learn: 0.4163320 test: 0.4291208 best: 0.4291039 (151) total: 43.9s remaining: 3m 22s 156: learn: 0.4163160 test: 0.4291101 best: 0.4291039 (151) total: 44.4s remaining: 3m 22s 157: learn: 0.4163080 test: 0.4291097 best: 0.4291039 (151) total: 44.9s remaining: 3m 23s 158: learn: 0.4163027 test: 0.4291128 best: 0.4291039 (151) total: 45.4s remaining: 3m 24s 159: learn: 0.4163004 test: 0.4291157 best: 0.4291039 (151) total: 45.5s remaining: 3m 23s 160: learn: 0.4162968 test: 0.4291189 best: 0.4291039 (151) total: 46s remaining: 3m 23s 161: learn: 0.4162768 test: 0.4291289 best: 0.4291039 (151) total: 46.5s remaining: 3m 24s 162: learn: 0.4162711 test: 0.4291299 best: 0.4291039 (151) total: 47s remaining: 3m 25s 163: learn: 0.4162659 test: 0.4291295 best: 0.4291039 (151) total: 47.2s remaining: 3m 24s 164: learn: 0.4156558 test: 0.4286288 best: 0.4286288 (164) total: 47.7s remaining: 3m 25s 165: learn: 0.4154675 test: 0.4285518 best: 0.4285518 (165) total: 48.1s remaining: 3m 25s 166: learn: 0.4154576 test: 0.4285572 best: 0.4285518 (165) total: 48.7s remaining: 3m 26s 167: learn: 0.4154485 test: 0.4285544 best: 0.4285518 (165) total: 49.2s remaining: 3m 26s 168: learn: 0.4154446 test: 0.4285560 best: 0.4285518 (165) total: 49.7s remaining: 3m 27s 169: learn: 0.4154425 test: 0.4285565 best: 0.4285518 (165) total: 50.2s remaining: 3m 28s 170: learn: 0.4154270 test: 0.4285517 best: 0.4285517 (170) total: 50.7s remaining: 3m 28s 171: learn: 0.4154226 test: 0.4285503 best: 0.4285503 (171) total: 51.2s remaining: 3m 29s 172: learn: 0.4154175 test: 0.4285532 best: 0.4285503 (171) total: 51.7s remaining: 3m 29s 173: learn: 0.4154144 test: 0.4285579 best: 0.4285503 (171) total: 51.8s remaining: 3m 28s 174: learn: 0.4154022 test: 0.4285567 best: 0.4285503 (171) total: 52.3s remaining: 3m 29s 175: learn: 0.4146412 test: 0.4277176 best: 0.4277176 (175) total: 52.8s remaining: 3m 29s 176: learn: 0.4146391 test: 0.4277176 best: 0.4277176 (175) total: 53.4s remaining: 3m 30s 177: learn: 0.4146355 test: 0.4277195 best: 0.4277176 (175) total: 53.9s remaining: 3m 31s 178: learn: 0.4141543 test: 0.4275321 best: 0.4275321 (178) total: 54.4s remaining: 3m 31s 179: learn: 0.4140978 test: 0.4274976 best: 0.4274976 (179) total: 54.9s remaining: 3m 31s 180: learn: 0.4140884 test: 0.4275065 best: 0.4274976 (179) total: 55.4s remaining: 3m 32s 181: learn: 0.4140803 test: 0.4275097 best: 0.4274976 (179) total: 55.8s remaining: 3m 32s 182: learn: 0.4140769 test: 0.4275072 best: 0.4274976 (179) total: 56.3s remaining: 3m 32s 183: learn: 0.4140721 test: 0.4275088 best: 0.4274976 (179) total: 56.8s remaining: 3m 33s 184: learn: 0.4140644 test: 0.4275121 best: 0.4274976 (179) total: 57.3s remaining: 3m 33s 185: learn: 0.4140631 test: 0.4275148 best: 0.4274976 (179) total: 57.4s remaining: 3m 32s 186: learn: 0.4140572 test: 0.4275144 best: 0.4274976 (179) total: 57.9s remaining: 3m 33s 187: learn: 0.4140350 test: 0.4275077 best: 0.4274976 (179) total: 58.4s remaining: 3m 33s 188: learn: 0.4139650 test: 0.4274836 best: 0.4274836 (188) total: 58.9s remaining: 3m 33s 189: learn: 0.4139641 test: 0.4274860 best: 0.4274836 (188) total: 59s remaining: 3m 32s 190: learn: 0.4139612 test: 0.4274886 best: 0.4274836 (188) total: 59.4s remaining: 3m 32s 191: learn: 0.4139597 test: 0.4274906 best: 0.4274836 (188) total: 59.6s remaining: 3m 31s 192: learn: 0.4139524 test: 0.4274971 best: 0.4274836 (188) total: 1m remaining: 3m 32s 193: learn: 0.4139502 test: 0.4274982 best: 0.4274836 (188) total: 1m remaining: 3m 32s 194: learn: 0.4139396 test: 0.4275087 best: 0.4274836 (188) total: 1m 1s remaining: 3m 32s 195: learn: 0.4139319 test: 0.4275089 best: 0.4274836 (188) total: 1m 1s remaining: 3m 33s 196: learn: 0.4139284 test: 0.4275128 best: 0.4274836 (188) total: 1m 1s remaining: 3m 32s 197: learn: 0.4139266 test: 0.4275127 best: 0.4274836 (188) total: 1m 2s remaining: 3m 32s 198: learn: 0.4139155 test: 0.4275083 best: 0.4274836 (188) total: 1m 2s remaining: 3m 33s 199: learn: 0.4139151 test: 0.4275083 best: 0.4274836 (188) total: 1m 2s remaining: 3m 31s 200: learn: 0.4139143 test: 0.4275083 best: 0.4274836 (188) total: 1m 2s remaining: 3m 30s 201: learn: 0.4139130 test: 0.4275092 best: 0.4274836 (188) total: 1m 3s remaining: 3m 30s 202: learn: 0.4139108 test: 0.4275083 best: 0.4274836 (188) total: 1m 3s remaining: 3m 31s 203: learn: 0.4138980 test: 0.4275112 best: 0.4274836 (188) total: 1m 4s remaining: 3m 31s 204: learn: 0.4138975 test: 0.4275111 best: 0.4274836 (188) total: 1m 4s remaining: 3m 30s 205: learn: 0.4138967 test: 0.4275125 best: 0.4274836 (188) total: 1m 4s remaining: 3m 29s 206: learn: 0.4138931 test: 0.4275118 best: 0.4274836 (188) total: 1m 5s remaining: 3m 29s 207: learn: 0.4138896 test: 0.4275113 best: 0.4274836 (188) total: 1m 5s remaining: 3m 30s 208: learn: 0.4138874 test: 0.4275149 best: 0.4274836 (188) total: 1m 6s remaining: 3m 30s 209: learn: 0.4138858 test: 0.4275144 best: 0.4274836 (188) total: 1m 6s remaining: 3m 31s 210: learn: 0.4138851 test: 0.4275144 best: 0.4274836 (188) total: 1m 6s remaining: 3m 30s 211: learn: 0.4138831 test: 0.4275193 best: 0.4274836 (188) total: 1m 7s remaining: 3m 29s 212: learn: 0.4138826 test: 0.4275193 best: 0.4274836 (188) total: 1m 7s remaining: 3m 28s 213: learn: 0.4138781 test: 0.4275221 best: 0.4274836 (188) total: 1m 7s remaining: 3m 29s 214: learn: 0.4138756 test: 0.4275196 best: 0.4274836 (188) total: 1m 7s remaining: 3m 28s 215: learn: 0.4138751 test: 0.4275194 best: 0.4274836 (188) total: 1m 7s remaining: 3m 27s 216: learn: 0.4138725 test: 0.4275229 best: 0.4274836 (188) total: 1m 8s remaining: 3m 27s 217: learn: 0.4136150 test: 0.4274538 best: 0.4274538 (217) total: 1m 8s remaining: 3m 27s 218: learn: 0.4136127 test: 0.4274527 best: 0.4274527 (218) total: 1m 9s remaining: 3m 28s 219: learn: 0.4136098 test: 0.4274563 best: 0.4274527 (218) total: 1m 9s remaining: 3m 27s 220: learn: 0.4136084 test: 0.4274566 best: 0.4274527 (218) total: 1m 10s remaining: 3m 27s 221: learn: 0.4136061 test: 0.4274553 best: 0.4274527 (218) total: 1m 10s remaining: 3m 27s 222: learn: 0.4135646 test: 0.4274549 best: 0.4274527 (218) total: 1m 11s remaining: 3m 28s 223: learn: 0.4135609 test: 0.4274587 best: 0.4274527 (218) total: 1m 11s remaining: 3m 28s 224: learn: 0.4135609 test: 0.4274587 best: 0.4274527 (218) total: 1m 11s remaining: 3m 27s 225: learn: 0.4135583 test: 0.4274600 best: 0.4274527 (218) total: 1m 12s remaining: 3m 27s 226: learn: 0.4129612 test: 0.4271390 best: 0.4271390 (226) total: 1m 12s remaining: 3m 27s 227: learn: 0.4129584 test: 0.4271439 best: 0.4271390 (226) total: 1m 13s remaining: 3m 27s 228: learn: 0.4127082 test: 0.4270409 best: 0.4270409 (228) total: 1m 13s remaining: 3m 27s 229: learn: 0.4126930 test: 0.4270281 best: 0.4270281 (229) total: 1m 14s remaining: 3m 27s 230: learn: 0.4123962 test: 0.4268396 best: 0.4268396 (230) total: 1m 14s remaining: 3m 28s 231: learn: 0.4123942 test: 0.4268409 best: 0.4268396 (230) total: 1m 15s remaining: 3m 28s 232: learn: 0.4123925 test: 0.4268429 best: 0.4268396 (230) total: 1m 15s remaining: 3m 28s 233: learn: 0.4123921 test: 0.4268437 best: 0.4268396 (230) total: 1m 15s remaining: 3m 27s 234: learn: 0.4123916 test: 0.4268443 best: 0.4268396 (230) total: 1m 15s remaining: 3m 26s 235: learn: 0.4123881 test: 0.4268438 best: 0.4268396 (230) total: 1m 16s remaining: 3m 27s 236: learn: 0.4123872 test: 0.4268455 best: 0.4268396 (230) total: 1m 16s remaining: 3m 26s 237: learn: 0.4123840 test: 0.4268472 best: 0.4268396 (230) total: 1m 17s remaining: 3m 26s 238: learn: 0.4123825 test: 0.4268521 best: 0.4268396 (230) total: 1m 17s remaining: 3m 25s 239: learn: 0.4123789 test: 0.4268518 best: 0.4268396 (230) total: 1m 17s remaining: 3m 25s 240: learn: 0.4123783 test: 0.4268553 best: 0.4268396 (230) total: 1m 17s remaining: 3m 24s 241: learn: 0.4123400 test: 0.4268511 best: 0.4268396 (230) total: 1m 18s remaining: 3m 24s 242: learn: 0.4123380 test: 0.4268512 best: 0.4268396 (230) total: 1m 18s remaining: 3m 25s 243: learn: 0.4123332 test: 0.4268516 best: 0.4268396 (230) total: 1m 19s remaining: 3m 25s 244: learn: 0.4123005 test: 0.4268471 best: 0.4268396 (230) total: 1m 19s remaining: 3m 25s 245: learn: 0.4123002 test: 0.4268476 best: 0.4268396 (230) total: 1m 19s remaining: 3m 24s 246: learn: 0.4122955 test: 0.4268464 best: 0.4268396 (230) total: 1m 20s remaining: 3m 24s 247: learn: 0.4122945 test: 0.4268478 best: 0.4268396 (230) total: 1m 20s remaining: 3m 23s 248: learn: 0.4122821 test: 0.4268426 best: 0.4268396 (230) total: 1m 21s remaining: 3m 23s 249: learn: 0.4122816 test: 0.4268439 best: 0.4268396 (230) total: 1m 21s remaining: 3m 22s 250: learn: 0.4122814 test: 0.4268441 best: 0.4268396 (230) total: 1m 21s remaining: 3m 22s 251: learn: 0.4118498 test: 0.4265207 best: 0.4265207 (251) total: 1m 21s remaining: 3m 22s 252: learn: 0.4118428 test: 0.4265223 best: 0.4265207 (251) total: 1m 22s remaining: 3m 22s 253: learn: 0.4118425 test: 0.4265236 best: 0.4265207 (251) total: 1m 22s remaining: 3m 21s 254: learn: 0.4118108 test: 0.4265352 best: 0.4265207 (251) total: 1m 22s remaining: 3m 21s 255: learn: 0.4118092 test: 0.4265367 best: 0.4265207 (251) total: 1m 23s remaining: 3m 21s 256: learn: 0.4118073 test: 0.4265347 best: 0.4265207 (251) total: 1m 23s remaining: 3m 21s 257: learn: 0.4118046 test: 0.4265359 best: 0.4265207 (251) total: 1m 24s remaining: 3m 22s 258: learn: 0.4117710 test: 0.4265222 best: 0.4265207 (251) total: 1m 25s remaining: 3m 22s 259: learn: 0.4117555 test: 0.4265251 best: 0.4265207 (251) total: 1m 25s remaining: 3m 22s 260: learn: 0.4117553 test: 0.4265246 best: 0.4265207 (251) total: 1m 25s remaining: 3m 21s 261: learn: 0.4117549 test: 0.4265274 best: 0.4265207 (251) total: 1m 25s remaining: 3m 20s 262: learn: 0.4117460 test: 0.4265213 best: 0.4265207 (251) total: 1m 26s remaining: 3m 20s 263: learn: 0.4117382 test: 0.4265217 best: 0.4265207 (251) total: 1m 26s remaining: 3m 20s 264: learn: 0.4117379 test: 0.4265213 best: 0.4265207 (251) total: 1m 26s remaining: 3m 19s 265: learn: 0.4117358 test: 0.4265210 best: 0.4265207 (251) total: 1m 27s remaining: 3m 19s 266: learn: 0.4116426 test: 0.4264504 best: 0.4264504 (266) total: 1m 27s remaining: 3m 19s 267: learn: 0.4116405 test: 0.4264510 best: 0.4264504 (266) total: 1m 28s remaining: 3m 19s 268: learn: 0.4116200 test: 0.4264403 best: 0.4264403 (268) total: 1m 28s remaining: 3m 19s 269: learn: 0.4116155 test: 0.4264411 best: 0.4264403 (268) total: 1m 29s remaining: 3m 19s 270: learn: 0.4116115 test: 0.4264462 best: 0.4264403 (268) total: 1m 29s remaining: 3m 20s 271: learn: 0.4115857 test: 0.4264347 best: 0.4264347 (271) total: 1m 30s remaining: 3m 19s 272: learn: 0.4115852 test: 0.4264352 best: 0.4264347 (271) total: 1m 30s remaining: 3m 19s 273: learn: 0.4115816 test: 0.4264324 best: 0.4264324 (273) total: 1m 30s remaining: 3m 19s 274: learn: 0.4111030 test: 0.4261182 best: 0.4261182 (274) total: 1m 31s remaining: 3m 19s 275: learn: 0.4111021 test: 0.4261187 best: 0.4261182 (274) total: 1m 31s remaining: 3m 19s 276: learn: 0.4111013 test: 0.4261193 best: 0.4261182 (274) total: 1m 32s remaining: 3m 18s 277: learn: 0.4111001 test: 0.4261218 best: 0.4261182 (274) total: 1m 32s remaining: 3m 19s 278: learn: 0.4110970 test: 0.4261241 best: 0.4261182 (274) total: 1m 33s remaining: 3m 19s 279: learn: 0.4108209 test: 0.4258888 best: 0.4258888 (279) total: 1m 33s remaining: 3m 19s 280: learn: 0.4108205 test: 0.4258892 best: 0.4258888 (279) total: 1m 33s remaining: 3m 18s 281: learn: 0.4108203 test: 0.4258883 best: 0.4258883 (281) total: 1m 34s remaining: 3m 17s 282: learn: 0.4108199 test: 0.4258883 best: 0.4258883 (282) total: 1m 34s remaining: 3m 17s 283: learn: 0.4108194 test: 0.4258892 best: 0.4258883 (282) total: 1m 35s remaining: 3m 17s 284: learn: 0.4102570 test: 0.4253745 best: 0.4253745 (284) total: 1m 35s remaining: 3m 17s 285: learn: 0.4102525 test: 0.4253722 best: 0.4253722 (285) total: 1m 36s remaining: 3m 17s 286: learn: 0.4102522 test: 0.4253714 best: 0.4253714 (286) total: 1m 36s remaining: 3m 17s 287: learn: 0.4102464 test: 0.4253635 best: 0.4253635 (287) total: 1m 36s remaining: 3m 17s 288: learn: 0.4102458 test: 0.4253630 best: 0.4253630 (288) total: 1m 36s remaining: 3m 16s 289: learn: 0.4102457 test: 0.4253622 best: 0.4253622 (289) total: 1m 37s remaining: 3m 15s 290: learn: 0.4102060 test: 0.4253251 best: 0.4253251 (290) total: 1m 37s remaining: 3m 15s 291: learn: 0.4102052 test: 0.4253287 best: 0.4253251 (290) total: 1m 37s remaining: 3m 15s 292: learn: 0.4101211 test: 0.4253018 best: 0.4253018 (292) total: 1m 38s remaining: 3m 15s 293: learn: 0.4101178 test: 0.4253025 best: 0.4253018 (292) total: 1m 38s remaining: 3m 15s 294: learn: 0.4101174 test: 0.4253028 best: 0.4253018 (292) total: 1m 38s remaining: 3m 14s 295: learn: 0.4101114 test: 0.4253008 best: 0.4253008 (295) total: 1m 39s remaining: 3m 14s 296: learn: 0.4100960 test: 0.4253037 best: 0.4253008 (295) total: 1m 39s remaining: 3m 14s 297: learn: 0.4100955 test: 0.4253026 best: 0.4253008 (295) total: 1m 40s remaining: 3m 14s 298: learn: 0.4100922 test: 0.4253026 best: 0.4253008 (295) total: 1m 40s remaining: 3m 14s 299: learn: 0.4100912 test: 0.4253020 best: 0.4253008 (295) total: 1m 41s remaining: 3m 14s 300: learn: 0.4100905 test: 0.4253022 best: 0.4253008 (295) total: 1m 42s remaining: 3m 14s 301: learn: 0.4100519 test: 0.4252805 best: 0.4252805 (301) total: 1m 42s remaining: 3m 14s 302: learn: 0.4100510 test: 0.4252806 best: 0.4252805 (301) total: 1m 43s remaining: 3m 14s 303: learn: 0.4100506 test: 0.4252797 best: 0.4252797 (303) total: 1m 43s remaining: 3m 13s 304: learn: 0.4099821 test: 0.4252414 best: 0.4252414 (304) total: 1m 43s remaining: 3m 13s 305: learn: 0.4099803 test: 0.4252417 best: 0.4252414 (304) total: 1m 44s remaining: 3m 13s 306: learn: 0.4099796 test: 0.4252417 best: 0.4252414 (304) total: 1m 44s remaining: 3m 13s 307: learn: 0.4099776 test: 0.4252396 best: 0.4252396 (307) total: 1m 45s remaining: 3m 13s 308: learn: 0.4099770 test: 0.4252416 best: 0.4252396 (307) total: 1m 45s remaining: 3m 13s 309: learn: 0.4099458 test: 0.4252438 best: 0.4252396 (307) total: 1m 46s remaining: 3m 13s 310: learn: 0.4099439 test: 0.4252458 best: 0.4252396 (307) total: 1m 46s remaining: 3m 12s 311: learn: 0.4099432 test: 0.4252459 best: 0.4252396 (307) total: 1m 46s remaining: 3m 12s 312: learn: 0.4099410 test: 0.4252451 best: 0.4252396 (307) total: 1m 47s remaining: 3m 12s 313: learn: 0.4099408 test: 0.4252451 best: 0.4252396 (307) total: 1m 47s remaining: 3m 11s 314: learn: 0.4099399 test: 0.4252456 best: 0.4252396 (307) total: 1m 47s remaining: 3m 11s 315: learn: 0.4099321 test: 0.4252455 best: 0.4252396 (307) total: 1m 48s remaining: 3m 12s 316: learn: 0.4099316 test: 0.4252455 best: 0.4252396 (307) total: 1m 49s remaining: 3m 11s 317: learn: 0.4095292 test: 0.4250171 best: 0.4250171 (317) total: 1m 49s remaining: 3m 11s 318: learn: 0.4095291 test: 0.4250169 best: 0.4250169 (318) total: 1m 49s remaining: 3m 11s 319: learn: 0.4094923 test: 0.4250048 best: 0.4250048 (319) total: 1m 50s remaining: 3m 11s 320: learn: 0.4094920 test: 0.4250066 best: 0.4250048 (319) total: 1m 50s remaining: 3m 11s 321: learn: 0.4094914 test: 0.4250065 best: 0.4250048 (319) total: 1m 51s remaining: 3m 11s 322: learn: 0.4094908 test: 0.4250092 best: 0.4250048 (319) total: 1m 51s remaining: 3m 10s 323: learn: 0.4094635 test: 0.4249858 best: 0.4249858 (323) total: 1m 52s remaining: 3m 10s 324: learn: 0.4094481 test: 0.4249997 best: 0.4249858 (323) total: 1m 52s remaining: 3m 10s 325: learn: 0.4094301 test: 0.4249925 best: 0.4249858 (323) total: 1m 53s remaining: 3m 10s 326: learn: 0.4094296 test: 0.4249913 best: 0.4249858 (323) total: 1m 53s remaining: 3m 10s 327: learn: 0.4094223 test: 0.4249931 best: 0.4249858 (323) total: 1m 53s remaining: 3m 10s 328: learn: 0.4094206 test: 0.4249915 best: 0.4249858 (323) total: 1m 54s remaining: 3m 10s 329: learn: 0.4094204 test: 0.4249933 best: 0.4249858 (323) total: 1m 54s remaining: 3m 9s 330: learn: 0.4094187 test: 0.4249976 best: 0.4249858 (323) total: 1m 55s remaining: 3m 9s 331: learn: 0.4082621 test: 0.4239192 best: 0.4239192 (331) total: 1m 55s remaining: 3m 9s 332: learn: 0.4082602 test: 0.4239192 best: 0.4239192 (331) total: 1m 55s remaining: 3m 8s 333: learn: 0.4082598 test: 0.4239192 best: 0.4239192 (331) total: 1m 56s remaining: 3m 8s 334: learn: 0.4082579 test: 0.4239197 best: 0.4239192 (331) total: 1m 56s remaining: 3m 7s 335: learn: 0.4082574 test: 0.4239195 best: 0.4239192 (331) total: 1m 57s remaining: 3m 8s 336: learn: 0.4082568 test: 0.4239185 best: 0.4239185 (336) total: 1m 57s remaining: 3m 7s 337: learn: 0.4082568 test: 0.4239185 best: 0.4239185 (336) total: 1m 57s remaining: 3m 7s 338: learn: 0.4078430 test: 0.4236599 best: 0.4236599 (338) total: 1m 58s remaining: 3m 7s 339: learn: 0.4078414 test: 0.4236592 best: 0.4236592 (339) total: 1m 59s remaining: 3m 7s 340: learn: 0.4078400 test: 0.4236593 best: 0.4236592 (339) total: 1m 59s remaining: 3m 6s 341: learn: 0.4078391 test: 0.4236610 best: 0.4236592 (339) total: 1m 59s remaining: 3m 6s 342: learn: 0.4078384 test: 0.4236607 best: 0.4236592 (339) total: 2m remaining: 3m 6s 343: learn: 0.4078379 test: 0.4236606 best: 0.4236592 (339) total: 2m remaining: 3m 5s 344: learn: 0.4078375 test: 0.4236604 best: 0.4236592 (339) total: 2m remaining: 3m 5s 345: learn: 0.4078368 test: 0.4236622 best: 0.4236592 (339) total: 2m 1s remaining: 3m 5s 346: learn: 0.4078346 test: 0.4236622 best: 0.4236592 (339) total: 2m 1s remaining: 3m 5s 347: learn: 0.4078343 test: 0.4236620 best: 0.4236592 (339) total: 2m 1s remaining: 3m 4s 348: learn: 0.4078339 test: 0.4236619 best: 0.4236592 (339) total: 2m 2s remaining: 3m 4s 349: learn: 0.4078322 test: 0.4236637 best: 0.4236592 (339) total: 2m 2s remaining: 3m 3s 350: learn: 0.4078272 test: 0.4236644 best: 0.4236592 (339) total: 2m 3s remaining: 3m 3s 351: learn: 0.4078265 test: 0.4236643 best: 0.4236592 (339) total: 2m 3s remaining: 3m 3s 352: learn: 0.4078261 test: 0.4236631 best: 0.4236592 (339) total: 2m 3s remaining: 3m 3s 353: learn: 0.4078258 test: 0.4236630 best: 0.4236592 (339) total: 2m 3s remaining: 3m 2s 354: learn: 0.4078258 test: 0.4236630 best: 0.4236592 (339) total: 2m 3s remaining: 3m 1s 355: learn: 0.4078243 test: 0.4236612 best: 0.4236592 (339) total: 2m 4s remaining: 3m 1s 356: learn: 0.4078240 test: 0.4236611 best: 0.4236592 (339) total: 2m 4s remaining: 3m 357: learn: 0.4078235 test: 0.4236611 best: 0.4236592 (339) total: 2m 5s remaining: 3m 358: learn: 0.4078232 test: 0.4236628 best: 0.4236592 (339) total: 2m 5s remaining: 3m 359: learn: 0.4078231 test: 0.4236627 best: 0.4236592 (339) total: 2m 5s remaining: 2m 59s 360: learn: 0.4078227 test: 0.4236645 best: 0.4236592 (339) total: 2m 6s remaining: 2m 59s 361: learn: 0.4078215 test: 0.4236645 best: 0.4236592 (339) total: 2m 6s remaining: 2m 59s 362: learn: 0.4078212 test: 0.4236644 best: 0.4236592 (339) total: 2m 6s remaining: 2m 58s 363: learn: 0.4078211 test: 0.4236644 best: 0.4236592 (339) total: 2m 6s remaining: 2m 57s 364: learn: 0.4078198 test: 0.4236661 best: 0.4236592 (339) total: 2m 6s remaining: 2m 57s 365: learn: 0.4078194 test: 0.4236678 best: 0.4236592 (339) total: 2m 7s remaining: 2m 57s 366: learn: 0.4078193 test: 0.4236677 best: 0.4236592 (339) total: 2m 7s remaining: 2m 56s 367: learn: 0.4078192 test: 0.4236677 best: 0.4236592 (339) total: 2m 7s remaining: 2m 55s 368: learn: 0.4078190 test: 0.4236675 best: 0.4236592 (339) total: 2m 7s remaining: 2m 55s 369: learn: 0.4078187 test: 0.4236673 best: 0.4236592 (339) total: 2m 8s remaining: 2m 54s 370: learn: 0.4078182 test: 0.4236673 best: 0.4236592 (339) total: 2m 8s remaining: 2m 54s 371: learn: 0.4078179 test: 0.4236673 best: 0.4236592 (339) total: 2m 8s remaining: 2m 53s 372: learn: 0.4078174 test: 0.4236670 best: 0.4236592 (339) total: 2m 8s remaining: 2m 52s 373: learn: 0.4078172 test: 0.4236658 best: 0.4236592 (339) total: 2m 8s remaining: 2m 52s 374: learn: 0.4078062 test: 0.4236578 best: 0.4236578 (374) total: 2m 9s remaining: 2m 52s 375: learn: 0.4078055 test: 0.4236577 best: 0.4236577 (375) total: 2m 9s remaining: 2m 51s 376: learn: 0.4078052 test: 0.4236563 best: 0.4236563 (376) total: 2m 9s remaining: 2m 51s 377: learn: 0.4078039 test: 0.4236563 best: 0.4236563 (376) total: 2m 9s remaining: 2m 50s 378: learn: 0.4078036 test: 0.4236552 best: 0.4236552 (378) total: 2m 9s remaining: 2m 49s 379: learn: 0.4078034 test: 0.4236552 best: 0.4236552 (379) total: 2m 9s remaining: 2m 49s 380: learn: 0.4078031 test: 0.4236556 best: 0.4236552 (379) total: 2m 10s remaining: 2m 48s 381: learn: 0.4078025 test: 0.4236556 best: 0.4236552 (379) total: 2m 10s remaining: 2m 48s 382: learn: 0.4076599 test: 0.4236167 best: 0.4236167 (382) total: 2m 11s remaining: 2m 48s 383: learn: 0.4074280 test: 0.4235298 best: 0.4235298 (383) total: 2m 11s remaining: 2m 48s 384: learn: 0.4074277 test: 0.4235297 best: 0.4235297 (384) total: 2m 12s remaining: 2m 48s 385: learn: 0.4074219 test: 0.4235285 best: 0.4235285 (385) total: 2m 12s remaining: 2m 48s 386: learn: 0.4074161 test: 0.4235244 best: 0.4235244 (386) total: 2m 13s remaining: 2m 48s 387: learn: 0.4074135 test: 0.4235227 best: 0.4235227 (387) total: 2m 14s remaining: 2m 48s 388: learn: 0.4073220 test: 0.4234978 best: 0.4234978 (388) total: 2m 14s remaining: 2m 48s 389: learn: 0.4073205 test: 0.4234964 best: 0.4234964 (389) total: 2m 15s remaining: 2m 47s 390: learn: 0.4073203 test: 0.4234962 best: 0.4234962 (390) total: 2m 15s remaining: 2m 47s 391: learn: 0.4073201 test: 0.4234961 best: 0.4234961 (391) total: 2m 15s remaining: 2m 46s 392: learn: 0.4073200 test: 0.4234977 best: 0.4234961 (391) total: 2m 15s remaining: 2m 46s 393: learn: 0.4073198 test: 0.4234977 best: 0.4234961 (391) total: 2m 15s remaining: 2m 45s 394: learn: 0.4073116 test: 0.4234988 best: 0.4234961 (391) total: 2m 16s remaining: 2m 45s 395: learn: 0.4071419 test: 0.4234697 best: 0.4234697 (395) total: 2m 16s remaining: 2m 45s 396: learn: 0.4071349 test: 0.4234708 best: 0.4234697 (395) total: 2m 17s remaining: 2m 45s 397: learn: 0.4071339 test: 0.4234722 best: 0.4234697 (395) total: 2m 18s remaining: 2m 45s 398: learn: 0.4071335 test: 0.4234722 best: 0.4234697 (395) total: 2m 18s remaining: 2m 45s 399: learn: 0.4071323 test: 0.4234716 best: 0.4234697 (395) total: 2m 19s remaining: 2m 45s 400: learn: 0.4071267 test: 0.4234710 best: 0.4234697 (395) total: 2m 19s remaining: 2m 45s 401: learn: 0.4071256 test: 0.4234725 best: 0.4234697 (395) total: 2m 20s remaining: 2m 45s 402: learn: 0.4071229 test: 0.4234749 best: 0.4234697 (395) total: 2m 20s remaining: 2m 44s 403: learn: 0.4071206 test: 0.4234744 best: 0.4234697 (395) total: 2m 21s remaining: 2m 44s 404: learn: 0.4071194 test: 0.4234730 best: 0.4234697 (395) total: 2m 21s remaining: 2m 44s 405: learn: 0.4071194 test: 0.4234730 best: 0.4234697 (395) total: 2m 21s remaining: 2m 44s 406: learn: 0.4071193 test: 0.4234744 best: 0.4234697 (395) total: 2m 22s remaining: 2m 43s 407: learn: 0.4071188 test: 0.4234741 best: 0.4234697 (395) total: 2m 22s remaining: 2m 43s 408: learn: 0.4071186 test: 0.4234755 best: 0.4234697 (395) total: 2m 22s remaining: 2m 42s 409: learn: 0.4071123 test: 0.4234740 best: 0.4234697 (395) total: 2m 23s remaining: 2m 42s 410: learn: 0.4071121 test: 0.4234754 best: 0.4234697 (395) total: 2m 23s remaining: 2m 42s 411: learn: 0.4071112 test: 0.4234752 best: 0.4234697 (395) total: 2m 24s remaining: 2m 42s 412: learn: 0.4071110 test: 0.4234766 best: 0.4234697 (395) total: 2m 24s remaining: 2m 42s 413: learn: 0.4071108 test: 0.4234766 best: 0.4234697 (395) total: 2m 25s remaining: 2m 41s 414: learn: 0.4071105 test: 0.4234779 best: 0.4234697 (395) total: 2m 25s remaining: 2m 41s 415: learn: 0.4071102 test: 0.4234778 best: 0.4234697 (395) total: 2m 25s remaining: 2m 41s 416: learn: 0.4071086 test: 0.4234766 best: 0.4234697 (395) total: 2m 26s remaining: 2m 40s 417: learn: 0.4071085 test: 0.4234766 best: 0.4234697 (395) total: 2m 26s remaining: 2m 40s 418: learn: 0.4071079 test: 0.4234773 best: 0.4234697 (395) total: 2m 27s remaining: 2m 40s 419: learn: 0.4071074 test: 0.4234772 best: 0.4234697 (395) total: 2m 27s remaining: 2m 39s 420: learn: 0.4071073 test: 0.4234772 best: 0.4234697 (395) total: 2m 27s remaining: 2m 39s 421: learn: 0.4071073 test: 0.4234772 best: 0.4234697 (395) total: 2m 27s remaining: 2m 38s 422: learn: 0.4071070 test: 0.4234771 best: 0.4234697 (395) total: 2m 28s remaining: 2m 38s 423: learn: 0.4071067 test: 0.4234771 best: 0.4234697 (395) total: 2m 28s remaining: 2m 38s 424: learn: 0.4071065 test: 0.4234771 best: 0.4234697 (395) total: 2m 29s remaining: 2m 37s 425: learn: 0.4071062 test: 0.4234771 best: 0.4234697 (395) total: 2m 29s remaining: 2m 37s 426: learn: 0.4070848 test: 0.4234766 best: 0.4234697 (395) total: 2m 29s remaining: 2m 37s 427: learn: 0.4070794 test: 0.4234774 best: 0.4234697 (395) total: 2m 30s remaining: 2m 37s 428: learn: 0.4070793 test: 0.4234774 best: 0.4234697 (395) total: 2m 30s remaining: 2m 36s 429: learn: 0.4070790 test: 0.4234774 best: 0.4234697 (395) total: 2m 30s remaining: 2m 36s 430: learn: 0.4070789 test: 0.4234774 best: 0.4234697 (395) total: 2m 31s remaining: 2m 35s 431: learn: 0.4070785 test: 0.4234771 best: 0.4234697 (395) total: 2m 31s remaining: 2m 35s 432: learn: 0.4068547 test: 0.4234285 best: 0.4234285 (432) total: 2m 32s remaining: 2m 35s 433: learn: 0.4068530 test: 0.4234292 best: 0.4234285 (432) total: 2m 32s remaining: 2m 35s 434: learn: 0.4068519 test: 0.4234304 best: 0.4234285 (432) total: 2m 33s remaining: 2m 34s 435: learn: 0.4068518 test: 0.4234304 best: 0.4234285 (432) total: 2m 33s remaining: 2m 34s 436: learn: 0.4066684 test: 0.4233527 best: 0.4233527 (436) total: 2m 34s remaining: 2m 34s 437: learn: 0.4066681 test: 0.4233539 best: 0.4233527 (436) total: 2m 34s remaining: 2m 34s 438: learn: 0.4066670 test: 0.4233529 best: 0.4233527 (436) total: 2m 35s remaining: 2m 34s 439: learn: 0.4066666 test: 0.4233528 best: 0.4233527 (436) total: 2m 35s remaining: 2m 33s 440: learn: 0.4066655 test: 0.4233529 best: 0.4233527 (436) total: 2m 36s remaining: 2m 33s 441: learn: 0.4066654 test: 0.4233541 best: 0.4233527 (436) total: 2m 36s remaining: 2m 33s 442: learn: 0.4063377 test: 0.4232534 best: 0.4232534 (442) total: 2m 36s remaining: 2m 32s 443: learn: 0.4063375 test: 0.4232530 best: 0.4232530 (443) total: 2m 37s remaining: 2m 32s 444: learn: 0.4063368 test: 0.4232530 best: 0.4232530 (443) total: 2m 37s remaining: 2m 32s 445: learn: 0.4063359 test: 0.4232566 best: 0.4232530 (443) total: 2m 38s remaining: 2m 32s 446: learn: 0.4063352 test: 0.4232554 best: 0.4232530 (443) total: 2m 38s remaining: 2m 31s 447: learn: 0.4063352 test: 0.4232553 best: 0.4232530 (443) total: 2m 38s remaining: 2m 31s 448: learn: 0.4063347 test: 0.4232553 best: 0.4232530 (443) total: 2m 39s remaining: 2m 31s 449: learn: 0.4063343 test: 0.4232555 best: 0.4232530 (443) total: 2m 39s remaining: 2m 31s 450: learn: 0.4063342 test: 0.4232567 best: 0.4232530 (443) total: 2m 40s remaining: 2m 30s 451: learn: 0.4063341 test: 0.4232567 best: 0.4232530 (443) total: 2m 40s remaining: 2m 29s 452: learn: 0.4063311 test: 0.4232580 best: 0.4232530 (443) total: 2m 40s remaining: 2m 29s 453: learn: 0.4063307 test: 0.4232590 best: 0.4232530 (443) total: 2m 41s remaining: 2m 29s 454: learn: 0.4063287 test: 0.4232579 best: 0.4232530 (443) total: 2m 41s remaining: 2m 29s 455: learn: 0.4063284 test: 0.4232578 best: 0.4232530 (443) total: 2m 41s remaining: 2m 28s 456: learn: 0.4063284 test: 0.4232578 best: 0.4232530 (443) total: 2m 42s remaining: 2m 28s 457: learn: 0.4063274 test: 0.4232589 best: 0.4232530 (443) total: 2m 42s remaining: 2m 27s 458: learn: 0.4063273 test: 0.4232589 best: 0.4232530 (443) total: 2m 42s remaining: 2m 27s 459: learn: 0.4063273 test: 0.4232589 best: 0.4232530 (443) total: 2m 42s remaining: 2m 26s 460: learn: 0.4063264 test: 0.4232589 best: 0.4232530 (443) total: 2m 42s remaining: 2m 25s 461: learn: 0.4063264 test: 0.4232589 best: 0.4232530 (443) total: 2m 42s remaining: 2m 25s 462: learn: 0.4063258 test: 0.4232585 best: 0.4232530 (443) total: 2m 43s remaining: 2m 25s 463: learn: 0.4063247 test: 0.4232570 best: 0.4232530 (443) total: 2m 43s remaining: 2m 24s 464: learn: 0.4063232 test: 0.4232584 best: 0.4232530 (443) total: 2m 44s remaining: 2m 24s 465: learn: 0.4063181 test: 0.4232584 best: 0.4232530 (443) total: 2m 44s remaining: 2m 24s 466: learn: 0.4063181 test: 0.4232584 best: 0.4232530 (443) total: 2m 44s remaining: 2m 24s 467: learn: 0.4063116 test: 0.4232486 best: 0.4232486 (467) total: 2m 45s remaining: 2m 23s 468: learn: 0.4063108 test: 0.4232497 best: 0.4232486 (467) total: 2m 45s remaining: 2m 23s 469: learn: 0.4063108 test: 0.4232497 best: 0.4232486 (467) total: 2m 45s remaining: 2m 22s 470: learn: 0.4063107 test: 0.4232497 best: 0.4232486 (467) total: 2m 45s remaining: 2m 22s 471: learn: 0.4063105 test: 0.4232499 best: 0.4232486 (467) total: 2m 45s remaining: 2m 21s 472: learn: 0.4061193 test: 0.4231223 best: 0.4231223 (472) total: 2m 46s remaining: 2m 21s 473: learn: 0.4061185 test: 0.4231218 best: 0.4231218 (473) total: 2m 46s remaining: 2m 21s 474: learn: 0.4061184 test: 0.4231218 best: 0.4231218 (474) total: 2m 47s remaining: 2m 20s 475: learn: 0.4061183 test: 0.4231218 best: 0.4231218 (475) total: 2m 47s remaining: 2m 20s 476: learn: 0.4061175 test: 0.4231217 best: 0.4231217 (476) total: 2m 47s remaining: 2m 20s 477: learn: 0.4061171 test: 0.4231217 best: 0.4231217 (477) total: 2m 48s remaining: 2m 19s 478: learn: 0.4060991 test: 0.4231123 best: 0.4231123 (478) total: 2m 48s remaining: 2m 19s 479: learn: 0.4060991 test: 0.4231123 best: 0.4231123 (479) total: 2m 48s remaining: 2m 19s 480: learn: 0.4060986 test: 0.4231128 best: 0.4231123 (479) total: 2m 49s remaining: 2m 18s 481: learn: 0.4060986 test: 0.4231128 best: 0.4231123 (479) total: 2m 49s remaining: 2m 18s 482: learn: 0.4060978 test: 0.4231128 best: 0.4231123 (479) total: 2m 50s remaining: 2m 18s 483: learn: 0.4060959 test: 0.4231130 best: 0.4231123 (479) total: 2m 51s remaining: 2m 18s 484: learn: 0.4060957 test: 0.4231129 best: 0.4231123 (479) total: 2m 51s remaining: 2m 17s 485: learn: 0.4060949 test: 0.4231131 best: 0.4231123 (479) total: 2m 52s remaining: 2m 17s 486: learn: 0.4060897 test: 0.4231130 best: 0.4231123 (479) total: 2m 52s remaining: 2m 17s 487: learn: 0.4060857 test: 0.4231128 best: 0.4231123 (479) total: 2m 53s remaining: 2m 17s 488: learn: 0.4060821 test: 0.4231135 best: 0.4231123 (479) total: 2m 53s remaining: 2m 17s 489: learn: 0.4060817 test: 0.4231123 best: 0.4231123 (479) total: 2m 53s remaining: 2m 16s 490: learn: 0.4060809 test: 0.4231132 best: 0.4231123 (479) total: 2m 53s remaining: 2m 16s 491: learn: 0.4060807 test: 0.4231130 best: 0.4231123 (479) total: 2m 54s remaining: 2m 15s 492: learn: 0.4060778 test: 0.4231131 best: 0.4231123 (479) total: 2m 54s remaining: 2m 15s 493: learn: 0.4060777 test: 0.4231131 best: 0.4231123 (479) total: 2m 55s remaining: 2m 15s 494: learn: 0.4060777 test: 0.4231131 best: 0.4231123 (479) total: 2m 55s remaining: 2m 14s 495: learn: 0.4060769 test: 0.4231140 best: 0.4231123 (479) total: 2m 55s remaining: 2m 14s 496: learn: 0.4060768 test: 0.4231140 best: 0.4231123 (479) total: 2m 56s remaining: 2m 14s 497: learn: 0.4060767 test: 0.4231136 best: 0.4231123 (479) total: 2m 56s remaining: 2m 13s 498: learn: 0.4060766 test: 0.4231136 best: 0.4231123 (479) total: 2m 56s remaining: 2m 13s 499: learn: 0.4060766 test: 0.4231136 best: 0.4231123 (479) total: 2m 56s remaining: 2m 12s 500: learn: 0.4060765 test: 0.4231136 best: 0.4231123 (479) total: 2m 56s remaining: 2m 11s 501: learn: 0.4060765 test: 0.4231145 best: 0.4231123 (479) total: 2m 56s remaining: 2m 11s 502: learn: 0.4060758 test: 0.4231145 best: 0.4231123 (479) total: 2m 57s remaining: 2m 11s 503: learn: 0.4060680 test: 0.4231218 best: 0.4231123 (479) total: 2m 57s remaining: 2m 10s 504: learn: 0.4060679 test: 0.4231218 best: 0.4231123 (479) total: 2m 58s remaining: 2m 10s 505: learn: 0.4060571 test: 0.4231122 best: 0.4231122 (505) total: 2m 58s remaining: 2m 10s 506: learn: 0.4060571 test: 0.4231122 best: 0.4231122 (505) total: 2m 58s remaining: 2m 9s 507: learn: 0.4060524 test: 0.4231128 best: 0.4231122 (505) total: 2m 59s remaining: 2m 9s 508: learn: 0.4060521 test: 0.4231128 best: 0.4231122 (505) total: 2m 59s remaining: 2m 9s 509: learn: 0.4060506 test: 0.4231121 best: 0.4231121 (509) total: 3m remaining: 2m 9s 510: learn: 0.4060505 test: 0.4231121 best: 0.4231121 (510) total: 3m remaining: 2m 8s 511: learn: 0.4060504 test: 0.4231129 best: 0.4231121 (510) total: 3m 1s remaining: 2m 8s 512: learn: 0.4060503 test: 0.4231124 best: 0.4231121 (510) total: 3m 1s remaining: 2m 8s 513: learn: 0.4060502 test: 0.4231124 best: 0.4231121 (510) total: 3m 2s remaining: 2m 7s 514: learn: 0.4060502 test: 0.4231132 best: 0.4231121 (510) total: 3m 2s remaining: 2m 7s 515: learn: 0.4060501 test: 0.4231132 best: 0.4231121 (510) total: 3m 2s remaining: 2m 6s 516: learn: 0.4060494 test: 0.4231127 best: 0.4231121 (510) total: 3m 2s remaining: 2m 6s 517: learn: 0.4060494 test: 0.4231127 best: 0.4231121 (510) total: 3m 3s remaining: 2m 6s 518: learn: 0.4060493 test: 0.4231129 best: 0.4231121 (510) total: 3m 3s remaining: 2m 5s 519: learn: 0.4060493 test: 0.4231129 best: 0.4231121 (510) total: 3m 3s remaining: 2m 5s 520: learn: 0.4060493 test: 0.4231129 best: 0.4231121 (510) total: 3m 3s remaining: 2m 4s 521: learn: 0.4060493 test: 0.4231137 best: 0.4231121 (510) total: 3m 3s remaining: 2m 4s 522: learn: 0.4060485 test: 0.4231122 best: 0.4231121 (510) total: 3m 4s remaining: 2m 4s 523: learn: 0.4060485 test: 0.4231122 best: 0.4231121 (510) total: 3m 4s remaining: 2m 3s 524: learn: 0.4060448 test: 0.4231114 best: 0.4231114 (524) total: 3m 5s remaining: 2m 3s 525: learn: 0.4060447 test: 0.4231122 best: 0.4231114 (524) total: 3m 5s remaining: 2m 2s 526: learn: 0.4060442 test: 0.4231122 best: 0.4231114 (524) total: 3m 5s remaining: 2m 2s 527: learn: 0.4060442 test: 0.4231122 best: 0.4231114 (524) total: 3m 5s remaining: 2m 1s 528: learn: 0.4060440 test: 0.4231117 best: 0.4231114 (524) total: 3m 5s remaining: 2m 1s 529: learn: 0.4060439 test: 0.4231113 best: 0.4231113 (529) total: 3m 6s remaining: 2m 1s 530: learn: 0.4060438 test: 0.4231113 best: 0.4231113 (530) total: 3m 6s remaining: 2m 531: learn: 0.4060437 test: 0.4231121 best: 0.4231113 (530) total: 3m 6s remaining: 2m 532: learn: 0.4060394 test: 0.4231119 best: 0.4231113 (530) total: 3m 6s remaining: 1m 59s 533: learn: 0.4060393 test: 0.4231121 best: 0.4231113 (530) total: 3m 7s remaining: 1m 59s 534: learn: 0.4060392 test: 0.4231121 best: 0.4231113 (530) total: 3m 7s remaining: 1m 59s 535: learn: 0.4060392 test: 0.4231122 best: 0.4231113 (530) total: 3m 7s remaining: 1m 58s 536: learn: 0.4060392 test: 0.4231122 best: 0.4231113 (530) total: 3m 7s remaining: 1m 58s 537: learn: 0.4060392 test: 0.4231122 best: 0.4231113 (530) total: 3m 7s remaining: 1m 57s 538: learn: 0.4060390 test: 0.4231115 best: 0.4231113 (530) total: 3m 8s remaining: 1m 57s 539: learn: 0.4060387 test: 0.4231116 best: 0.4231113 (530) total: 3m 8s remaining: 1m 57s 540: learn: 0.4060387 test: 0.4231116 best: 0.4231113 (530) total: 3m 8s remaining: 1m 56s 541: learn: 0.4060387 test: 0.4231116 best: 0.4231113 (530) total: 3m 9s remaining: 1m 56s 542: learn: 0.4060386 test: 0.4231102 best: 0.4231102 (542) total: 3m 9s remaining: 1m 55s 543: learn: 0.4060380 test: 0.4231104 best: 0.4231102 (542) total: 3m 9s remaining: 1m 55s 544: learn: 0.4060378 test: 0.4231100 best: 0.4231100 (544) total: 3m 10s remaining: 1m 55s 545: learn: 0.4060378 test: 0.4231100 best: 0.4231100 (545) total: 3m 10s remaining: 1m 54s 546: learn: 0.4060377 test: 0.4231097 best: 0.4231097 (546) total: 3m 10s remaining: 1m 54s 547: learn: 0.4060377 test: 0.4231097 best: 0.4231097 (547) total: 3m 10s remaining: 1m 53s 548: learn: 0.4060365 test: 0.4231090 best: 0.4231090 (548) total: 3m 11s remaining: 1m 53s 549: learn: 0.4060365 test: 0.4231098 best: 0.4231090 (548) total: 3m 11s remaining: 1m 52s 550: learn: 0.4060364 test: 0.4231106 best: 0.4231090 (548) total: 3m 11s remaining: 1m 52s 551: learn: 0.4060362 test: 0.4231106 best: 0.4231090 (548) total: 3m 11s remaining: 1m 52s 552: learn: 0.4060342 test: 0.4231115 best: 0.4231090 (548) total: 3m 12s remaining: 1m 51s 553: learn: 0.4060342 test: 0.4231115 best: 0.4231090 (548) total: 3m 12s remaining: 1m 51s 554: learn: 0.4060338 test: 0.4231109 best: 0.4231090 (548) total: 3m 12s remaining: 1m 51s 555: learn: 0.4060337 test: 0.4231109 best: 0.4231090 (548) total: 3m 13s remaining: 1m 50s 556: learn: 0.4060337 test: 0.4231109 best: 0.4231090 (548) total: 3m 13s remaining: 1m 50s 557: learn: 0.4060336 test: 0.4231105 best: 0.4231090 (548) total: 3m 13s remaining: 1m 49s 558: learn: 0.4060332 test: 0.4231113 best: 0.4231090 (548) total: 3m 13s remaining: 1m 49s 559: learn: 0.4060332 test: 0.4231112 best: 0.4231090 (548) total: 3m 13s remaining: 1m 49s 560: learn: 0.4060331 test: 0.4231112 best: 0.4231090 (548) total: 3m 14s remaining: 1m 48s 561: learn: 0.4060331 test: 0.4231112 best: 0.4231090 (548) total: 3m 14s remaining: 1m 48s 562: learn: 0.4060326 test: 0.4231113 best: 0.4231090 (548) total: 3m 14s remaining: 1m 47s 563: learn: 0.4060325 test: 0.4231112 best: 0.4231090 (548) total: 3m 14s remaining: 1m 47s 564: learn: 0.4060325 test: 0.4231112 best: 0.4231090 (548) total: 3m 14s remaining: 1m 46s 565: learn: 0.4060325 test: 0.4231109 best: 0.4231090 (548) total: 3m 14s remaining: 1m 46s 566: learn: 0.4060324 test: 0.4231109 best: 0.4231090 (548) total: 3m 14s remaining: 1m 45s 567: learn: 0.4060324 test: 0.4231109 best: 0.4231090 (548) total: 3m 14s remaining: 1m 45s 568: learn: 0.4060324 test: 0.4231109 best: 0.4231090 (548) total: 3m 14s remaining: 1m 44s 569: learn: 0.4060318 test: 0.4231109 best: 0.4231090 (548) total: 3m 15s remaining: 1m 44s 570: learn: 0.4060318 test: 0.4231109 best: 0.4231090 (548) total: 3m 15s remaining: 1m 43s 571: learn: 0.4060318 test: 0.4231110 best: 0.4231090 (548) total: 3m 15s remaining: 1m 43s 572: learn: 0.4060317 test: 0.4231110 best: 0.4231090 (548) total: 3m 15s remaining: 1m 43s 573: learn: 0.4060316 test: 0.4231089 best: 0.4231089 (573) total: 3m 15s remaining: 1m 42s 574: learn: 0.4060315 test: 0.4231089 best: 0.4231089 (574) total: 3m 16s remaining: 1m 42s 575: learn: 0.4060310 test: 0.4231090 best: 0.4231089 (574) total: 3m 16s remaining: 1m 41s 576: learn: 0.4060305 test: 0.4231097 best: 0.4231089 (574) total: 3m 16s remaining: 1m 41s 577: learn: 0.4060300 test: 0.4231099 best: 0.4231089 (574) total: 3m 16s remaining: 1m 41s 578: learn: 0.4060300 test: 0.4231099 best: 0.4231089 (574) total: 3m 16s remaining: 1m 40s 579: learn: 0.4060300 test: 0.4231099 best: 0.4231089 (574) total: 3m 17s remaining: 1m 40s 580: learn: 0.4060299 test: 0.4231100 best: 0.4231089 (574) total: 3m 17s remaining: 1m 39s 581: learn: 0.4060298 test: 0.4231100 best: 0.4231089 (574) total: 3m 17s remaining: 1m 39s 582: learn: 0.4060178 test: 0.4231085 best: 0.4231085 (582) total: 3m 18s remaining: 1m 39s 583: learn: 0.4060174 test: 0.4231081 best: 0.4231081 (583) total: 3m 18s remaining: 1m 38s 584: learn: 0.4059854 test: 0.4230907 best: 0.4230907 (584) total: 3m 19s remaining: 1m 38s 585: learn: 0.4059852 test: 0.4230907 best: 0.4230907 (584) total: 3m 19s remaining: 1m 38s 586: learn: 0.4059852 test: 0.4230907 best: 0.4230907 (586) total: 3m 19s remaining: 1m 38s 587: learn: 0.4059852 test: 0.4230907 best: 0.4230907 (587) total: 3m 19s remaining: 1m 37s 588: learn: 0.4059852 test: 0.4230907 best: 0.4230907 (588) total: 3m 19s remaining: 1m 37s 589: learn: 0.4059851 test: 0.4230914 best: 0.4230907 (588) total: 3m 20s remaining: 1m 36s 590: learn: 0.4059811 test: 0.4230923 best: 0.4230907 (588) total: 3m 20s remaining: 1m 36s 591: learn: 0.4059811 test: 0.4230930 best: 0.4230907 (588) total: 3m 20s remaining: 1m 35s 592: learn: 0.4059810 test: 0.4230929 best: 0.4230907 (588) total: 3m 20s remaining: 1m 35s 593: learn: 0.4059809 test: 0.4230915 best: 0.4230907 (588) total: 3m 21s remaining: 1m 35s 594: learn: 0.4059809 test: 0.4230915 best: 0.4230907 (588) total: 3m 21s remaining: 1m 35s 595: learn: 0.4059809 test: 0.4230912 best: 0.4230907 (588) total: 3m 21s remaining: 1m 34s 596: learn: 0.4059803 test: 0.4230908 best: 0.4230907 (588) total: 3m 22s remaining: 1m 34s 597: learn: 0.4059803 test: 0.4230910 best: 0.4230907 (588) total: 3m 22s remaining: 1m 33s 598: learn: 0.4059784 test: 0.4230915 best: 0.4230907 (588) total: 3m 23s remaining: 1m 33s 599: learn: 0.4059783 test: 0.4230921 best: 0.4230907 (588) total: 3m 23s remaining: 1m 33s 600: learn: 0.4059783 test: 0.4230928 best: 0.4230907 (588) total: 3m 23s remaining: 1m 32s 601: learn: 0.4059299 test: 0.4230905 best: 0.4230905 (601) total: 3m 24s remaining: 1m 32s 602: learn: 0.4059298 test: 0.4230906 best: 0.4230905 (601) total: 3m 24s remaining: 1m 32s 603: learn: 0.4059268 test: 0.4230913 best: 0.4230905 (601) total: 3m 25s remaining: 1m 32s 604: learn: 0.4059267 test: 0.4230914 best: 0.4230905 (601) total: 3m 25s remaining: 1m 31s 605: learn: 0.4059243 test: 0.4230970 best: 0.4230905 (601) total: 3m 25s remaining: 1m 31s 606: learn: 0.4059238 test: 0.4230970 best: 0.4230905 (601) total: 3m 25s remaining: 1m 30s 607: learn: 0.4059230 test: 0.4230976 best: 0.4230905 (601) total: 3m 26s remaining: 1m 30s 608: learn: 0.4059206 test: 0.4230982 best: 0.4230905 (601) total: 3m 26s remaining: 1m 30s 609: learn: 0.4059175 test: 0.4230982 best: 0.4230905 (601) total: 3m 27s remaining: 1m 30s 610: learn: 0.4059154 test: 0.4231002 best: 0.4230905 (601) total: 3m 27s remaining: 1m 29s 611: learn: 0.4059138 test: 0.4231008 best: 0.4230905 (601) total: 3m 28s remaining: 1m 29s 612: learn: 0.4059121 test: 0.4231014 best: 0.4230905 (601) total: 3m 28s remaining: 1m 29s 613: learn: 0.4058880 test: 0.4230777 best: 0.4230777 (613) total: 3m 29s remaining: 1m 29s 614: learn: 0.4058878 test: 0.4230776 best: 0.4230776 (614) total: 3m 29s remaining: 1m 28s 615: learn: 0.4058851 test: 0.4230776 best: 0.4230776 (614) total: 3m 30s remaining: 1m 28s 616: learn: 0.4058733 test: 0.4230439 best: 0.4230439 (616) total: 3m 30s remaining: 1m 28s 617: learn: 0.4058727 test: 0.4230427 best: 0.4230427 (617) total: 3m 31s remaining: 1m 27s 618: learn: 0.4058724 test: 0.4230427 best: 0.4230427 (618) total: 3m 31s remaining: 1m 27s 619: learn: 0.4058719 test: 0.4230433 best: 0.4230427 (618) total: 3m 32s remaining: 1m 27s 620: learn: 0.4058718 test: 0.4230433 best: 0.4230427 (618) total: 3m 32s remaining: 1m 26s 621: learn: 0.4058699 test: 0.4230441 best: 0.4230427 (618) total: 3m 33s remaining: 1m 26s 622: learn: 0.4058687 test: 0.4230448 best: 0.4230427 (618) total: 3m 33s remaining: 1m 26s 623: learn: 0.4058680 test: 0.4230453 best: 0.4230427 (618) total: 3m 34s remaining: 1m 26s 624: learn: 0.4058674 test: 0.4230451 best: 0.4230427 (618) total: 3m 34s remaining: 1m 25s 625: learn: 0.4058670 test: 0.4230451 best: 0.4230427 (618) total: 3m 35s remaining: 1m 25s 626: learn: 0.4058667 test: 0.4230450 best: 0.4230427 (618) total: 3m 35s remaining: 1m 25s 627: learn: 0.4058667 test: 0.4230450 best: 0.4230427 (618) total: 3m 36s remaining: 1m 25s 628: learn: 0.4058662 test: 0.4230439 best: 0.4230427 (618) total: 3m 36s remaining: 1m 24s 629: learn: 0.4058662 test: 0.4230439 best: 0.4230427 (618) total: 3m 36s remaining: 1m 24s 630: learn: 0.4058662 test: 0.4230446 best: 0.4230427 (618) total: 3m 37s remaining: 1m 23s 631: learn: 0.4058661 test: 0.4230452 best: 0.4230427 (618) total: 3m 37s remaining: 1m 23s 632: learn: 0.4058661 test: 0.4230458 best: 0.4230427 (618) total: 3m 38s remaining: 1m 23s 633: learn: 0.4058656 test: 0.4230456 best: 0.4230427 (618) total: 3m 38s remaining: 1m 23s 634: learn: 0.4058656 test: 0.4230456 best: 0.4230427 (618) total: 3m 38s remaining: 1m 22s 635: learn: 0.4058652 test: 0.4230445 best: 0.4230427 (618) total: 3m 39s remaining: 1m 22s 636: learn: 0.4058652 test: 0.4230451 best: 0.4230427 (618) total: 3m 39s remaining: 1m 21s 637: learn: 0.4058599 test: 0.4230429 best: 0.4230427 (618) total: 3m 39s remaining: 1m 21s 638: learn: 0.4058598 test: 0.4230429 best: 0.4230427 (618) total: 3m 39s remaining: 1m 21s 639: learn: 0.4058598 test: 0.4230429 best: 0.4230427 (618) total: 3m 40s remaining: 1m 20s 640: learn: 0.4058598 test: 0.4230429 best: 0.4230427 (618) total: 3m 40s remaining: 1m 20s 641: learn: 0.4058594 test: 0.4230428 best: 0.4230427 (618) total: 3m 40s remaining: 1m 20s 642: learn: 0.4058594 test: 0.4230429 best: 0.4230427 (618) total: 3m 40s remaining: 1m 19s 643: learn: 0.4057738 test: 0.4229758 best: 0.4229758 (643) total: 3m 41s remaining: 1m 19s 644: learn: 0.4057724 test: 0.4229758 best: 0.4229758 (643) total: 3m 42s remaining: 1m 19s 645: learn: 0.4057719 test: 0.4229754 best: 0.4229754 (645) total: 3m 42s remaining: 1m 18s 646: learn: 0.4057708 test: 0.4229761 best: 0.4229754 (645) total: 3m 43s remaining: 1m 18s 647: learn: 0.4057708 test: 0.4229766 best: 0.4229754 (645) total: 3m 43s remaining: 1m 18s 648: learn: 0.4057708 test: 0.4229766 best: 0.4229754 (645) total: 3m 43s remaining: 1m 17s 649: learn: 0.4057645 test: 0.4229734 best: 0.4229734 (649) total: 3m 43s remaining: 1m 17s 650: learn: 0.4057642 test: 0.4229739 best: 0.4229734 (649) total: 3m 44s remaining: 1m 17s 651: learn: 0.4057642 test: 0.4229739 best: 0.4229734 (649) total: 3m 44s remaining: 1m 16s 652: learn: 0.4057641 test: 0.4229739 best: 0.4229734 (649) total: 3m 44s remaining: 1m 16s 653: learn: 0.4057641 test: 0.4229744 best: 0.4229734 (649) total: 3m 44s remaining: 1m 15s 654: learn: 0.4057624 test: 0.4229740 best: 0.4229734 (649) total: 3m 44s remaining: 1m 15s 655: learn: 0.4057619 test: 0.4229734 best: 0.4229734 (655) total: 3m 45s remaining: 1m 15s 656: learn: 0.4057561 test: 0.4229802 best: 0.4229734 (655) total: 3m 45s remaining: 1m 14s 657: learn: 0.4057561 test: 0.4229802 best: 0.4229734 (655) total: 3m 45s remaining: 1m 14s 658: learn: 0.4057558 test: 0.4229802 best: 0.4229734 (655) total: 3m 46s remaining: 1m 14s 659: learn: 0.4057558 test: 0.4229802 best: 0.4229734 (655) total: 3m 46s remaining: 1m 13s 660: learn: 0.4057555 test: 0.4229802 best: 0.4229734 (655) total: 3m 46s remaining: 1m 13s 661: learn: 0.4057555 test: 0.4229799 best: 0.4229734 (655) total: 3m 47s remaining: 1m 13s 662: learn: 0.4057554 test: 0.4229799 best: 0.4229734 (655) total: 3m 47s remaining: 1m 12s 663: learn: 0.4047653 test: 0.4220202 best: 0.4220202 (663) total: 3m 47s remaining: 1m 12s 664: learn: 0.4047649 test: 0.4220202 best: 0.4220202 (664) total: 3m 48s remaining: 1m 12s 665: learn: 0.4047637 test: 0.4220208 best: 0.4220202 (664) total: 3m 48s remaining: 1m 11s 666: learn: 0.4047621 test: 0.4220216 best: 0.4220202 (664) total: 3m 49s remaining: 1m 11s 667: learn: 0.4047620 test: 0.4220216 best: 0.4220202 (664) total: 3m 49s remaining: 1m 11s 668: learn: 0.4047619 test: 0.4220216 best: 0.4220202 (664) total: 3m 49s remaining: 1m 10s 669: learn: 0.4047615 test: 0.4220216 best: 0.4220202 (664) total: 3m 50s remaining: 1m 10s 670: learn: 0.4047297 test: 0.4220261 best: 0.4220202 (664) total: 3m 50s remaining: 1m 10s 671: learn: 0.4047296 test: 0.4220261 best: 0.4220202 (664) total: 3m 51s remaining: 1m 9s 672: learn: 0.4047018 test: 0.4220276 best: 0.4220202 (664) total: 3m 51s remaining: 1m 9s 673: learn: 0.4046858 test: 0.4220253 best: 0.4220202 (664) total: 3m 52s remaining: 1m 9s 674: learn: 0.4046542 test: 0.4220082 best: 0.4220082 (674) total: 3m 52s remaining: 1m 8s 675: learn: 0.4046499 test: 0.4220078 best: 0.4220078 (675) total: 3m 53s remaining: 1m 8s 676: learn: 0.4046409 test: 0.4220089 best: 0.4220078 (675) total: 3m 53s remaining: 1m 8s 677: learn: 0.4046328 test: 0.4220102 best: 0.4220078 (675) total: 3m 54s remaining: 1m 8s 678: learn: 0.4046310 test: 0.4220095 best: 0.4220078 (675) total: 3m 54s remaining: 1m 7s 679: learn: 0.4046298 test: 0.4220089 best: 0.4220078 (675) total: 3m 54s remaining: 1m 7s 680: learn: 0.4046297 test: 0.4220085 best: 0.4220078 (675) total: 3m 55s remaining: 1m 7s 681: learn: 0.4046284 test: 0.4220077 best: 0.4220077 (681) total: 3m 55s remaining: 1m 6s 682: learn: 0.4046274 test: 0.4220072 best: 0.4220072 (682) total: 3m 55s remaining: 1m 6s 683: learn: 0.4046272 test: 0.4220068 best: 0.4220068 (683) total: 3m 55s remaining: 1m 5s 684: learn: 0.4046167 test: 0.4220027 best: 0.4220027 (684) total: 3m 56s remaining: 1m 5s 685: learn: 0.4046165 test: 0.4220027 best: 0.4220027 (685) total: 3m 56s remaining: 1m 5s 686: learn: 0.4046157 test: 0.4220025 best: 0.4220025 (686) total: 3m 56s remaining: 1m 4s 687: learn: 0.4046155 test: 0.4220025 best: 0.4220025 (686) total: 3m 57s remaining: 1m 4s 688: learn: 0.4046153 test: 0.4220025 best: 0.4220025 (688) total: 3m 57s remaining: 1m 4s 689: learn: 0.4046150 test: 0.4220021 best: 0.4220021 (689) total: 3m 57s remaining: 1m 3s 690: learn: 0.4046148 test: 0.4220021 best: 0.4220021 (690) total: 3m 57s remaining: 1m 3s 691: learn: 0.4046147 test: 0.4220021 best: 0.4220021 (690) total: 3m 57s remaining: 1m 2s 692: learn: 0.4046144 test: 0.4220017 best: 0.4220017 (692) total: 3m 58s remaining: 1m 2s 693: learn: 0.4046141 test: 0.4220005 best: 0.4220005 (693) total: 3m 58s remaining: 1m 2s 694: learn: 0.4046135 test: 0.4220002 best: 0.4220002 (694) total: 3m 59s remaining: 1m 1s 695: learn: 0.4046132 test: 0.4219997 best: 0.4219997 (695) total: 3m 59s remaining: 1m 1s 696: learn: 0.4046130 test: 0.4219993 best: 0.4219993 (696) total: 3m 59s remaining: 1m 1s 697: learn: 0.4046129 test: 0.4219992 best: 0.4219992 (697) total: 3m 59s remaining: 1m 698: learn: 0.4046128 test: 0.4219992 best: 0.4219992 (698) total: 3m 59s remaining: 1m 699: learn: 0.4045584 test: 0.4219875 best: 0.4219875 (699) total: 4m remaining: 1m 700: learn: 0.4045581 test: 0.4219876 best: 0.4219875 (699) total: 4m remaining: 59.7s 701: learn: 0.4045570 test: 0.4219876 best: 0.4219875 (699) total: 4m remaining: 59.4s 702: learn: 0.4045567 test: 0.4219876 best: 0.4219875 (699) total: 4m 1s remaining: 59.1s 703: learn: 0.4045563 test: 0.4219874 best: 0.4219874 (703) total: 4m 1s remaining: 58.8s 704: learn: 0.4045563 test: 0.4219874 best: 0.4219874 (704) total: 4m 2s remaining: 58.4s 705: learn: 0.4045563 test: 0.4219874 best: 0.4219874 (705) total: 4m 2s remaining: 58s 706: learn: 0.4045561 test: 0.4219871 best: 0.4219871 (706) total: 4m 2s remaining: 57.7s 707: learn: 0.4045558 test: 0.4219871 best: 0.4219871 (707) total: 4m 3s remaining: 57.4s 708: learn: 0.4045558 test: 0.4219871 best: 0.4219871 (708) total: 4m 3s remaining: 56.9s 709: learn: 0.4045556 test: 0.4219872 best: 0.4219871 (708) total: 4m 3s remaining: 56.6s 710: learn: 0.4045540 test: 0.4219871 best: 0.4219871 (708) total: 4m 3s remaining: 56.2s 711: learn: 0.4045537 test: 0.4219862 best: 0.4219862 (711) total: 4m 4s remaining: 55.9s 712: learn: 0.4045535 test: 0.4219854 best: 0.4219854 (712) total: 4m 4s remaining: 55.6s 713: learn: 0.4045534 test: 0.4219854 best: 0.4219854 (713) total: 4m 4s remaining: 55.2s 714: learn: 0.4045534 test: 0.4219854 best: 0.4219854 (714) total: 4m 4s remaining: 54.8s 715: learn: 0.4045534 test: 0.4219855 best: 0.4219854 (714) total: 4m 4s remaining: 54.3s 716: learn: 0.4045534 test: 0.4219856 best: 0.4219854 (714) total: 4m 4s remaining: 54s 717: learn: 0.4045526 test: 0.4219862 best: 0.4219854 (714) total: 4m 5s remaining: 53.7s 718: learn: 0.4045525 test: 0.4219849 best: 0.4219849 (718) total: 4m 5s remaining: 53.4s 719: learn: 0.4045523 test: 0.4219845 best: 0.4219845 (719) total: 4m 6s remaining: 53.1s 720: learn: 0.4045523 test: 0.4219845 best: 0.4219845 (720) total: 4m 6s remaining: 52.6s 721: learn: 0.4045523 test: 0.4219845 best: 0.4219845 (721) total: 4m 6s remaining: 52.2s 722: learn: 0.4045521 test: 0.4219833 best: 0.4219833 (722) total: 4m 7s remaining: 51.9s 723: learn: 0.4045520 test: 0.4219833 best: 0.4219833 (722) total: 4m 7s remaining: 51.5s 724: learn: 0.4045520 test: 0.4219829 best: 0.4219829 (724) total: 4m 7s remaining: 51.2s 725: learn: 0.4045518 test: 0.4219823 best: 0.4219823 (725) total: 4m 7s remaining: 50.8s 726: learn: 0.4045517 test: 0.4219820 best: 0.4219820 (726) total: 4m 8s remaining: 50.5s 727: learn: 0.4045514 test: 0.4219817 best: 0.4219817 (727) total: 4m 8s remaining: 50.2s 728: learn: 0.4045513 test: 0.4219813 best: 0.4219813 (728) total: 4m 9s remaining: 49.9s 729: learn: 0.4045510 test: 0.4219802 best: 0.4219802 (729) total: 4m 9s remaining: 49.6s 730: learn: 0.4045510 test: 0.4219802 best: 0.4219802 (730) total: 4m 9s remaining: 49.2s 731: learn: 0.4045509 test: 0.4219799 best: 0.4219799 (731) total: 4m 9s remaining: 48.8s 732: learn: 0.4045508 test: 0.4219796 best: 0.4219796 (732) total: 4m 9s remaining: 48.4s 733: learn: 0.4045507 test: 0.4219795 best: 0.4219795 (733) total: 4m 9s remaining: 48s 734: learn: 0.4045507 test: 0.4219795 best: 0.4219795 (733) total: 4m 10s remaining: 47.7s 735: learn: 0.4045507 test: 0.4219795 best: 0.4219795 (733) total: 4m 10s remaining: 47.3s 736: learn: 0.4045506 test: 0.4219795 best: 0.4219795 (733) total: 4m 10s remaining: 47s 737: learn: 0.4045504 test: 0.4219795 best: 0.4219795 (733) total: 4m 11s remaining: 46.6s 738: learn: 0.4045503 test: 0.4219792 best: 0.4219792 (738) total: 4m 11s remaining: 46.3s 739: learn: 0.4045503 test: 0.4219792 best: 0.4219792 (739) total: 4m 11s remaining: 45.9s 740: learn: 0.4045502 test: 0.4219792 best: 0.4219792 (740) total: 4m 11s remaining: 45.5s 741: learn: 0.4045502 test: 0.4219792 best: 0.4219792 (740) total: 4m 11s remaining: 45.1s 742: learn: 0.4045484 test: 0.4219810 best: 0.4219792 (740) total: 4m 12s remaining: 44.8s 743: learn: 0.4045471 test: 0.4219810 best: 0.4219792 (740) total: 4m 12s remaining: 44.5s 744: learn: 0.4045455 test: 0.4219813 best: 0.4219792 (740) total: 4m 13s remaining: 44.2s 745: learn: 0.4045453 test: 0.4219810 best: 0.4219792 (740) total: 4m 13s remaining: 43.9s 746: learn: 0.4045435 test: 0.4219808 best: 0.4219792 (740) total: 4m 14s remaining: 43.6s 747: learn: 0.4045433 test: 0.4219802 best: 0.4219792 (740) total: 4m 14s remaining: 43.3s 748: learn: 0.4045417 test: 0.4219805 best: 0.4219792 (740) total: 4m 15s remaining: 43s 749: learn: 0.4045412 test: 0.4219806 best: 0.4219792 (740) total: 4m 15s remaining: 42.6s 750: learn: 0.4045412 test: 0.4219803 best: 0.4219792 (740) total: 4m 16s remaining: 42.3s 751: learn: 0.4045411 test: 0.4219793 best: 0.4219792 (740) total: 4m 16s remaining: 42s 752: learn: 0.4045404 test: 0.4219794 best: 0.4219792 (740) total: 4m 16s remaining: 41.6s 753: learn: 0.4045382 test: 0.4219782 best: 0.4219782 (753) total: 4m 17s remaining: 41.3s 754: learn: 0.4045373 test: 0.4219788 best: 0.4219782 (753) total: 4m 17s remaining: 41s 755: learn: 0.4045372 test: 0.4219787 best: 0.4219782 (753) total: 4m 17s remaining: 40.6s 756: learn: 0.4045362 test: 0.4219786 best: 0.4219782 (753) total: 4m 18s remaining: 40.3s 757: learn: 0.4045362 test: 0.4219783 best: 0.4219782 (753) total: 4m 18s remaining: 39.9s 758: learn: 0.4045350 test: 0.4219790 best: 0.4219782 (753) total: 4m 19s remaining: 39.6s 759: learn: 0.4045343 test: 0.4219790 best: 0.4219782 (753) total: 4m 19s remaining: 39.3s 760: learn: 0.4045342 test: 0.4219791 best: 0.4219782 (753) total: 4m 19s remaining: 38.9s 761: learn: 0.4045341 test: 0.4219791 best: 0.4219782 (753) total: 4m 20s remaining: 38.6s 762: learn: 0.4045341 test: 0.4219789 best: 0.4219782 (753) total: 4m 20s remaining: 38.2s 763: learn: 0.4045332 test: 0.4219789 best: 0.4219782 (753) total: 4m 20s remaining: 37.9s 764: learn: 0.4045331 test: 0.4219779 best: 0.4219779 (764) total: 4m 21s remaining: 37.5s 765: learn: 0.4045306 test: 0.4219778 best: 0.4219778 (765) total: 4m 21s remaining: 37.2s 766: learn: 0.4045301 test: 0.4219763 best: 0.4219763 (766) total: 4m 21s remaining: 36.9s 767: learn: 0.4045300 test: 0.4219761 best: 0.4219761 (767) total: 4m 22s remaining: 36.5s 768: learn: 0.4045218 test: 0.4219757 best: 0.4219757 (768) total: 4m 22s remaining: 36.2s 769: learn: 0.4045217 test: 0.4219757 best: 0.4219757 (768) total: 4m 23s remaining: 35.9s 770: learn: 0.4045217 test: 0.4219757 best: 0.4219757 (768) total: 4m 23s remaining: 35.5s 771: learn: 0.4045216 test: 0.4219755 best: 0.4219755 (771) total: 4m 23s remaining: 35.2s 772: learn: 0.4045215 test: 0.4219745 best: 0.4219745 (772) total: 4m 24s remaining: 34.9s 773: learn: 0.4045213 test: 0.4219744 best: 0.4219744 (773) total: 4m 24s remaining: 34.5s 774: learn: 0.4045213 test: 0.4219735 best: 0.4219735 (774) total: 4m 25s remaining: 34.2s 775: learn: 0.4045212 test: 0.4219737 best: 0.4219735 (774) total: 4m 25s remaining: 33.9s 776: learn: 0.4045211 test: 0.4219737 best: 0.4219735 (774) total: 4m 25s remaining: 33.5s 777: learn: 0.4045210 test: 0.4219728 best: 0.4219728 (777) total: 4m 26s remaining: 33.2s 778: learn: 0.4045210 test: 0.4219726 best: 0.4219726 (778) total: 4m 26s remaining: 32.9s 779: learn: 0.4044775 test: 0.4219474 best: 0.4219474 (779) total: 4m 27s remaining: 32.6s 780: learn: 0.4044756 test: 0.4219472 best: 0.4219472 (780) total: 4m 27s remaining: 32.2s 781: learn: 0.4044754 test: 0.4219464 best: 0.4219464 (781) total: 4m 28s remaining: 31.9s 782: learn: 0.4040577 test: 0.4216499 best: 0.4216499 (782) total: 4m 28s remaining: 31.6s 783: learn: 0.4040559 test: 0.4216486 best: 0.4216486 (783) total: 4m 29s remaining: 31.3s 784: learn: 0.4040558 test: 0.4216479 best: 0.4216479 (784) total: 4m 30s remaining: 31s 785: learn: 0.4040557 test: 0.4216482 best: 0.4216479 (784) total: 4m 30s remaining: 30.6s 786: learn: 0.4040555 test: 0.4216482 best: 0.4216479 (784) total: 4m 30s remaining: 30.3s 787: learn: 0.4040549 test: 0.4216482 best: 0.4216479 (784) total: 4m 31s remaining: 30s 788: learn: 0.4040546 test: 0.4216480 best: 0.4216479 (784) total: 4m 32s remaining: 29.6s 789: learn: 0.4040540 test: 0.4216480 best: 0.4216479 (784) total: 4m 32s remaining: 29.3s 790: learn: 0.4040532 test: 0.4216487 best: 0.4216479 (784) total: 4m 33s remaining: 29s 791: learn: 0.4040526 test: 0.4216484 best: 0.4216479 (784) total: 4m 33s remaining: 28.7s 792: learn: 0.4040494 test: 0.4216473 best: 0.4216473 (792) total: 4m 34s remaining: 28.3s 793: learn: 0.4040469 test: 0.4216473 best: 0.4216473 (792) total: 4m 34s remaining: 28s 794: learn: 0.4040469 test: 0.4216473 best: 0.4216473 (792) total: 4m 35s remaining: 27.7s 795: learn: 0.4040468 test: 0.4216466 best: 0.4216466 (795) total: 4m 35s remaining: 27.4s 796: learn: 0.4040466 test: 0.4216462 best: 0.4216462 (796) total: 4m 36s remaining: 27s 797: learn: 0.4040465 test: 0.4216462 best: 0.4216462 (797) total: 4m 36s remaining: 26.7s 798: learn: 0.4040464 test: 0.4216462 best: 0.4216462 (797) total: 4m 36s remaining: 26.3s 799: learn: 0.4040464 test: 0.4216462 best: 0.4216462 (797) total: 4m 37s remaining: 26s 800: learn: 0.4040275 test: 0.4216359 best: 0.4216359 (800) total: 4m 37s remaining: 25.7s 801: learn: 0.4040257 test: 0.4216357 best: 0.4216357 (801) total: 4m 38s remaining: 25.3s 802: learn: 0.4040256 test: 0.4216356 best: 0.4216356 (802) total: 4m 38s remaining: 25s 803: learn: 0.4040251 test: 0.4216354 best: 0.4216354 (803) total: 4m 39s remaining: 24.7s 804: learn: 0.4040250 test: 0.4216353 best: 0.4216353 (804) total: 4m 39s remaining: 24.3s 805: learn: 0.4040246 test: 0.4216352 best: 0.4216352 (805) total: 4m 40s remaining: 24s 806: learn: 0.4040245 test: 0.4216345 best: 0.4216345 (806) total: 4m 40s remaining: 23.7s 807: learn: 0.4040239 test: 0.4216351 best: 0.4216345 (806) total: 4m 41s remaining: 23.3s 808: learn: 0.4040238 test: 0.4216350 best: 0.4216345 (806) total: 4m 41s remaining: 23s 809: learn: 0.4040236 test: 0.4216350 best: 0.4216345 (806) total: 4m 42s remaining: 22.6s 810: learn: 0.4040226 test: 0.4216351 best: 0.4216345 (806) total: 4m 42s remaining: 22.3s 811: learn: 0.4040225 test: 0.4216350 best: 0.4216345 (806) total: 4m 43s remaining: 22s 812: learn: 0.4040224 test: 0.4216349 best: 0.4216345 (806) total: 4m 43s remaining: 21.6s 813: learn: 0.4040224 test: 0.4216349 best: 0.4216345 (806) total: 4m 43s remaining: 21.2s 814: learn: 0.4040223 test: 0.4216342 best: 0.4216342 (814) total: 4m 43s remaining: 20.9s 815: learn: 0.4040219 test: 0.4216342 best: 0.4216342 (815) total: 4m 44s remaining: 20.6s 816: learn: 0.4040197 test: 0.4216340 best: 0.4216340 (816) total: 4m 44s remaining: 20.2s 817: learn: 0.4040196 test: 0.4216339 best: 0.4216339 (817) total: 4m 45s remaining: 19.9s 818: learn: 0.4040195 test: 0.4216333 best: 0.4216333 (818) total: 4m 45s remaining: 19.5s 819: learn: 0.4040195 test: 0.4216335 best: 0.4216333 (818) total: 4m 45s remaining: 19.2s 820: learn: 0.4040193 test: 0.4216330 best: 0.4216330 (820) total: 4m 46s remaining: 18.8s 821: learn: 0.4040191 test: 0.4216322 best: 0.4216322 (821) total: 4m 46s remaining: 18.5s 822: learn: 0.4040191 test: 0.4216321 best: 0.4216321 (822) total: 4m 47s remaining: 18.1s 823: learn: 0.4040188 test: 0.4216320 best: 0.4216320 (823) total: 4m 47s remaining: 17.8s 824: learn: 0.4040187 test: 0.4216320 best: 0.4216320 (824) total: 4m 48s remaining: 17.5s 825: learn: 0.4040187 test: 0.4216320 best: 0.4216320 (825) total: 4m 48s remaining: 17.1s 826: learn: 0.4040185 test: 0.4216319 best: 0.4216319 (826) total: 4m 48s remaining: 16.8s 827: learn: 0.4040185 test: 0.4216319 best: 0.4216319 (827) total: 4m 49s remaining: 16.4s 828: learn: 0.4040185 test: 0.4216318 best: 0.4216318 (828) total: 4m 49s remaining: 16.1s 829: learn: 0.4040184 test: 0.4216318 best: 0.4216318 (829) total: 4m 49s remaining: 15.7s 830: learn: 0.4040182 test: 0.4216313 best: 0.4216313 (830) total: 4m 50s remaining: 15.4s 831: learn: 0.4040179 test: 0.4216318 best: 0.4216313 (830) total: 4m 50s remaining: 15s 832: learn: 0.4040170 test: 0.4216318 best: 0.4216313 (830) total: 4m 51s remaining: 14.7s 833: learn: 0.4040169 test: 0.4216318 best: 0.4216313 (830) total: 4m 51s remaining: 14.3s 834: learn: 0.4040168 test: 0.4216312 best: 0.4216312 (834) total: 4m 52s remaining: 14s 835: learn: 0.4040161 test: 0.4216310 best: 0.4216310 (835) total: 4m 52s remaining: 13.7s 836: learn: 0.4040145 test: 0.4216311 best: 0.4216310 (835) total: 4m 53s remaining: 13.3s 837: learn: 0.4040145 test: 0.4216311 best: 0.4216310 (835) total: 4m 54s remaining: 13s 838: learn: 0.4040131 test: 0.4216311 best: 0.4216310 (835) total: 4m 54s remaining: 12.6s 839: learn: 0.4040130 test: 0.4216311 best: 0.4216310 (835) total: 4m 55s remaining: 12.3s 840: learn: 0.4040130 test: 0.4216311 best: 0.4216310 (835) total: 4m 55s remaining: 11.9s 841: learn: 0.4040127 test: 0.4216306 best: 0.4216306 (841) total: 4m 55s remaining: 11.6s 842: learn: 0.4040126 test: 0.4216307 best: 0.4216306 (841) total: 4m 56s remaining: 11.2s 843: learn: 0.4040126 test: 0.4216307 best: 0.4216306 (841) total: 4m 56s remaining: 10.9s 844: learn: 0.4040125 test: 0.4216301 best: 0.4216301 (844) total: 4m 56s remaining: 10.5s 845: learn: 0.4040125 test: 0.4216301 best: 0.4216301 (845) total: 4m 57s remaining: 10.2s 846: learn: 0.4040124 test: 0.4216299 best: 0.4216299 (846) total: 4m 57s remaining: 9.84s 847: learn: 0.4040123 test: 0.4216294 best: 0.4216294 (847) total: 4m 58s remaining: 9.49s 848: learn: 0.4040122 test: 0.4216294 best: 0.4216294 (848) total: 4m 58s remaining: 9.14s 849: learn: 0.4040121 test: 0.4216296 best: 0.4216294 (848) total: 4m 58s remaining: 8.79s 850: learn: 0.4040118 test: 0.4216302 best: 0.4216294 (848) total: 4m 59s remaining: 8.44s 851: learn: 0.4040118 test: 0.4216302 best: 0.4216294 (848) total: 4m 59s remaining: 8.08s 852: learn: 0.4040117 test: 0.4216303 best: 0.4216294 (848) total: 4m 59s remaining: 7.73s 853: learn: 0.4040117 test: 0.4216303 best: 0.4216294 (848) total: 5m remaining: 7.39s 854: learn: 0.4040116 test: 0.4216303 best: 0.4216294 (848) total: 5m remaining: 7.03s 855: learn: 0.4040116 test: 0.4216303 best: 0.4216294 (848) total: 5m remaining: 6.68s 856: learn: 0.4040115 test: 0.4216299 best: 0.4216294 (848) total: 5m 1s remaining: 6.33s 857: learn: 0.4040113 test: 0.4216303 best: 0.4216294 (848) total: 5m 1s remaining: 5.98s 858: learn: 0.4040100 test: 0.4216303 best: 0.4216294 (848) total: 5m 2s remaining: 5.63s 859: learn: 0.4040099 test: 0.4216299 best: 0.4216294 (848) total: 5m 3s remaining: 5.29s 860: learn: 0.4040099 test: 0.4216298 best: 0.4216294 (848) total: 5m 3s remaining: 4.93s 861: learn: 0.4040099 test: 0.4216298 best: 0.4216294 (848) total: 5m 3s remaining: 4.58s 862: learn: 0.4040098 test: 0.4216298 best: 0.4216294 (848) total: 5m 3s remaining: 4.22s 863: learn: 0.4040098 test: 0.4216298 best: 0.4216294 (848) total: 5m 3s remaining: 3.87s 864: learn: 0.4040098 test: 0.4216293 best: 0.4216293 (864) total: 5m 3s remaining: 3.51s 865: learn: 0.4040095 test: 0.4216295 best: 0.4216293 (864) total: 5m 4s remaining: 3.16s 866: learn: 0.4040092 test: 0.4216297 best: 0.4216293 (864) total: 5m 4s remaining: 2.81s 867: learn: 0.4040092 test: 0.4216297 best: 0.4216293 (864) total: 5m 5s remaining: 2.46s 868: learn: 0.4040092 test: 0.4216297 best: 0.4216293 (864) total: 5m 5s remaining: 2.11s 869: learn: 0.4040092 test: 0.4216292 best: 0.4216292 (869) total: 5m 5s remaining: 1.76s 870: learn: 0.4040091 test: 0.4216288 best: 0.4216288 (870) total: 5m 6s remaining: 1.41s 871: learn: 0.4040086 test: 0.4216289 best: 0.4216288 (870) total: 5m 6s remaining: 1.05s 872: learn: 0.4040086 test: 0.4216288 best: 0.4216288 (870) total: 5m 6s remaining: 703ms 873: learn: 0.4040086 test: 0.4216288 best: 0.4216288 (873) total: 5m 6s remaining: 351ms 874: learn: 0.4040086 test: 0.4216288 best: 0.4216288 (874) total: 5m 6s remaining: 0us bestTest = 0.4216287986 bestIteration = 874 [CV] learning_rate=0.1, l2_leaf_reg=4, iterations=875, depth=10, total= 5.2min [CV] learning_rate=0.1, l2_leaf_reg=4, iterations=875, depth=10 ...... 0: learn: 4.0456696 test: 4.0414362 best: 4.0414362 (0) total: 429ms remaining: 6m 14s 1: learn: 3.6497681 test: 3.6463416 best: 3.6463416 (1) total: 483ms remaining: 3m 30s 2: learn: 3.2949538 test: 3.2925176 best: 3.2925176 (2) total: 555ms remaining: 2m 41s 3: learn: 2.9779198 test: 2.9763683 best: 2.9763683 (3) total: 1s remaining: 3m 38s 4: learn: 2.6925942 test: 2.6920979 best: 2.6920979 (4) total: 1.48s remaining: 4m 17s 5: learn: 2.4363658 test: 2.4361813 best: 2.4361813 (5) total: 1.64s remaining: 3m 58s 6: learn: 2.2102480 test: 2.2102414 best: 2.2102414 (6) total: 1.66s remaining: 3m 26s 7: learn: 2.0050584 test: 2.0058767 best: 2.0058767 (7) total: 1.82s remaining: 3m 17s 8: learn: 1.8217323 test: 1.8235700 best: 1.8235700 (8) total: 2.29s remaining: 3m 40s 9: learn: 1.6588941 test: 1.6611854 best: 1.6611854 (9) total: 2.75s remaining: 3m 57s 10: learn: 1.5113138 test: 1.5142403 best: 1.5142403 (10) total: 3.22s remaining: 4m 13s 11: learn: 1.3812453 test: 1.3848085 best: 1.3848085 (11) total: 3.38s remaining: 4m 3s 12: learn: 1.2645866 test: 1.2683812 best: 1.2683812 (12) total: 3.52s remaining: 3m 53s 13: learn: 1.1614736 test: 1.1656659 best: 1.1656659 (13) total: 3.64s remaining: 3m 43s 14: learn: 1.0695764 test: 1.0743680 best: 1.0743680 (14) total: 3.8s remaining: 3m 37s 15: learn: 0.9896389 test: 0.9949876 best: 0.9949876 (15) total: 4.03s remaining: 3m 36s 16: learn: 0.9192954 test: 0.9252817 best: 0.9252817 (16) total: 4.48s remaining: 3m 46s 17: learn: 0.8571133 test: 0.8634499 best: 0.8634499 (17) total: 4.79s remaining: 3m 48s 18: learn: 0.8023734 test: 0.8090465 best: 0.8090465 (18) total: 5.25s remaining: 3m 56s 19: learn: 0.7562880 test: 0.7634197 best: 0.7634197 (19) total: 5.33s remaining: 3m 47s 20: learn: 0.7159301 test: 0.7235766 best: 0.7235766 (20) total: 5.4s remaining: 3m 39s 21: learn: 0.6801741 test: 0.6882026 best: 0.6882026 (21) total: 5.5s remaining: 3m 33s 22: learn: 0.6497401 test: 0.6581103 best: 0.6581103 (22) total: 5.75s remaining: 3m 32s 23: learn: 0.6223880 test: 0.6310299 best: 0.6310299 (23) total: 6.24s remaining: 3m 41s 24: learn: 0.6002410 test: 0.6091346 best: 0.6091346 (24) total: 6.34s remaining: 3m 35s 25: learn: 0.5782349 test: 0.5870421 best: 0.5870421 (25) total: 6.8s remaining: 3m 42s 26: learn: 0.5594669 test: 0.5682934 best: 0.5682934 (26) total: 6.98s remaining: 3m 39s 27: learn: 0.5436481 test: 0.5528751 best: 0.5528751 (27) total: 7.08s remaining: 3m 34s 28: learn: 0.5286671 test: 0.5378945 best: 0.5378945 (28) total: 7.54s remaining: 3m 39s 29: learn: 0.5188074 test: 0.5282430 best: 0.5282430 (29) total: 7.57s remaining: 3m 33s 30: learn: 0.5081735 test: 0.5178793 best: 0.5178793 (30) total: 7.68s remaining: 3m 29s 31: learn: 0.4985186 test: 0.5085496 best: 0.5085496 (31) total: 8.12s remaining: 3m 33s 32: learn: 0.4917711 test: 0.5018012 best: 0.5018012 (32) total: 8.24s remaining: 3m 30s 33: learn: 0.4848217 test: 0.4949722 best: 0.4949722 (33) total: 8.67s remaining: 3m 34s 34: learn: 0.4775878 test: 0.4877677 best: 0.4877677 (34) total: 9.12s remaining: 3m 38s 35: learn: 0.4722686 test: 0.4826181 best: 0.4826181 (35) total: 9.62s remaining: 3m 44s 36: learn: 0.4671633 test: 0.4779416 best: 0.4779416 (36) total: 10.1s remaining: 3m 49s 37: learn: 0.4636268 test: 0.4744622 best: 0.4744622 (37) total: 10.6s remaining: 3m 54s 38: learn: 0.4604550 test: 0.4714340 best: 0.4714340 (38) total: 11.1s remaining: 3m 58s 39: learn: 0.4571399 test: 0.4686459 best: 0.4686459 (39) total: 11.7s remaining: 4m 3s 40: learn: 0.4549657 test: 0.4664633 best: 0.4664633 (40) total: 11.8s remaining: 4m 41: learn: 0.4520876 test: 0.4634404 best: 0.4634404 (41) total: 12.4s remaining: 4m 5s 42: learn: 0.4482493 test: 0.4602101 best: 0.4602101 (42) total: 12.8s remaining: 4m 8s 43: learn: 0.4470188 test: 0.4589461 best: 0.4589461 (43) total: 13s remaining: 4m 4s 44: learn: 0.4458814 test: 0.4578278 best: 0.4578278 (44) total: 13.4s remaining: 4m 7s 45: learn: 0.4440972 test: 0.4568546 best: 0.4568546 (45) total: 13.9s remaining: 4m 11s 46: learn: 0.4429171 test: 0.4557142 best: 0.4557142 (46) total: 14.4s remaining: 4m 14s 47: learn: 0.4405519 test: 0.4534414 best: 0.4534414 (47) total: 14.9s remaining: 4m 17s 48: learn: 0.4399014 test: 0.4527830 best: 0.4527830 (48) total: 15.3s remaining: 4m 17s 49: learn: 0.4391965 test: 0.4521717 best: 0.4521717 (49) total: 15.8s remaining: 4m 20s 50: learn: 0.4385118 test: 0.4515104 best: 0.4515104 (50) total: 16.3s remaining: 4m 23s 51: learn: 0.4376615 test: 0.4508410 best: 0.4508410 (51) total: 16.4s remaining: 4m 20s 52: learn: 0.4373619 test: 0.4505154 best: 0.4505154 (52) total: 16.5s remaining: 4m 15s 53: learn: 0.4371651 test: 0.4502614 best: 0.4502614 (53) total: 16.5s remaining: 4m 11s 54: learn: 0.4364424 test: 0.4495963 best: 0.4495963 (54) total: 17s remaining: 4m 13s 55: learn: 0.4353716 test: 0.4484861 best: 0.4484861 (55) total: 17.5s remaining: 4m 16s 56: learn: 0.4334297 test: 0.4469311 best: 0.4469311 (56) total: 18s remaining: 4m 18s 57: learn: 0.4332678 test: 0.4467823 best: 0.4467823 (57) total: 18.1s remaining: 4m 14s 58: learn: 0.4330662 test: 0.4466426 best: 0.4466426 (58) total: 18.3s remaining: 4m 13s 59: learn: 0.4328836 test: 0.4465207 best: 0.4465207 (59) total: 18.4s remaining: 4m 9s 60: learn: 0.4316026 test: 0.4455796 best: 0.4455796 (60) total: 18.9s remaining: 4m 11s 61: learn: 0.4313654 test: 0.4453513 best: 0.4453513 (61) total: 19s remaining: 4m 8s 62: learn: 0.4310359 test: 0.4451019 best: 0.4451019 (62) total: 19.4s remaining: 4m 10s 63: learn: 0.4307656 test: 0.4448657 best: 0.4448657 (63) total: 19.5s remaining: 4m 7s 64: learn: 0.4298619 test: 0.4440919 best: 0.4440919 (64) total: 20s remaining: 4m 9s 65: learn: 0.4297887 test: 0.4440360 best: 0.4440360 (65) total: 20.1s remaining: 4m 6s 66: learn: 0.4297270 test: 0.4439787 best: 0.4439787 (66) total: 20.2s remaining: 4m 3s 67: learn: 0.4292097 test: 0.4436736 best: 0.4436736 (67) total: 20.7s remaining: 4m 5s 68: learn: 0.4292045 test: 0.4436697 best: 0.4436697 (68) total: 20.7s remaining: 4m 2s 69: learn: 0.4291566 test: 0.4436254 best: 0.4436254 (69) total: 20.8s remaining: 3m 58s 70: learn: 0.4279612 test: 0.4428419 best: 0.4428419 (70) total: 21.2s remaining: 4m 71: learn: 0.4278920 test: 0.4427811 best: 0.4427811 (71) total: 21.4s remaining: 3m 58s 72: learn: 0.4278454 test: 0.4427511 best: 0.4427511 (72) total: 21.5s remaining: 3m 55s 73: learn: 0.4267453 test: 0.4418171 best: 0.4418171 (73) total: 21.9s remaining: 3m 57s 74: learn: 0.4267195 test: 0.4418040 best: 0.4418040 (74) total: 21.9s remaining: 3m 54s 75: learn: 0.4262029 test: 0.4413885 best: 0.4413885 (75) total: 22.4s remaining: 3m 55s 76: learn: 0.4261767 test: 0.4413518 best: 0.4413518 (76) total: 22.4s remaining: 3m 52s 77: learn: 0.4261343 test: 0.4413096 best: 0.4413096 (77) total: 22.5s remaining: 3m 50s 78: learn: 0.4261287 test: 0.4413015 best: 0.4413015 (78) total: 22.6s remaining: 3m 47s 79: learn: 0.4259632 test: 0.4411647 best: 0.4411647 (79) total: 22.7s remaining: 3m 45s 80: learn: 0.4259567 test: 0.4411622 best: 0.4411622 (80) total: 22.8s remaining: 3m 43s 81: learn: 0.4259368 test: 0.4411456 best: 0.4411456 (81) total: 22.8s remaining: 3m 40s 82: learn: 0.4259303 test: 0.4411471 best: 0.4411456 (81) total: 22.9s remaining: 3m 38s 83: learn: 0.4259234 test: 0.4411470 best: 0.4411456 (81) total: 22.9s remaining: 3m 35s 84: learn: 0.4259178 test: 0.4411486 best: 0.4411456 (81) total: 22.9s remaining: 3m 33s 85: learn: 0.4257869 test: 0.4411202 best: 0.4411202 (85) total: 23.4s remaining: 3m 34s 86: learn: 0.4247768 test: 0.4402957 best: 0.4402957 (86) total: 23.8s remaining: 3m 35s 87: learn: 0.4245240 test: 0.4401367 best: 0.4401367 (87) total: 24.3s remaining: 3m 37s 88: learn: 0.4244942 test: 0.4401340 best: 0.4401340 (88) total: 24.4s remaining: 3m 35s 89: learn: 0.4244752 test: 0.4401224 best: 0.4401224 (89) total: 24.4s remaining: 3m 32s 90: learn: 0.4228966 test: 0.4386648 best: 0.4386648 (90) total: 24.9s remaining: 3m 34s 91: learn: 0.4224353 test: 0.4382817 best: 0.4382817 (91) total: 25.4s remaining: 3m 36s 92: learn: 0.4224145 test: 0.4382749 best: 0.4382749 (92) total: 25.5s remaining: 3m 34s 93: learn: 0.4213159 test: 0.4372763 best: 0.4372763 (93) total: 26s remaining: 3m 36s 94: learn: 0.4212971 test: 0.4372720 best: 0.4372720 (94) total: 26.1s remaining: 3m 34s 95: learn: 0.4212301 test: 0.4372624 best: 0.4372624 (95) total: 26.1s remaining: 3m 32s 96: learn: 0.4212270 test: 0.4372622 best: 0.4372622 (96) total: 26.2s remaining: 3m 29s 97: learn: 0.4211688 test: 0.4372067 best: 0.4372067 (97) total: 26.2s remaining: 3m 28s 98: learn: 0.4211665 test: 0.4372067 best: 0.4372067 (97) total: 26.3s remaining: 3m 25s 99: learn: 0.4211355 test: 0.4371794 best: 0.4371794 (99) total: 26.5s remaining: 3m 25s 100: learn: 0.4211335 test: 0.4371795 best: 0.4371794 (99) total: 26.5s remaining: 3m 23s 101: learn: 0.4211328 test: 0.4371795 best: 0.4371794 (99) total: 26.6s remaining: 3m 21s 102: learn: 0.4208315 test: 0.4369564 best: 0.4369564 (102) total: 27s remaining: 3m 22s 103: learn: 0.4201084 test: 0.4362962 best: 0.4362962 (103) total: 27.4s remaining: 3m 23s 104: learn: 0.4200977 test: 0.4362846 best: 0.4362846 (104) total: 27.5s remaining: 3m 21s 105: learn: 0.4200966 test: 0.4362837 best: 0.4362837 (105) total: 27.5s remaining: 3m 19s 106: learn: 0.4195907 test: 0.4360524 best: 0.4360524 (106) total: 28s remaining: 3m 21s 107: learn: 0.4195334 test: 0.4360052 best: 0.4360052 (107) total: 28.5s remaining: 3m 22s 108: learn: 0.4195328 test: 0.4360052 best: 0.4360052 (107) total: 28.5s remaining: 3m 20s 109: learn: 0.4195214 test: 0.4360001 best: 0.4360001 (109) total: 28.6s remaining: 3m 19s 110: learn: 0.4195207 test: 0.4359980 best: 0.4359980 (110) total: 28.6s remaining: 3m 17s 111: learn: 0.4194921 test: 0.4360108 best: 0.4359980 (110) total: 28.7s remaining: 3m 15s 112: learn: 0.4194921 test: 0.4360108 best: 0.4359980 (110) total: 28.8s remaining: 3m 13s 113: learn: 0.4194725 test: 0.4360022 best: 0.4359980 (110) total: 28.8s remaining: 3m 12s 114: learn: 0.4182787 test: 0.4353336 best: 0.4353336 (114) total: 29.3s remaining: 3m 13s 115: learn: 0.4175279 test: 0.4348491 best: 0.4348491 (115) total: 29.7s remaining: 3m 14s 116: learn: 0.4167172 test: 0.4341086 best: 0.4341086 (116) total: 30.2s remaining: 3m 15s 117: learn: 0.4167075 test: 0.4341088 best: 0.4341086 (116) total: 30.3s remaining: 3m 14s 118: learn: 0.4167049 test: 0.4341053 best: 0.4341053 (118) total: 30.4s remaining: 3m 12s 119: learn: 0.4157750 test: 0.4335691 best: 0.4335691 (119) total: 30.9s remaining: 3m 14s 120: learn: 0.4157379 test: 0.4335599 best: 0.4335599 (120) total: 31.5s remaining: 3m 16s 121: learn: 0.4157374 test: 0.4335600 best: 0.4335599 (120) total: 31.5s remaining: 3m 14s 122: learn: 0.4157211 test: 0.4335549 best: 0.4335549 (122) total: 31.7s remaining: 3m 13s 123: learn: 0.4157027 test: 0.4335547 best: 0.4335547 (123) total: 31.8s remaining: 3m 12s 124: learn: 0.4157021 test: 0.4335518 best: 0.4335518 (124) total: 31.9s remaining: 3m 11s 125: learn: 0.4155512 test: 0.4334478 best: 0.4334478 (125) total: 32.4s remaining: 3m 12s 126: learn: 0.4155252 test: 0.4334373 best: 0.4334373 (126) total: 32.6s remaining: 3m 12s 127: learn: 0.4155236 test: 0.4334373 best: 0.4334373 (126) total: 32.6s remaining: 3m 10s 128: learn: 0.4154950 test: 0.4334187 best: 0.4334187 (128) total: 33.2s remaining: 3m 11s 129: learn: 0.4154802 test: 0.4334181 best: 0.4334181 (129) total: 33.4s remaining: 3m 11s 130: learn: 0.4154278 test: 0.4333884 best: 0.4333884 (130) total: 33.9s remaining: 3m 12s 131: learn: 0.4154247 test: 0.4333913 best: 0.4333884 (130) total: 34s remaining: 3m 11s 132: learn: 0.4154165 test: 0.4333735 best: 0.4333735 (132) total: 34s remaining: 3m 9s 133: learn: 0.4153929 test: 0.4333683 best: 0.4333683 (133) total: 34.6s remaining: 3m 11s 134: learn: 0.4152513 test: 0.4332220 best: 0.4332220 (134) total: 35.1s remaining: 3m 12s 135: learn: 0.4136837 test: 0.4319516 best: 0.4319516 (135) total: 35.5s remaining: 3m 12s 136: learn: 0.4136810 test: 0.4319438 best: 0.4319438 (136) total: 35.6s remaining: 3m 11s 137: learn: 0.4136789 test: 0.4319423 best: 0.4319423 (137) total: 35.7s remaining: 3m 10s 138: learn: 0.4136764 test: 0.4319423 best: 0.4319423 (137) total: 35.8s remaining: 3m 9s 139: learn: 0.4135955 test: 0.4318527 best: 0.4318527 (139) total: 36.3s remaining: 3m 10s 140: learn: 0.4135756 test: 0.4318513 best: 0.4318513 (140) total: 36.8s remaining: 3m 11s 141: learn: 0.4135750 test: 0.4318509 best: 0.4318509 (141) total: 37s remaining: 3m 10s 142: learn: 0.4135624 test: 0.4318494 best: 0.4318494 (142) total: 37.5s remaining: 3m 11s 143: learn: 0.4134816 test: 0.4318223 best: 0.4318223 (143) total: 37.9s remaining: 3m 12s 144: learn: 0.4134811 test: 0.4318222 best: 0.4318222 (144) total: 38.1s remaining: 3m 11s 145: learn: 0.4134603 test: 0.4318107 best: 0.4318107 (145) total: 38.6s remaining: 3m 12s 146: learn: 0.4134467 test: 0.4318113 best: 0.4318107 (145) total: 39.1s remaining: 3m 13s 147: learn: 0.4134367 test: 0.4318111 best: 0.4318107 (145) total: 39.3s remaining: 3m 12s 148: learn: 0.4134317 test: 0.4318117 best: 0.4318107 (145) total: 39.4s remaining: 3m 12s 149: learn: 0.4129598 test: 0.4314827 best: 0.4314827 (149) total: 39.9s remaining: 3m 12s 150: learn: 0.4129597 test: 0.4314827 best: 0.4314827 (149) total: 40s remaining: 3m 11s 151: learn: 0.4129327 test: 0.4314717 best: 0.4314717 (151) total: 40.5s remaining: 3m 12s 152: learn: 0.4129254 test: 0.4314672 best: 0.4314672 (152) total: 41s remaining: 3m 13s 153: learn: 0.4127739 test: 0.4313915 best: 0.4313915 (153) total: 41.5s remaining: 3m 14s 154: learn: 0.4127397 test: 0.4313896 best: 0.4313896 (154) total: 42.1s remaining: 3m 15s 155: learn: 0.4127344 test: 0.4313931 best: 0.4313896 (154) total: 42.3s remaining: 3m 15s 156: learn: 0.4127285 test: 0.4313930 best: 0.4313896 (154) total: 42.9s remaining: 3m 16s 157: learn: 0.4126893 test: 0.4313980 best: 0.4313896 (154) total: 43.4s remaining: 3m 16s 158: learn: 0.4126680 test: 0.4313882 best: 0.4313882 (158) total: 44s remaining: 3m 17s 159: learn: 0.4126167 test: 0.4313577 best: 0.4313577 (159) total: 44.4s remaining: 3m 18s 160: learn: 0.4126082 test: 0.4313562 best: 0.4313562 (160) total: 45s remaining: 3m 19s 161: learn: 0.4126061 test: 0.4313597 best: 0.4313562 (160) total: 45.1s remaining: 3m 18s 162: learn: 0.4126034 test: 0.4313597 best: 0.4313562 (160) total: 45.2s remaining: 3m 17s 163: learn: 0.4125575 test: 0.4313511 best: 0.4313511 (163) total: 45.6s remaining: 3m 17s 164: learn: 0.4125331 test: 0.4313446 best: 0.4313446 (164) total: 46.1s remaining: 3m 18s 165: learn: 0.4125208 test: 0.4313408 best: 0.4313408 (165) total: 46.7s remaining: 3m 19s 166: learn: 0.4125020 test: 0.4313151 best: 0.4313151 (166) total: 47.2s remaining: 3m 20s 167: learn: 0.4124878 test: 0.4313184 best: 0.4313151 (166) total: 47.8s remaining: 3m 21s 168: learn: 0.4124592 test: 0.4312828 best: 0.4312828 (168) total: 48.3s remaining: 3m 21s 169: learn: 0.4124526 test: 0.4312872 best: 0.4312828 (168) total: 48.8s remaining: 3m 22s 170: learn: 0.4124506 test: 0.4312905 best: 0.4312828 (168) total: 49.1s remaining: 3m 22s 171: learn: 0.4124487 test: 0.4312942 best: 0.4312828 (168) total: 49.5s remaining: 3m 22s 172: learn: 0.4124486 test: 0.4312942 best: 0.4312828 (168) total: 49.8s remaining: 3m 22s 173: learn: 0.4124471 test: 0.4312969 best: 0.4312828 (168) total: 49.8s remaining: 3m 20s 174: learn: 0.4124066 test: 0.4312584 best: 0.4312584 (174) total: 50.4s remaining: 3m 21s 175: learn: 0.4124066 test: 0.4312584 best: 0.4312584 (174) total: 50.4s remaining: 3m 20s 176: learn: 0.4124066 test: 0.4312584 best: 0.4312584 (174) total: 50.5s remaining: 3m 19s 177: learn: 0.4124053 test: 0.4312614 best: 0.4312584 (174) total: 50.6s remaining: 3m 18s 178: learn: 0.4122249 test: 0.4311087 best: 0.4311087 (178) total: 51.1s remaining: 3m 18s 179: learn: 0.4122241 test: 0.4311092 best: 0.4311087 (178) total: 51.6s remaining: 3m 19s 180: learn: 0.4122240 test: 0.4311099 best: 0.4311087 (178) total: 51.7s remaining: 3m 18s 181: learn: 0.4122106 test: 0.4311115 best: 0.4311087 (178) total: 52.2s remaining: 3m 18s 182: learn: 0.4122105 test: 0.4311115 best: 0.4311087 (178) total: 52.3s remaining: 3m 17s 183: learn: 0.4121847 test: 0.4311078 best: 0.4311078 (183) total: 52.7s remaining: 3m 17s 184: learn: 0.4121796 test: 0.4310983 best: 0.4310983 (184) total: 53.3s remaining: 3m 18s 185: learn: 0.4121796 test: 0.4310983 best: 0.4310983 (184) total: 53.3s remaining: 3m 17s 186: learn: 0.4121601 test: 0.4310984 best: 0.4310983 (184) total: 53.4s remaining: 3m 16s 187: learn: 0.4121499 test: 0.4310993 best: 0.4310983 (184) total: 53.9s remaining: 3m 17s 188: learn: 0.4121473 test: 0.4311034 best: 0.4310983 (184) total: 54.4s remaining: 3m 17s 189: learn: 0.4121461 test: 0.4311063 best: 0.4310983 (184) total: 54.7s remaining: 3m 17s 190: learn: 0.4121451 test: 0.4311090 best: 0.4310983 (184) total: 54.8s remaining: 3m 16s 191: learn: 0.4121451 test: 0.4311090 best: 0.4310983 (184) total: 54.9s remaining: 3m 15s 192: learn: 0.4121444 test: 0.4311098 best: 0.4310983 (184) total: 55.2s remaining: 3m 14s 193: learn: 0.4121443 test: 0.4311103 best: 0.4310983 (184) total: 55.3s remaining: 3m 14s 194: learn: 0.4121288 test: 0.4311109 best: 0.4310983 (184) total: 55.5s remaining: 3m 13s 195: learn: 0.4121260 test: 0.4311108 best: 0.4310983 (184) total: 55.6s remaining: 3m 12s 196: learn: 0.4121077 test: 0.4310624 best: 0.4310624 (196) total: 56.1s remaining: 3m 13s 197: learn: 0.4121017 test: 0.4310662 best: 0.4310624 (196) total: 56.7s remaining: 3m 13s 198: learn: 0.4120965 test: 0.4310665 best: 0.4310624 (196) total: 57.2s remaining: 3m 14s 199: learn: 0.4120832 test: 0.4310663 best: 0.4310624 (196) total: 57.7s remaining: 3m 14s 200: learn: 0.4120824 test: 0.4310688 best: 0.4310624 (196) total: 57.9s remaining: 3m 14s 201: learn: 0.4120694 test: 0.4310696 best: 0.4310624 (196) total: 58.2s remaining: 3m 13s 202: learn: 0.4120666 test: 0.4310737 best: 0.4310624 (196) total: 58.7s remaining: 3m 14s 203: learn: 0.4120559 test: 0.4310738 best: 0.4310624 (196) total: 58.9s remaining: 3m 13s 204: learn: 0.4120075 test: 0.4310257 best: 0.4310257 (204) total: 59.4s remaining: 3m 14s 205: learn: 0.4120031 test: 0.4310260 best: 0.4310257 (204) total: 59.9s remaining: 3m 14s 206: learn: 0.4120031 test: 0.4310260 best: 0.4310257 (204) total: 60s remaining: 3m 13s 207: learn: 0.4120007 test: 0.4310285 best: 0.4310257 (204) total: 1m remaining: 3m 13s 208: learn: 0.4119897 test: 0.4310288 best: 0.4310257 (204) total: 1m remaining: 3m 14s 209: learn: 0.4119873 test: 0.4310297 best: 0.4310257 (204) total: 1m 1s remaining: 3m 14s 210: learn: 0.4119719 test: 0.4310331 best: 0.4310257 (204) total: 1m 2s remaining: 3m 15s 211: learn: 0.4119460 test: 0.4310313 best: 0.4310257 (204) total: 1m 2s remaining: 3m 15s 212: learn: 0.4119379 test: 0.4310318 best: 0.4310257 (204) total: 1m 2s remaining: 3m 15s 213: learn: 0.4109514 test: 0.4302476 best: 0.4302476 (213) total: 1m 3s remaining: 3m 15s 214: learn: 0.4109446 test: 0.4302483 best: 0.4302476 (213) total: 1m 3s remaining: 3m 15s 215: learn: 0.4109434 test: 0.4302483 best: 0.4302476 (213) total: 1m 3s remaining: 3m 15s 216: learn: 0.4109378 test: 0.4302491 best: 0.4302476 (213) total: 1m 4s remaining: 3m 15s 217: learn: 0.4109333 test: 0.4302497 best: 0.4302476 (213) total: 1m 4s remaining: 3m 15s 218: learn: 0.4109295 test: 0.4302504 best: 0.4302476 (213) total: 1m 5s remaining: 3m 15s 219: learn: 0.4108140 test: 0.4302325 best: 0.4302325 (219) total: 1m 5s remaining: 3m 16s 220: learn: 0.4108128 test: 0.4302320 best: 0.4302320 (220) total: 1m 6s remaining: 3m 16s 221: learn: 0.4108106 test: 0.4302356 best: 0.4302320 (220) total: 1m 6s remaining: 3m 16s 222: learn: 0.4108093 test: 0.4302348 best: 0.4302320 (220) total: 1m 7s remaining: 3m 17s 223: learn: 0.4108059 test: 0.4302354 best: 0.4302320 (220) total: 1m 7s remaining: 3m 17s 224: learn: 0.4108051 test: 0.4302369 best: 0.4302320 (220) total: 1m 8s remaining: 3m 17s 225: learn: 0.4107992 test: 0.4302263 best: 0.4302263 (225) total: 1m 8s remaining: 3m 18s 226: learn: 0.4107963 test: 0.4302264 best: 0.4302263 (225) total: 1m 9s remaining: 3m 18s 227: learn: 0.4107937 test: 0.4302270 best: 0.4302263 (225) total: 1m 9s remaining: 3m 18s 228: learn: 0.4107128 test: 0.4301800 best: 0.4301800 (228) total: 1m 10s remaining: 3m 18s 229: learn: 0.4107104 test: 0.4301806 best: 0.4301800 (228) total: 1m 10s remaining: 3m 18s 230: learn: 0.4107093 test: 0.4301831 best: 0.4301800 (228) total: 1m 10s remaining: 3m 17s 231: learn: 0.4099729 test: 0.4297279 best: 0.4297279 (231) total: 1m 11s remaining: 3m 18s 232: learn: 0.4099703 test: 0.4297278 best: 0.4297278 (232) total: 1m 11s remaining: 3m 18s 233: learn: 0.4099600 test: 0.4297279 best: 0.4297278 (232) total: 1m 12s remaining: 3m 18s 234: learn: 0.4099578 test: 0.4297280 best: 0.4297278 (232) total: 1m 12s remaining: 3m 18s 235: learn: 0.4099568 test: 0.4297280 best: 0.4297278 (232) total: 1m 12s remaining: 3m 17s 236: learn: 0.4093566 test: 0.4292392 best: 0.4292392 (236) total: 1m 13s remaining: 3m 17s 237: learn: 0.4093551 test: 0.4292389 best: 0.4292389 (237) total: 1m 13s remaining: 3m 17s 238: learn: 0.4093422 test: 0.4292415 best: 0.4292389 (237) total: 1m 14s remaining: 3m 18s 239: learn: 0.4093420 test: 0.4292420 best: 0.4292389 (237) total: 1m 14s remaining: 3m 17s 240: learn: 0.4093396 test: 0.4292420 best: 0.4292389 (237) total: 1m 14s remaining: 3m 17s 241: learn: 0.4093380 test: 0.4292425 best: 0.4292389 (237) total: 1m 15s remaining: 3m 17s 242: learn: 0.4093374 test: 0.4292427 best: 0.4292389 (237) total: 1m 16s remaining: 3m 17s 243: learn: 0.4093357 test: 0.4292433 best: 0.4292389 (237) total: 1m 16s remaining: 3m 17s 244: learn: 0.4093121 test: 0.4292389 best: 0.4292389 (237) total: 1m 17s remaining: 3m 18s 245: learn: 0.4093098 test: 0.4292395 best: 0.4292389 (237) total: 1m 17s remaining: 3m 18s 246: learn: 0.4093085 test: 0.4292400 best: 0.4292389 (237) total: 1m 18s remaining: 3m 18s 247: learn: 0.4093083 test: 0.4292400 best: 0.4292389 (237) total: 1m 18s remaining: 3m 17s 248: learn: 0.4090926 test: 0.4290986 best: 0.4290986 (248) total: 1m 18s remaining: 3m 17s 249: learn: 0.4090921 test: 0.4290986 best: 0.4290986 (249) total: 1m 19s remaining: 3m 17s 250: learn: 0.4090907 test: 0.4290987 best: 0.4290986 (249) total: 1m 19s remaining: 3m 17s 251: learn: 0.4090844 test: 0.4290930 best: 0.4290930 (251) total: 1m 19s remaining: 3m 17s 252: learn: 0.4090843 test: 0.4290931 best: 0.4290930 (251) total: 1m 20s remaining: 3m 17s 253: learn: 0.4090838 test: 0.4290932 best: 0.4290930 (251) total: 1m 20s remaining: 3m 17s 254: learn: 0.4090646 test: 0.4290868 best: 0.4290868 (254) total: 1m 21s remaining: 3m 17s 255: learn: 0.4090587 test: 0.4290851 best: 0.4290851 (255) total: 1m 21s remaining: 3m 18s 256: learn: 0.4090578 test: 0.4290852 best: 0.4290851 (255) total: 1m 22s remaining: 3m 17s 257: learn: 0.4090573 test: 0.4290852 best: 0.4290851 (255) total: 1m 22s remaining: 3m 16s 258: learn: 0.4090572 test: 0.4290853 best: 0.4290851 (255) total: 1m 22s remaining: 3m 15s 259: learn: 0.4090558 test: 0.4290854 best: 0.4290851 (255) total: 1m 22s remaining: 3m 16s 260: learn: 0.4090552 test: 0.4290860 best: 0.4290851 (255) total: 1m 23s remaining: 3m 16s 261: learn: 0.4090499 test: 0.4290798 best: 0.4290798 (261) total: 1m 23s remaining: 3m 16s 262: learn: 0.4090499 test: 0.4290798 best: 0.4290798 (261) total: 1m 23s remaining: 3m 15s 263: learn: 0.4090498 test: 0.4290798 best: 0.4290798 (261) total: 1m 24s remaining: 3m 15s 264: learn: 0.4090188 test: 0.4290795 best: 0.4290795 (264) total: 1m 24s remaining: 3m 15s 265: learn: 0.4090089 test: 0.4290801 best: 0.4290795 (264) total: 1m 25s remaining: 3m 15s 266: learn: 0.4090087 test: 0.4290811 best: 0.4290795 (264) total: 1m 25s remaining: 3m 15s 267: learn: 0.4090087 test: 0.4290814 best: 0.4290795 (264) total: 1m 26s remaining: 3m 15s 268: learn: 0.4090056 test: 0.4290805 best: 0.4290795 (264) total: 1m 26s remaining: 3m 15s 269: learn: 0.4089864 test: 0.4290791 best: 0.4290791 (269) total: 1m 27s remaining: 3m 15s 270: learn: 0.4089853 test: 0.4290793 best: 0.4290791 (269) total: 1m 27s remaining: 3m 15s 271: learn: 0.4084766 test: 0.4287559 best: 0.4287559 (271) total: 1m 28s remaining: 3m 15s 272: learn: 0.4084734 test: 0.4287568 best: 0.4287559 (271) total: 1m 28s remaining: 3m 15s 273: learn: 0.4084723 test: 0.4287568 best: 0.4287559 (271) total: 1m 29s remaining: 3m 16s 274: learn: 0.4084721 test: 0.4287567 best: 0.4287559 (271) total: 1m 29s remaining: 3m 16s 275: learn: 0.4071897 test: 0.4275068 best: 0.4275068 (275) total: 1m 30s remaining: 3m 16s 276: learn: 0.4071868 test: 0.4275066 best: 0.4275066 (276) total: 1m 30s remaining: 3m 16s 277: learn: 0.4071855 test: 0.4275100 best: 0.4275066 (276) total: 1m 31s remaining: 3m 16s 278: learn: 0.4071481 test: 0.4274875 best: 0.4274875 (278) total: 1m 32s remaining: 3m 16s 279: learn: 0.4064855 test: 0.4272238 best: 0.4272238 (279) total: 1m 32s remaining: 3m 16s 280: learn: 0.4064853 test: 0.4272240 best: 0.4272238 (279) total: 1m 33s remaining: 3m 16s 281: learn: 0.4055930 test: 0.4264667 best: 0.4264667 (281) total: 1m 33s remaining: 3m 16s 282: learn: 0.4055922 test: 0.4264685 best: 0.4264667 (281) total: 1m 34s remaining: 3m 16s 283: learn: 0.4055637 test: 0.4264653 best: 0.4264653 (283) total: 1m 34s remaining: 3m 16s 284: learn: 0.4055630 test: 0.4264654 best: 0.4264653 (283) total: 1m 35s remaining: 3m 17s 285: learn: 0.4055614 test: 0.4264656 best: 0.4264653 (283) total: 1m 35s remaining: 3m 17s 286: learn: 0.4055611 test: 0.4264656 best: 0.4264653 (283) total: 1m 36s remaining: 3m 17s 287: learn: 0.4055562 test: 0.4264688 best: 0.4264653 (283) total: 1m 36s remaining: 3m 17s 288: learn: 0.4055562 test: 0.4264693 best: 0.4264653 (283) total: 1m 37s remaining: 3m 17s 289: learn: 0.4055525 test: 0.4264725 best: 0.4264653 (283) total: 1m 37s remaining: 3m 17s 290: learn: 0.4055522 test: 0.4264726 best: 0.4264653 (283) total: 1m 38s remaining: 3m 17s 291: learn: 0.4055480 test: 0.4264741 best: 0.4264653 (283) total: 1m 38s remaining: 3m 17s 292: learn: 0.4055426 test: 0.4264784 best: 0.4264653 (283) total: 1m 39s remaining: 3m 17s 293: learn: 0.4055425 test: 0.4264783 best: 0.4264653 (283) total: 1m 39s remaining: 3m 17s 294: learn: 0.4055413 test: 0.4264773 best: 0.4264653 (283) total: 1m 40s remaining: 3m 17s 295: learn: 0.4055356 test: 0.4264760 best: 0.4264653 (283) total: 1m 40s remaining: 3m 17s 296: learn: 0.4055268 test: 0.4264640 best: 0.4264640 (296) total: 1m 41s remaining: 3m 17s 297: learn: 0.4055107 test: 0.4264701 best: 0.4264640 (296) total: 1m 41s remaining: 3m 17s 298: learn: 0.4055102 test: 0.4264713 best: 0.4264640 (296) total: 1m 42s remaining: 3m 17s 299: learn: 0.4055054 test: 0.4264760 best: 0.4264640 (296) total: 1m 42s remaining: 3m 17s 300: learn: 0.4054977 test: 0.4264758 best: 0.4264640 (296) total: 1m 43s remaining: 3m 16s 301: learn: 0.4054968 test: 0.4264772 best: 0.4264640 (296) total: 1m 43s remaining: 3m 16s 302: learn: 0.4054938 test: 0.4264755 best: 0.4264640 (296) total: 1m 44s remaining: 3m 16s 303: learn: 0.4054867 test: 0.4264754 best: 0.4264640 (296) total: 1m 44s remaining: 3m 15s 304: learn: 0.4054857 test: 0.4264752 best: 0.4264640 (296) total: 1m 44s remaining: 3m 15s 305: learn: 0.4054854 test: 0.4264753 best: 0.4264640 (296) total: 1m 44s remaining: 3m 15s 306: learn: 0.4054764 test: 0.4264751 best: 0.4264640 (296) total: 1m 45s remaining: 3m 15s 307: learn: 0.4054510 test: 0.4264753 best: 0.4264640 (296) total: 1m 45s remaining: 3m 15s 308: learn: 0.4054449 test: 0.4264751 best: 0.4264640 (296) total: 1m 46s remaining: 3m 14s 309: learn: 0.4054280 test: 0.4264734 best: 0.4264640 (296) total: 1m 46s remaining: 3m 14s 310: learn: 0.4054278 test: 0.4264738 best: 0.4264640 (296) total: 1m 46s remaining: 3m 13s 311: learn: 0.4054275 test: 0.4264743 best: 0.4264640 (296) total: 1m 47s remaining: 3m 13s 312: learn: 0.4054274 test: 0.4264747 best: 0.4264640 (296) total: 1m 47s remaining: 3m 13s 313: learn: 0.4054253 test: 0.4264749 best: 0.4264640 (296) total: 1m 48s remaining: 3m 13s 314: learn: 0.4048363 test: 0.4259850 best: 0.4259850 (314) total: 1m 48s remaining: 3m 13s 315: learn: 0.4048362 test: 0.4259855 best: 0.4259850 (314) total: 1m 49s remaining: 3m 13s 316: learn: 0.4048361 test: 0.4259855 best: 0.4259850 (314) total: 1m 49s remaining: 3m 13s 317: learn: 0.4047929 test: 0.4259799 best: 0.4259799 (317) total: 1m 50s remaining: 3m 12s 318: learn: 0.4047928 test: 0.4259803 best: 0.4259799 (317) total: 1m 50s remaining: 3m 12s 319: learn: 0.4047924 test: 0.4259827 best: 0.4259799 (317) total: 1m 51s remaining: 3m 12s 320: learn: 0.4047887 test: 0.4259863 best: 0.4259799 (317) total: 1m 51s remaining: 3m 12s 321: learn: 0.4047872 test: 0.4259865 best: 0.4259799 (317) total: 1m 52s remaining: 3m 12s 322: learn: 0.4047867 test: 0.4259865 best: 0.4259799 (317) total: 1m 52s remaining: 3m 12s 323: learn: 0.4047864 test: 0.4259869 best: 0.4259799 (317) total: 1m 53s remaining: 3m 12s 324: learn: 0.4047671 test: 0.4259751 best: 0.4259751 (324) total: 1m 53s remaining: 3m 12s 325: learn: 0.4047638 test: 0.4259739 best: 0.4259739 (325) total: 1m 54s remaining: 3m 12s 326: learn: 0.4047637 test: 0.4259739 best: 0.4259739 (325) total: 1m 54s remaining: 3m 11s 327: learn: 0.4047633 test: 0.4259747 best: 0.4259739 (325) total: 1m 54s remaining: 3m 11s 328: learn: 0.4047601 test: 0.4259780 best: 0.4259739 (325) total: 1m 54s remaining: 3m 10s 329: learn: 0.4047551 test: 0.4259783 best: 0.4259739 (325) total: 1m 55s remaining: 3m 10s 330: learn: 0.4047551 test: 0.4259787 best: 0.4259739 (325) total: 1m 55s remaining: 3m 10s 331: learn: 0.4047550 test: 0.4259791 best: 0.4259739 (325) total: 1m 56s remaining: 3m 10s 332: learn: 0.4047497 test: 0.4259808 best: 0.4259739 (325) total: 1m 56s remaining: 3m 10s 333: learn: 0.4047495 test: 0.4259808 best: 0.4259739 (325) total: 1m 57s remaining: 3m 9s 334: learn: 0.4047484 test: 0.4259819 best: 0.4259739 (325) total: 1m 57s remaining: 3m 9s 335: learn: 0.4047482 test: 0.4259819 best: 0.4259739 (325) total: 1m 57s remaining: 3m 8s 336: learn: 0.4047480 test: 0.4259824 best: 0.4259739 (325) total: 1m 57s remaining: 3m 8s 337: learn: 0.4047395 test: 0.4259828 best: 0.4259739 (325) total: 1m 58s remaining: 3m 7s 338: learn: 0.4047373 test: 0.4259834 best: 0.4259739 (325) total: 1m 58s remaining: 3m 7s 339: learn: 0.4047373 test: 0.4259834 best: 0.4259739 (325) total: 1m 58s remaining: 3m 7s 340: learn: 0.4047372 test: 0.4259835 best: 0.4259739 (325) total: 1m 58s remaining: 3m 6s 341: learn: 0.4047368 test: 0.4259835 best: 0.4259739 (325) total: 1m 59s remaining: 3m 5s 342: learn: 0.4047364 test: 0.4259837 best: 0.4259739 (325) total: 1m 59s remaining: 3m 5s 343: learn: 0.4047364 test: 0.4259841 best: 0.4259739 (325) total: 2m remaining: 3m 5s 344: learn: 0.4045467 test: 0.4258857 best: 0.4258857 (344) total: 2m remaining: 3m 5s 345: learn: 0.4045466 test: 0.4258859 best: 0.4258857 (344) total: 2m 1s remaining: 3m 5s 346: learn: 0.4045464 test: 0.4258863 best: 0.4258857 (344) total: 2m 1s remaining: 3m 5s 347: learn: 0.4045459 test: 0.4258882 best: 0.4258857 (344) total: 2m 2s remaining: 3m 5s 348: learn: 0.4045458 test: 0.4258886 best: 0.4258857 (344) total: 2m 2s remaining: 3m 5s 349: learn: 0.4045436 test: 0.4258888 best: 0.4258857 (344) total: 2m 3s remaining: 3m 4s 350: learn: 0.4045434 test: 0.4258892 best: 0.4258857 (344) total: 2m 3s remaining: 3m 4s 351: learn: 0.4045411 test: 0.4258882 best: 0.4258857 (344) total: 2m 3s remaining: 3m 4s 352: learn: 0.4045407 test: 0.4258886 best: 0.4258857 (344) total: 2m 4s remaining: 3m 4s 353: learn: 0.4045403 test: 0.4258891 best: 0.4258857 (344) total: 2m 5s remaining: 3m 4s 354: learn: 0.4045403 test: 0.4258894 best: 0.4258857 (344) total: 2m 5s remaining: 3m 3s 355: learn: 0.4045383 test: 0.4258894 best: 0.4258857 (344) total: 2m 6s remaining: 3m 3s 356: learn: 0.4045383 test: 0.4258894 best: 0.4258857 (344) total: 2m 6s remaining: 3m 3s 357: learn: 0.4045382 test: 0.4258894 best: 0.4258857 (344) total: 2m 6s remaining: 3m 2s 358: learn: 0.4045382 test: 0.4258896 best: 0.4258857 (344) total: 2m 6s remaining: 3m 2s 359: learn: 0.4045381 test: 0.4258895 best: 0.4258857 (344) total: 2m 7s remaining: 3m 2s 360: learn: 0.4045363 test: 0.4258895 best: 0.4258857 (344) total: 2m 7s remaining: 3m 1s 361: learn: 0.4045345 test: 0.4258895 best: 0.4258857 (344) total: 2m 7s remaining: 3m 1s 362: learn: 0.4045344 test: 0.4258897 best: 0.4258857 (344) total: 2m 8s remaining: 3m 1s 363: learn: 0.4045343 test: 0.4258901 best: 0.4258857 (344) total: 2m 8s remaining: 3m 1s 364: learn: 0.4045342 test: 0.4258901 best: 0.4258857 (344) total: 2m 9s remaining: 3m 365: learn: 0.4045279 test: 0.4258905 best: 0.4258857 (344) total: 2m 9s remaining: 3m 366: learn: 0.4045240 test: 0.4258917 best: 0.4258857 (344) total: 2m 10s remaining: 3m 367: learn: 0.4045180 test: 0.4258935 best: 0.4258857 (344) total: 2m 10s remaining: 3m 368: learn: 0.4045179 test: 0.4258939 best: 0.4258857 (344) total: 2m 11s remaining: 2m 59s 369: learn: 0.4045179 test: 0.4258939 best: 0.4258857 (344) total: 2m 11s remaining: 2m 59s 370: learn: 0.4045106 test: 0.4259006 best: 0.4258857 (344) total: 2m 11s remaining: 2m 58s 371: learn: 0.4044781 test: 0.4258823 best: 0.4258823 (371) total: 2m 12s remaining: 2m 58s 372: learn: 0.4044781 test: 0.4258825 best: 0.4258823 (371) total: 2m 12s remaining: 2m 58s 373: learn: 0.4044768 test: 0.4258840 best: 0.4258823 (371) total: 2m 13s remaining: 2m 58s 374: learn: 0.4044767 test: 0.4258842 best: 0.4258823 (371) total: 2m 13s remaining: 2m 58s 375: learn: 0.4044766 test: 0.4258845 best: 0.4258823 (371) total: 2m 14s remaining: 2m 58s 376: learn: 0.4044765 test: 0.4258861 best: 0.4258823 (371) total: 2m 14s remaining: 2m 58s 377: learn: 0.4044764 test: 0.4258865 best: 0.4258823 (371) total: 2m 15s remaining: 2m 57s 378: learn: 0.4044762 test: 0.4258867 best: 0.4258823 (371) total: 2m 15s remaining: 2m 57s 379: learn: 0.4044760 test: 0.4258871 best: 0.4258823 (371) total: 2m 16s remaining: 2m 57s 380: learn: 0.4044719 test: 0.4258870 best: 0.4258823 (371) total: 2m 16s remaining: 2m 56s 381: learn: 0.4044719 test: 0.4258870 best: 0.4258823 (371) total: 2m 16s remaining: 2m 56s 382: learn: 0.4044715 test: 0.4258862 best: 0.4258823 (371) total: 2m 17s remaining: 2m 56s 383: learn: 0.4044715 test: 0.4258862 best: 0.4258823 (371) total: 2m 17s remaining: 2m 55s 384: learn: 0.4044702 test: 0.4258863 best: 0.4258823 (371) total: 2m 17s remaining: 2m 54s 385: learn: 0.4044700 test: 0.4258876 best: 0.4258823 (371) total: 2m 17s remaining: 2m 54s 386: learn: 0.4044698 test: 0.4258878 best: 0.4258823 (371) total: 2m 18s remaining: 2m 54s 387: learn: 0.4044696 test: 0.4258880 best: 0.4258823 (371) total: 2m 18s remaining: 2m 54s 388: learn: 0.4044695 test: 0.4258881 best: 0.4258823 (371) total: 2m 19s remaining: 2m 54s 389: learn: 0.4044694 test: 0.4258895 best: 0.4258823 (371) total: 2m 19s remaining: 2m 53s 390: learn: 0.4044666 test: 0.4258903 best: 0.4258823 (371) total: 2m 20s remaining: 2m 53s 391: learn: 0.4044627 test: 0.4258738 best: 0.4258738 (391) total: 2m 20s remaining: 2m 53s 392: learn: 0.4044627 test: 0.4258739 best: 0.4258738 (391) total: 2m 20s remaining: 2m 52s 393: learn: 0.4044626 test: 0.4258741 best: 0.4258738 (391) total: 2m 21s remaining: 2m 52s 394: learn: 0.4044625 test: 0.4258741 best: 0.4258738 (391) total: 2m 21s remaining: 2m 51s 395: learn: 0.4044625 test: 0.4258742 best: 0.4258738 (391) total: 2m 21s remaining: 2m 50s 396: learn: 0.4044624 test: 0.4258753 best: 0.4258738 (391) total: 2m 21s remaining: 2m 50s 397: learn: 0.4044619 test: 0.4258762 best: 0.4258738 (391) total: 2m 22s remaining: 2m 50s 398: learn: 0.4044618 test: 0.4258769 best: 0.4258738 (391) total: 2m 22s remaining: 2m 50s 399: learn: 0.4044617 test: 0.4258774 best: 0.4258738 (391) total: 2m 23s remaining: 2m 50s 400: learn: 0.4044615 test: 0.4258780 best: 0.4258738 (391) total: 2m 23s remaining: 2m 50s 401: learn: 0.4044596 test: 0.4258809 best: 0.4258738 (391) total: 2m 24s remaining: 2m 49s 402: learn: 0.4044595 test: 0.4258820 best: 0.4258738 (391) total: 2m 24s remaining: 2m 49s 403: learn: 0.4044587 test: 0.4258820 best: 0.4258738 (391) total: 2m 25s remaining: 2m 49s 404: learn: 0.4044587 test: 0.4258821 best: 0.4258738 (391) total: 2m 25s remaining: 2m 48s 405: learn: 0.4044586 test: 0.4258823 best: 0.4258738 (391) total: 2m 26s remaining: 2m 48s 406: learn: 0.4044586 test: 0.4258827 best: 0.4258738 (391) total: 2m 26s remaining: 2m 48s 407: learn: 0.4044583 test: 0.4258835 best: 0.4258738 (391) total: 2m 26s remaining: 2m 47s 408: learn: 0.4042186 test: 0.4257200 best: 0.4257200 (408) total: 2m 27s remaining: 2m 47s 409: learn: 0.4042186 test: 0.4257201 best: 0.4257200 (408) total: 2m 27s remaining: 2m 47s 410: learn: 0.4042185 test: 0.4257210 best: 0.4257200 (408) total: 2m 27s remaining: 2m 46s 411: learn: 0.4042134 test: 0.4257287 best: 0.4257200 (408) total: 2m 28s remaining: 2m 46s 412: learn: 0.4042044 test: 0.4257356 best: 0.4257200 (408) total: 2m 28s remaining: 2m 46s 413: learn: 0.4042042 test: 0.4257357 best: 0.4257200 (408) total: 2m 29s remaining: 2m 46s 414: learn: 0.4042042 test: 0.4257357 best: 0.4257200 (408) total: 2m 29s remaining: 2m 45s 415: learn: 0.4042041 test: 0.4257357 best: 0.4257200 (408) total: 2m 29s remaining: 2m 44s 416: learn: 0.4041961 test: 0.4257267 best: 0.4257200 (408) total: 2m 29s remaining: 2m 44s 417: learn: 0.4041959 test: 0.4257268 best: 0.4257200 (408) total: 2m 30s remaining: 2m 44s 418: learn: 0.4041959 test: 0.4257268 best: 0.4257200 (408) total: 2m 30s remaining: 2m 43s 419: learn: 0.4041958 test: 0.4257268 best: 0.4257200 (408) total: 2m 30s remaining: 2m 43s 420: learn: 0.4041958 test: 0.4257277 best: 0.4257200 (408) total: 2m 31s remaining: 2m 43s 421: learn: 0.4041955 test: 0.4257277 best: 0.4257200 (408) total: 2m 31s remaining: 2m 42s 422: learn: 0.4041939 test: 0.4257276 best: 0.4257200 (408) total: 2m 31s remaining: 2m 41s 423: learn: 0.4041939 test: 0.4257285 best: 0.4257200 (408) total: 2m 31s remaining: 2m 41s 424: learn: 0.4041921 test: 0.4257297 best: 0.4257200 (408) total: 2m 32s remaining: 2m 41s 425: learn: 0.4041920 test: 0.4257300 best: 0.4257200 (408) total: 2m 32s remaining: 2m 41s 426: learn: 0.4041920 test: 0.4257300 best: 0.4257200 (408) total: 2m 33s remaining: 2m 41s 427: learn: 0.4041920 test: 0.4257300 best: 0.4257200 (408) total: 2m 33s remaining: 2m 40s 428: learn: 0.4041859 test: 0.4257309 best: 0.4257200 (408) total: 2m 34s remaining: 2m 40s 429: learn: 0.4041851 test: 0.4257341 best: 0.4257200 (408) total: 2m 34s remaining: 2m 39s 430: learn: 0.4041835 test: 0.4257401 best: 0.4257200 (408) total: 2m 34s remaining: 2m 39s 431: learn: 0.4041834 test: 0.4257404 best: 0.4257200 (408) total: 2m 35s remaining: 2m 39s 432: learn: 0.4041831 test: 0.4257404 best: 0.4257200 (408) total: 2m 35s remaining: 2m 38s 433: learn: 0.4041831 test: 0.4257404 best: 0.4257200 (408) total: 2m 35s remaining: 2m 38s 434: learn: 0.4041831 test: 0.4257410 best: 0.4257200 (408) total: 2m 36s remaining: 2m 38s 435: learn: 0.4040774 test: 0.4256863 best: 0.4256863 (435) total: 2m 36s remaining: 2m 38s 436: learn: 0.4040774 test: 0.4256870 best: 0.4256863 (435) total: 2m 37s remaining: 2m 37s 437: learn: 0.4040774 test: 0.4256870 best: 0.4256863 (435) total: 2m 37s remaining: 2m 37s 438: learn: 0.4040774 test: 0.4256871 best: 0.4256863 (435) total: 2m 37s remaining: 2m 36s 439: learn: 0.4040773 test: 0.4256871 best: 0.4256863 (435) total: 2m 38s remaining: 2m 36s 440: learn: 0.4040773 test: 0.4256871 best: 0.4256863 (435) total: 2m 38s remaining: 2m 35s 441: learn: 0.4040758 test: 0.4256871 best: 0.4256863 (435) total: 2m 38s remaining: 2m 35s 442: learn: 0.4040758 test: 0.4256872 best: 0.4256863 (435) total: 2m 39s remaining: 2m 35s 443: learn: 0.4040692 test: 0.4256872 best: 0.4256863 (435) total: 2m 39s remaining: 2m 34s 444: learn: 0.4040690 test: 0.4256872 best: 0.4256863 (435) total: 2m 39s remaining: 2m 34s 445: learn: 0.4040656 test: 0.4256878 best: 0.4256863 (435) total: 2m 40s remaining: 2m 34s 446: learn: 0.4040656 test: 0.4256878 best: 0.4256863 (435) total: 2m 40s remaining: 2m 33s 447: learn: 0.4040601 test: 0.4256891 best: 0.4256863 (435) total: 2m 40s remaining: 2m 33s 448: learn: 0.4040597 test: 0.4256899 best: 0.4256863 (435) total: 2m 41s remaining: 2m 33s 449: learn: 0.4040597 test: 0.4256899 best: 0.4256863 (435) total: 2m 41s remaining: 2m 32s 450: learn: 0.4040597 test: 0.4256899 best: 0.4256863 (435) total: 2m 41s remaining: 2m 31s 451: learn: 0.4040597 test: 0.4256899 best: 0.4256863 (435) total: 2m 41s remaining: 2m 31s 452: learn: 0.4040550 test: 0.4256861 best: 0.4256861 (452) total: 2m 41s remaining: 2m 30s 453: learn: 0.4040549 test: 0.4256861 best: 0.4256861 (452) total: 2m 42s remaining: 2m 30s 454: learn: 0.4040547 test: 0.4256868 best: 0.4256861 (452) total: 2m 42s remaining: 2m 30s 455: learn: 0.4040546 test: 0.4256868 best: 0.4256861 (452) total: 2m 43s remaining: 2m 30s 456: learn: 0.4040540 test: 0.4256867 best: 0.4256861 (452) total: 2m 43s remaining: 2m 29s 457: learn: 0.4040540 test: 0.4256868 best: 0.4256861 (452) total: 2m 43s remaining: 2m 29s 458: learn: 0.4040510 test: 0.4256904 best: 0.4256861 (452) total: 2m 44s remaining: 2m 28s 459: learn: 0.4040510 test: 0.4256910 best: 0.4256861 (452) total: 2m 44s remaining: 2m 28s 460: learn: 0.4040510 test: 0.4256912 best: 0.4256861 (452) total: 2m 45s remaining: 2m 28s 461: learn: 0.4040493 test: 0.4256912 best: 0.4256861 (452) total: 2m 45s remaining: 2m 27s 462: learn: 0.4040492 test: 0.4256917 best: 0.4256861 (452) total: 2m 45s remaining: 2m 27s 463: learn: 0.4040428 test: 0.4256904 best: 0.4256861 (452) total: 2m 46s remaining: 2m 27s 464: learn: 0.4040405 test: 0.4256883 best: 0.4256861 (452) total: 2m 46s remaining: 2m 26s 465: learn: 0.4040405 test: 0.4256883 best: 0.4256861 (452) total: 2m 46s remaining: 2m 26s 466: learn: 0.4040404 test: 0.4256885 best: 0.4256861 (452) total: 2m 47s remaining: 2m 25s 467: learn: 0.4040404 test: 0.4256891 best: 0.4256861 (452) total: 2m 47s remaining: 2m 25s 468: learn: 0.4040404 test: 0.4256892 best: 0.4256861 (452) total: 2m 47s remaining: 2m 25s 469: learn: 0.4035798 test: 0.4253937 best: 0.4253937 (469) total: 2m 48s remaining: 2m 24s 470: learn: 0.4035796 test: 0.4253937 best: 0.4253937 (469) total: 2m 48s remaining: 2m 24s 471: learn: 0.4035796 test: 0.4253939 best: 0.4253937 (469) total: 2m 48s remaining: 2m 23s 472: learn: 0.4035770 test: 0.4253940 best: 0.4253937 (469) total: 2m 48s remaining: 2m 23s 473: learn: 0.4035770 test: 0.4253940 best: 0.4253937 (469) total: 2m 48s remaining: 2m 22s 474: learn: 0.4035769 test: 0.4253937 best: 0.4253937 (474) total: 2m 49s remaining: 2m 22s 475: learn: 0.4035746 test: 0.4253937 best: 0.4253937 (474) total: 2m 49s remaining: 2m 21s 476: learn: 0.4035733 test: 0.4253937 best: 0.4253937 (474) total: 2m 49s remaining: 2m 21s 477: learn: 0.4035733 test: 0.4253937 best: 0.4253937 (474) total: 2m 49s remaining: 2m 20s 478: learn: 0.4035733 test: 0.4253937 best: 0.4253937 (474) total: 2m 49s remaining: 2m 20s 479: learn: 0.4035733 test: 0.4253938 best: 0.4253937 (474) total: 2m 49s remaining: 2m 19s 480: learn: 0.4035733 test: 0.4253938 best: 0.4253937 (474) total: 2m 50s remaining: 2m 19s 481: learn: 0.4035719 test: 0.4253938 best: 0.4253937 (474) total: 2m 50s remaining: 2m 18s 482: learn: 0.4035719 test: 0.4253938 best: 0.4253937 (474) total: 2m 50s remaining: 2m 18s 483: learn: 0.4024544 test: 0.4245237 best: 0.4245237 (483) total: 2m 50s remaining: 2m 18s 484: learn: 0.4024532 test: 0.4245238 best: 0.4245237 (483) total: 2m 51s remaining: 2m 17s 485: learn: 0.4024522 test: 0.4245255 best: 0.4245237 (483) total: 2m 51s remaining: 2m 17s 486: learn: 0.4024495 test: 0.4245269 best: 0.4245237 (483) total: 2m 52s remaining: 2m 17s 487: learn: 0.4024492 test: 0.4245272 best: 0.4245237 (483) total: 2m 52s remaining: 2m 17s 488: learn: 0.4024476 test: 0.4245272 best: 0.4245237 (483) total: 2m 52s remaining: 2m 16s 489: learn: 0.4024476 test: 0.4245272 best: 0.4245237 (483) total: 2m 53s remaining: 2m 15s 490: learn: 0.4024476 test: 0.4245272 best: 0.4245237 (483) total: 2m 53s remaining: 2m 15s 491: learn: 0.4024471 test: 0.4245268 best: 0.4245237 (483) total: 2m 53s remaining: 2m 15s 492: learn: 0.4024458 test: 0.4245268 best: 0.4245237 (483) total: 2m 53s remaining: 2m 14s 493: learn: 0.4024457 test: 0.4245270 best: 0.4245237 (483) total: 2m 54s remaining: 2m 14s 494: learn: 0.4024457 test: 0.4245273 best: 0.4245237 (483) total: 2m 54s remaining: 2m 14s 495: learn: 0.4024457 test: 0.4245274 best: 0.4245237 (483) total: 2m 55s remaining: 2m 13s 496: learn: 0.4024457 test: 0.4245274 best: 0.4245237 (483) total: 2m 55s remaining: 2m 13s 497: learn: 0.4024444 test: 0.4245274 best: 0.4245237 (483) total: 2m 55s remaining: 2m 12s 498: learn: 0.4024444 test: 0.4245274 best: 0.4245237 (483) total: 2m 55s remaining: 2m 12s 499: learn: 0.4024432 test: 0.4245290 best: 0.4245237 (483) total: 2m 55s remaining: 2m 11s 500: learn: 0.4024432 test: 0.4245290 best: 0.4245237 (483) total: 2m 55s remaining: 2m 11s 501: learn: 0.4024432 test: 0.4245291 best: 0.4245237 (483) total: 2m 56s remaining: 2m 11s 502: learn: 0.4024409 test: 0.4245290 best: 0.4245237 (483) total: 2m 56s remaining: 2m 10s 503: learn: 0.4024396 test: 0.4245289 best: 0.4245237 (483) total: 2m 57s remaining: 2m 10s 504: learn: 0.4024392 test: 0.4245288 best: 0.4245237 (483) total: 2m 58s remaining: 2m 10s 505: learn: 0.4024382 test: 0.4245308 best: 0.4245237 (483) total: 2m 58s remaining: 2m 10s 506: learn: 0.4024339 test: 0.4245341 best: 0.4245237 (483) total: 2m 59s remaining: 2m 10s 507: learn: 0.4024339 test: 0.4245346 best: 0.4245237 (483) total: 2m 59s remaining: 2m 9s 508: learn: 0.4024311 test: 0.4245344 best: 0.4245237 (483) total: 3m remaining: 2m 9s 509: learn: 0.4024311 test: 0.4245344 best: 0.4245237 (483) total: 3m remaining: 2m 8s 510: learn: 0.4024296 test: 0.4245345 best: 0.4245237 (483) total: 3m remaining: 2m 8s 511: learn: 0.4024122 test: 0.4245298 best: 0.4245237 (483) total: 3m remaining: 2m 8s 512: learn: 0.4024122 test: 0.4245298 best: 0.4245237 (483) total: 3m remaining: 2m 7s 513: learn: 0.4024122 test: 0.4245298 best: 0.4245237 (483) total: 3m 1s remaining: 2m 7s 514: learn: 0.4024122 test: 0.4245298 best: 0.4245237 (483) total: 3m 1s remaining: 2m 6s 515: learn: 0.4024122 test: 0.4245298 best: 0.4245237 (483) total: 3m 1s remaining: 2m 6s 516: learn: 0.4024122 test: 0.4245300 best: 0.4245237 (483) total: 3m 1s remaining: 2m 5s 517: learn: 0.4024121 test: 0.4245300 best: 0.4245237 (483) total: 3m 2s remaining: 2m 5s 518: learn: 0.4024107 test: 0.4245302 best: 0.4245237 (483) total: 3m 2s remaining: 2m 4s 519: learn: 0.4024090 test: 0.4245331 best: 0.4245237 (483) total: 3m 2s remaining: 2m 4s 520: learn: 0.4024084 test: 0.4245331 best: 0.4245237 (483) total: 3m 2s remaining: 2m 4s 521: learn: 0.4024084 test: 0.4245331 best: 0.4245237 (483) total: 3m 2s remaining: 2m 3s 522: learn: 0.4024084 test: 0.4245331 best: 0.4245237 (483) total: 3m 3s remaining: 2m 3s 523: learn: 0.4024084 test: 0.4245333 best: 0.4245237 (483) total: 3m 3s remaining: 2m 2s 524: learn: 0.4024084 test: 0.4245334 best: 0.4245237 (483) total: 3m 3s remaining: 2m 2s 525: learn: 0.4024084 test: 0.4245335 best: 0.4245237 (483) total: 3m 3s remaining: 2m 2s 526: learn: 0.4024084 test: 0.4245335 best: 0.4245237 (483) total: 3m 3s remaining: 2m 1s 527: learn: 0.4024060 test: 0.4245336 best: 0.4245237 (483) total: 3m 4s remaining: 2m 1s 528: learn: 0.4024055 test: 0.4245336 best: 0.4245237 (483) total: 3m 4s remaining: 2m 529: learn: 0.4024041 test: 0.4245339 best: 0.4245237 (483) total: 3m 5s remaining: 2m 530: learn: 0.4023870 test: 0.4245282 best: 0.4245237 (483) total: 3m 5s remaining: 2m 531: learn: 0.4023741 test: 0.4245293 best: 0.4245237 (483) total: 3m 6s remaining: 1m 59s 532: learn: 0.4023741 test: 0.4245293 best: 0.4245237 (483) total: 3m 6s remaining: 1m 59s 533: learn: 0.4023713 test: 0.4245287 best: 0.4245237 (483) total: 3m 7s remaining: 1m 59s 534: learn: 0.4023678 test: 0.4245279 best: 0.4245237 (483) total: 3m 7s remaining: 1m 59s 535: learn: 0.4023678 test: 0.4245279 best: 0.4245237 (483) total: 3m 8s remaining: 1m 59s 536: learn: 0.4023670 test: 0.4245297 best: 0.4245237 (483) total: 3m 8s remaining: 1m 58s 537: learn: 0.4023670 test: 0.4245299 best: 0.4245237 (483) total: 3m 8s remaining: 1m 58s 538: learn: 0.4023670 test: 0.4245299 best: 0.4245237 (483) total: 3m 9s remaining: 1m 57s 539: learn: 0.4023670 test: 0.4245300 best: 0.4245237 (483) total: 3m 9s remaining: 1m 57s 540: learn: 0.4023627 test: 0.4245364 best: 0.4245237 (483) total: 3m 9s remaining: 1m 57s 541: learn: 0.4023624 test: 0.4245371 best: 0.4245237 (483) total: 3m 10s remaining: 1m 57s 542: learn: 0.4022952 test: 0.4245211 best: 0.4245211 (542) total: 3m 11s remaining: 1m 56s 543: learn: 0.4022952 test: 0.4245213 best: 0.4245211 (542) total: 3m 11s remaining: 1m 56s 544: learn: 0.4022950 test: 0.4245213 best: 0.4245211 (542) total: 3m 12s remaining: 1m 56s 545: learn: 0.4021701 test: 0.4244764 best: 0.4244764 (545) total: 3m 12s remaining: 1m 56s 546: learn: 0.4021658 test: 0.4244766 best: 0.4244764 (545) total: 3m 13s remaining: 1m 55s 547: learn: 0.4021658 test: 0.4244766 best: 0.4244764 (545) total: 3m 13s remaining: 1m 55s 548: learn: 0.4021657 test: 0.4244762 best: 0.4244762 (548) total: 3m 14s remaining: 1m 55s 549: learn: 0.4015975 test: 0.4241644 best: 0.4241644 (549) total: 3m 14s remaining: 1m 55s 550: learn: 0.4015961 test: 0.4241635 best: 0.4241635 (550) total: 3m 15s remaining: 1m 54s 551: learn: 0.4015958 test: 0.4241652 best: 0.4241635 (550) total: 3m 15s remaining: 1m 54s 552: learn: 0.4015738 test: 0.4241571 best: 0.4241571 (552) total: 3m 16s remaining: 1m 54s 553: learn: 0.4015503 test: 0.4241516 best: 0.4241516 (553) total: 3m 16s remaining: 1m 54s 554: learn: 0.4004376 test: 0.4232779 best: 0.4232779 (554) total: 3m 17s remaining: 1m 53s 555: learn: 0.4000168 test: 0.4230512 best: 0.4230512 (555) total: 3m 17s remaining: 1m 53s 556: learn: 0.4000127 test: 0.4230496 best: 0.4230496 (556) total: 3m 18s remaining: 1m 53s 557: learn: 0.4000110 test: 0.4230495 best: 0.4230495 (557) total: 3m 18s remaining: 1m 52s 558: learn: 0.4000093 test: 0.4230434 best: 0.4230434 (558) total: 3m 19s remaining: 1m 52s 559: learn: 0.4000078 test: 0.4230436 best: 0.4230434 (558) total: 3m 19s remaining: 1m 52s 560: learn: 0.4000074 test: 0.4230438 best: 0.4230434 (558) total: 3m 20s remaining: 1m 52s 561: learn: 0.4000072 test: 0.4230444 best: 0.4230434 (558) total: 3m 20s remaining: 1m 51s 562: learn: 0.3993151 test: 0.4224976 best: 0.4224976 (562) total: 3m 21s remaining: 1m 51s 563: learn: 0.3987801 test: 0.4222392 best: 0.4222392 (563) total: 3m 21s remaining: 1m 51s 564: learn: 0.3987788 test: 0.4222390 best: 0.4222390 (564) total: 3m 22s remaining: 1m 51s 565: learn: 0.3987759 test: 0.4222392 best: 0.4222390 (564) total: 3m 22s remaining: 1m 50s 566: learn: 0.3987754 test: 0.4222392 best: 0.4222390 (564) total: 3m 23s remaining: 1m 50s 567: learn: 0.3987737 test: 0.4222409 best: 0.4222390 (564) total: 3m 23s remaining: 1m 50s 568: learn: 0.3987734 test: 0.4222412 best: 0.4222390 (564) total: 3m 24s remaining: 1m 49s 569: learn: 0.3985006 test: 0.4219761 best: 0.4219761 (569) total: 3m 24s remaining: 1m 49s 570: learn: 0.3984752 test: 0.4219583 best: 0.4219583 (570) total: 3m 25s remaining: 1m 49s 571: learn: 0.3984706 test: 0.4219595 best: 0.4219583 (570) total: 3m 26s remaining: 1m 49s 572: learn: 0.3984703 test: 0.4219597 best: 0.4219583 (570) total: 3m 26s remaining: 1m 48s 573: learn: 0.3984701 test: 0.4219600 best: 0.4219583 (570) total: 3m 27s remaining: 1m 48s 574: learn: 0.3984685 test: 0.4219579 best: 0.4219579 (574) total: 3m 27s remaining: 1m 48s 575: learn: 0.3984681 test: 0.4219596 best: 0.4219579 (574) total: 3m 27s remaining: 1m 47s 576: learn: 0.3984680 test: 0.4219597 best: 0.4219579 (574) total: 3m 28s remaining: 1m 47s 577: learn: 0.3984678 test: 0.4219606 best: 0.4219579 (574) total: 3m 28s remaining: 1m 47s 578: learn: 0.3984666 test: 0.4219588 best: 0.4219579 (574) total: 3m 29s remaining: 1m 46s 579: learn: 0.3984639 test: 0.4219589 best: 0.4219579 (574) total: 3m 29s remaining: 1m 46s 580: learn: 0.3984636 test: 0.4219586 best: 0.4219579 (574) total: 3m 30s remaining: 1m 46s 581: learn: 0.3984628 test: 0.4219587 best: 0.4219579 (574) total: 3m 30s remaining: 1m 46s 582: learn: 0.3984625 test: 0.4219599 best: 0.4219579 (574) total: 3m 31s remaining: 1m 45s 583: learn: 0.3984613 test: 0.4219624 best: 0.4219579 (574) total: 3m 31s remaining: 1m 45s 584: learn: 0.3984612 test: 0.4219625 best: 0.4219579 (574) total: 3m 32s remaining: 1m 45s 585: learn: 0.3984611 test: 0.4219627 best: 0.4219579 (574) total: 3m 32s remaining: 1m 44s 586: learn: 0.3984609 test: 0.4219628 best: 0.4219579 (574) total: 3m 33s remaining: 1m 44s 587: learn: 0.3984365 test: 0.4219480 best: 0.4219480 (587) total: 3m 33s remaining: 1m 44s 588: learn: 0.3984364 test: 0.4219483 best: 0.4219480 (587) total: 3m 34s remaining: 1m 44s 589: learn: 0.3984354 test: 0.4219483 best: 0.4219480 (587) total: 3m 34s remaining: 1m 43s 590: learn: 0.3984352 test: 0.4219483 best: 0.4219480 (587) total: 3m 35s remaining: 1m 43s 591: learn: 0.3984348 test: 0.4219490 best: 0.4219480 (587) total: 3m 35s remaining: 1m 43s 592: learn: 0.3984347 test: 0.4219492 best: 0.4219480 (587) total: 3m 36s remaining: 1m 42s 593: learn: 0.3984149 test: 0.4219444 best: 0.4219444 (593) total: 3m 37s remaining: 1m 42s 594: learn: 0.3984148 test: 0.4219454 best: 0.4219444 (593) total: 3m 37s remaining: 1m 42s 595: learn: 0.3984145 test: 0.4219455 best: 0.4219444 (593) total: 3m 38s remaining: 1m 42s 596: learn: 0.3984144 test: 0.4219456 best: 0.4219444 (593) total: 3m 38s remaining: 1m 41s 597: learn: 0.3984142 test: 0.4219457 best: 0.4219444 (593) total: 3m 38s remaining: 1m 41s 598: learn: 0.3984141 test: 0.4219457 best: 0.4219444 (593) total: 3m 39s remaining: 1m 41s 599: learn: 0.3984140 test: 0.4219458 best: 0.4219444 (593) total: 3m 39s remaining: 1m 40s 600: learn: 0.3984140 test: 0.4219459 best: 0.4219444 (593) total: 3m 40s remaining: 1m 40s 601: learn: 0.3984116 test: 0.4219445 best: 0.4219444 (593) total: 3m 40s remaining: 1m 40s 602: learn: 0.3984091 test: 0.4219437 best: 0.4219437 (602) total: 3m 40s remaining: 1m 39s 603: learn: 0.3984084 test: 0.4219438 best: 0.4219437 (602) total: 3m 41s remaining: 1m 39s 604: learn: 0.3984083 test: 0.4219439 best: 0.4219437 (602) total: 3m 41s remaining: 1m 38s 605: learn: 0.3984081 test: 0.4219459 best: 0.4219437 (602) total: 3m 41s remaining: 1m 38s 606: learn: 0.3984079 test: 0.4219458 best: 0.4219437 (602) total: 3m 42s remaining: 1m 38s 607: learn: 0.3984079 test: 0.4219458 best: 0.4219437 (602) total: 3m 42s remaining: 1m 37s 608: learn: 0.3984074 test: 0.4219489 best: 0.4219437 (602) total: 3m 42s remaining: 1m 37s 609: learn: 0.3984072 test: 0.4219491 best: 0.4219437 (602) total: 3m 43s remaining: 1m 36s 610: learn: 0.3984071 test: 0.4219499 best: 0.4219437 (602) total: 3m 43s remaining: 1m 36s 611: learn: 0.3984063 test: 0.4219499 best: 0.4219437 (602) total: 3m 43s remaining: 1m 36s 612: learn: 0.3984062 test: 0.4219499 best: 0.4219437 (602) total: 3m 43s remaining: 1m 35s 613: learn: 0.3984061 test: 0.4219500 best: 0.4219437 (602) total: 3m 44s remaining: 1m 35s 614: learn: 0.3984061 test: 0.4219500 best: 0.4219437 (602) total: 3m 44s remaining: 1m 34s 615: learn: 0.3984052 test: 0.4219502 best: 0.4219437 (602) total: 3m 44s remaining: 1m 34s 616: learn: 0.3984051 test: 0.4219503 best: 0.4219437 (602) total: 3m 45s remaining: 1m 34s 617: learn: 0.3984046 test: 0.4219516 best: 0.4219437 (602) total: 3m 45s remaining: 1m 33s 618: learn: 0.3984045 test: 0.4219517 best: 0.4219437 (602) total: 3m 46s remaining: 1m 33s 619: learn: 0.3984045 test: 0.4219517 best: 0.4219437 (602) total: 3m 46s remaining: 1m 33s 620: learn: 0.3984044 test: 0.4219518 best: 0.4219437 (602) total: 3m 47s remaining: 1m 32s 621: learn: 0.3984044 test: 0.4219519 best: 0.4219437 (602) total: 3m 47s remaining: 1m 32s 622: learn: 0.3984044 test: 0.4219521 best: 0.4219437 (602) total: 3m 48s remaining: 1m 32s 623: learn: 0.3984044 test: 0.4219522 best: 0.4219437 (602) total: 3m 48s remaining: 1m 31s 624: learn: 0.3983986 test: 0.4219545 best: 0.4219437 (602) total: 3m 48s remaining: 1m 31s 625: learn: 0.3983986 test: 0.4219545 best: 0.4219437 (602) total: 3m 48s remaining: 1m 31s 626: learn: 0.3983953 test: 0.4219598 best: 0.4219437 (602) total: 3m 49s remaining: 1m 30s 627: learn: 0.3983944 test: 0.4219599 best: 0.4219437 (602) total: 3m 49s remaining: 1m 30s 628: learn: 0.3983906 test: 0.4219600 best: 0.4219437 (602) total: 3m 50s remaining: 1m 30s 629: learn: 0.3983906 test: 0.4219600 best: 0.4219437 (602) total: 3m 50s remaining: 1m 29s 630: learn: 0.3983904 test: 0.4219611 best: 0.4219437 (602) total: 3m 51s remaining: 1m 29s 631: learn: 0.3983897 test: 0.4219612 best: 0.4219437 (602) total: 3m 51s remaining: 1m 29s 632: learn: 0.3983897 test: 0.4219612 best: 0.4219437 (602) total: 3m 51s remaining: 1m 28s 633: learn: 0.3978927 test: 0.4216415 best: 0.4216415 (633) total: 3m 52s remaining: 1m 28s 634: learn: 0.3978913 test: 0.4216418 best: 0.4216415 (633) total: 3m 52s remaining: 1m 27s 635: learn: 0.3978902 test: 0.4216418 best: 0.4216415 (633) total: 3m 53s remaining: 1m 27s 636: learn: 0.3978901 test: 0.4216419 best: 0.4216415 (633) total: 3m 53s remaining: 1m 27s 637: learn: 0.3978891 test: 0.4216397 best: 0.4216397 (637) total: 3m 54s remaining: 1m 27s 638: learn: 0.3978891 test: 0.4216405 best: 0.4216397 (637) total: 3m 54s remaining: 1m 26s 639: learn: 0.3978805 test: 0.4216378 best: 0.4216378 (639) total: 3m 55s remaining: 1m 26s 640: learn: 0.3976017 test: 0.4214452 best: 0.4214452 (640) total: 3m 55s remaining: 1m 26s 641: learn: 0.3976010 test: 0.4214452 best: 0.4214452 (640) total: 3m 56s remaining: 1m 25s 642: learn: 0.3976004 test: 0.4214454 best: 0.4214452 (640) total: 3m 56s remaining: 1m 25s 643: learn: 0.3976002 test: 0.4214456 best: 0.4214452 (640) total: 3m 57s remaining: 1m 25s 644: learn: 0.3975998 test: 0.4214485 best: 0.4214452 (640) total: 3m 57s remaining: 1m 24s 645: learn: 0.3975997 test: 0.4214492 best: 0.4214452 (640) total: 3m 58s remaining: 1m 24s 646: learn: 0.3975996 test: 0.4214492 best: 0.4214452 (640) total: 3m 58s remaining: 1m 24s 647: learn: 0.3975994 test: 0.4214494 best: 0.4214452 (640) total: 3m 59s remaining: 1m 23s 648: learn: 0.3975967 test: 0.4214504 best: 0.4214452 (640) total: 3m 59s remaining: 1m 23s 649: learn: 0.3975966 test: 0.4214495 best: 0.4214452 (640) total: 4m remaining: 1m 23s 650: learn: 0.3975966 test: 0.4214495 best: 0.4214452 (640) total: 4m remaining: 1m 22s 651: learn: 0.3975966 test: 0.4214495 best: 0.4214452 (640) total: 4m remaining: 1m 22s 652: learn: 0.3975963 test: 0.4214507 best: 0.4214452 (640) total: 4m 1s remaining: 1m 22s 653: learn: 0.3975956 test: 0.4214507 best: 0.4214452 (640) total: 4m 1s remaining: 1m 21s 654: learn: 0.3975955 test: 0.4214510 best: 0.4214452 (640) total: 4m 2s remaining: 1m 21s 655: learn: 0.3975952 test: 0.4214512 best: 0.4214452 (640) total: 4m 3s remaining: 1m 21s 656: learn: 0.3975946 test: 0.4214513 best: 0.4214452 (640) total: 4m 3s remaining: 1m 20s 657: learn: 0.3975939 test: 0.4214515 best: 0.4214452 (640) total: 4m 4s remaining: 1m 20s 658: learn: 0.3975914 test: 0.4214523 best: 0.4214452 (640) total: 4m 4s remaining: 1m 20s 659: learn: 0.3975913 test: 0.4214523 best: 0.4214452 (640) total: 4m 4s remaining: 1m 19s 660: learn: 0.3975911 test: 0.4214523 best: 0.4214452 (640) total: 4m 5s remaining: 1m 19s 661: learn: 0.3975909 test: 0.4214530 best: 0.4214452 (640) total: 4m 5s remaining: 1m 19s 662: learn: 0.3975907 test: 0.4214531 best: 0.4214452 (640) total: 4m 6s remaining: 1m 18s 663: learn: 0.3975902 test: 0.4214533 best: 0.4214452 (640) total: 4m 6s remaining: 1m 18s 664: learn: 0.3975902 test: 0.4214533 best: 0.4214452 (640) total: 4m 7s remaining: 1m 18s 665: learn: 0.3975897 test: 0.4214534 best: 0.4214452 (640) total: 4m 7s remaining: 1m 17s 666: learn: 0.3975894 test: 0.4214535 best: 0.4214452 (640) total: 4m 8s remaining: 1m 17s 667: learn: 0.3975894 test: 0.4214537 best: 0.4214452 (640) total: 4m 8s remaining: 1m 17s 668: learn: 0.3975893 test: 0.4214538 best: 0.4214452 (640) total: 4m 9s remaining: 1m 16s 669: learn: 0.3975892 test: 0.4214539 best: 0.4214452 (640) total: 4m 9s remaining: 1m 16s 670: learn: 0.3975890 test: 0.4214540 best: 0.4214452 (640) total: 4m 10s remaining: 1m 16s 671: learn: 0.3975888 test: 0.4214542 best: 0.4214452 (640) total: 4m 10s remaining: 1m 15s 672: learn: 0.3975887 test: 0.4214544 best: 0.4214452 (640) total: 4m 11s remaining: 1m 15s 673: learn: 0.3975885 test: 0.4214564 best: 0.4214452 (640) total: 4m 12s remaining: 1m 15s 674: learn: 0.3975883 test: 0.4214564 best: 0.4214452 (640) total: 4m 12s remaining: 1m 14s 675: learn: 0.3975882 test: 0.4214566 best: 0.4214452 (640) total: 4m 12s remaining: 1m 14s 676: learn: 0.3975862 test: 0.4214608 best: 0.4214452 (640) total: 4m 13s remaining: 1m 14s 677: learn: 0.3975856 test: 0.4214609 best: 0.4214452 (640) total: 4m 13s remaining: 1m 13s 678: learn: 0.3975856 test: 0.4214610 best: 0.4214452 (640) total: 4m 14s remaining: 1m 13s 679: learn: 0.3975855 test: 0.4214610 best: 0.4214452 (640) total: 4m 14s remaining: 1m 13s 680: learn: 0.3975855 test: 0.4214610 best: 0.4214452 (640) total: 4m 15s remaining: 1m 12s 681: learn: 0.3975854 test: 0.4214611 best: 0.4214452 (640) total: 4m 15s remaining: 1m 12s 682: learn: 0.3975849 test: 0.4214612 best: 0.4214452 (640) total: 4m 15s remaining: 1m 11s 683: learn: 0.3975848 test: 0.4214614 best: 0.4214452 (640) total: 4m 16s remaining: 1m 11s 684: learn: 0.3975848 test: 0.4214614 best: 0.4214452 (640) total: 4m 16s remaining: 1m 11s 685: learn: 0.3975848 test: 0.4214615 best: 0.4214452 (640) total: 4m 17s remaining: 1m 10s 686: learn: 0.3975847 test: 0.4214620 best: 0.4214452 (640) total: 4m 17s remaining: 1m 10s 687: learn: 0.3975844 test: 0.4214621 best: 0.4214452 (640) total: 4m 18s remaining: 1m 10s 688: learn: 0.3975835 test: 0.4214622 best: 0.4214452 (640) total: 4m 18s remaining: 1m 9s 689: learn: 0.3975830 test: 0.4214623 best: 0.4214452 (640) total: 4m 19s remaining: 1m 9s 690: learn: 0.3975820 test: 0.4214643 best: 0.4214452 (640) total: 4m 19s remaining: 1m 9s 691: learn: 0.3975819 test: 0.4214644 best: 0.4214452 (640) total: 4m 20s remaining: 1m 8s 692: learn: 0.3975819 test: 0.4214644 best: 0.4214452 (640) total: 4m 20s remaining: 1m 8s 693: learn: 0.3975760 test: 0.4214604 best: 0.4214452 (640) total: 4m 21s remaining: 1m 8s 694: learn: 0.3975760 test: 0.4214605 best: 0.4214452 (640) total: 4m 21s remaining: 1m 7s 695: learn: 0.3975758 test: 0.4214616 best: 0.4214452 (640) total: 4m 21s remaining: 1m 7s 696: learn: 0.3975758 test: 0.4214616 best: 0.4214452 (640) total: 4m 22s remaining: 1m 7s 697: learn: 0.3975757 test: 0.4214617 best: 0.4214452 (640) total: 4m 22s remaining: 1m 6s 698: learn: 0.3975744 test: 0.4214577 best: 0.4214452 (640) total: 4m 23s remaining: 1m 6s 699: learn: 0.3975743 test: 0.4214582 best: 0.4214452 (640) total: 4m 23s remaining: 1m 5s 700: learn: 0.3975741 test: 0.4214587 best: 0.4214452 (640) total: 4m 24s remaining: 1m 5s 701: learn: 0.3975740 test: 0.4214587 best: 0.4214452 (640) total: 4m 24s remaining: 1m 5s 702: learn: 0.3975740 test: 0.4214587 best: 0.4214452 (640) total: 4m 24s remaining: 1m 4s 703: learn: 0.3975737 test: 0.4214601 best: 0.4214452 (640) total: 4m 25s remaining: 1m 4s 704: learn: 0.3975735 test: 0.4214601 best: 0.4214452 (640) total: 4m 25s remaining: 1m 4s 705: learn: 0.3975734 test: 0.4214603 best: 0.4214452 (640) total: 4m 26s remaining: 1m 3s 706: learn: 0.3975728 test: 0.4214600 best: 0.4214452 (640) total: 4m 26s remaining: 1m 3s 707: learn: 0.3975654 test: 0.4214600 best: 0.4214452 (640) total: 4m 27s remaining: 1m 3s 708: learn: 0.3975653 test: 0.4214600 best: 0.4214452 (640) total: 4m 27s remaining: 1m 2s 709: learn: 0.3975653 test: 0.4214601 best: 0.4214452 (640) total: 4m 27s remaining: 1m 2s 710: learn: 0.3975652 test: 0.4214617 best: 0.4214452 (640) total: 4m 28s remaining: 1m 1s 711: learn: 0.3975643 test: 0.4214619 best: 0.4214452 (640) total: 4m 28s remaining: 1m 1s 712: learn: 0.3975632 test: 0.4214576 best: 0.4214452 (640) total: 4m 29s remaining: 1m 1s 713: learn: 0.3975624 test: 0.4214545 best: 0.4214452 (640) total: 4m 29s remaining: 1m 714: learn: 0.3975622 test: 0.4214558 best: 0.4214452 (640) total: 4m 30s remaining: 1m 715: learn: 0.3975620 test: 0.4214559 best: 0.4214452 (640) total: 4m 30s remaining: 1m 716: learn: 0.3975620 test: 0.4214559 best: 0.4214452 (640) total: 4m 31s remaining: 59.8s 717: learn: 0.3975619 test: 0.4214559 best: 0.4214452 (640) total: 4m 31s remaining: 59.4s 718: learn: 0.3975619 test: 0.4214559 best: 0.4214452 (640) total: 4m 32s remaining: 59.1s 719: learn: 0.3975618 test: 0.4214560 best: 0.4214452 (640) total: 4m 32s remaining: 58.7s 720: learn: 0.3975611 test: 0.4214535 best: 0.4214452 (640) total: 4m 33s remaining: 58.4s 721: learn: 0.3975604 test: 0.4214507 best: 0.4214452 (640) total: 4m 33s remaining: 58.1s 722: learn: 0.3975601 test: 0.4214508 best: 0.4214452 (640) total: 4m 34s remaining: 57.7s 723: learn: 0.3975598 test: 0.4214518 best: 0.4214452 (640) total: 4m 34s remaining: 57.3s 724: learn: 0.3975595 test: 0.4214510 best: 0.4214452 (640) total: 4m 35s remaining: 56.9s 725: learn: 0.3975580 test: 0.4214556 best: 0.4214452 (640) total: 4m 35s remaining: 56.6s 726: learn: 0.3975570 test: 0.4214488 best: 0.4214452 (640) total: 4m 36s remaining: 56.2s 727: learn: 0.3975570 test: 0.4214487 best: 0.4214452 (640) total: 4m 36s remaining: 55.9s 728: learn: 0.3975568 test: 0.4214487 best: 0.4214452 (640) total: 4m 37s remaining: 55.5s 729: learn: 0.3975238 test: 0.4214389 best: 0.4214389 (729) total: 4m 37s remaining: 55.2s 730: learn: 0.3975237 test: 0.4214388 best: 0.4214388 (730) total: 4m 37s remaining: 54.8s 731: learn: 0.3975237 test: 0.4214389 best: 0.4214388 (730) total: 4m 38s remaining: 54.4s 732: learn: 0.3975012 test: 0.4214362 best: 0.4214362 (732) total: 4m 38s remaining: 54s 733: learn: 0.3975007 test: 0.4214357 best: 0.4214357 (733) total: 4m 39s remaining: 53.7s 734: learn: 0.3975004 test: 0.4214365 best: 0.4214357 (733) total: 4m 40s remaining: 53.3s 735: learn: 0.3975004 test: 0.4214363 best: 0.4214357 (733) total: 4m 40s remaining: 53s 736: learn: 0.3975000 test: 0.4214363 best: 0.4214357 (733) total: 4m 41s remaining: 52.6s 737: learn: 0.3974999 test: 0.4214362 best: 0.4214357 (733) total: 4m 41s remaining: 52.3s 738: learn: 0.3974994 test: 0.4214392 best: 0.4214357 (733) total: 4m 42s remaining: 51.9s 739: learn: 0.3974991 test: 0.4214394 best: 0.4214357 (733) total: 4m 42s remaining: 51.6s 740: learn: 0.3974900 test: 0.4214393 best: 0.4214357 (733) total: 4m 42s remaining: 51.1s 741: learn: 0.3974899 test: 0.4214391 best: 0.4214357 (733) total: 4m 43s remaining: 50.8s 742: learn: 0.3974888 test: 0.4214347 best: 0.4214347 (742) total: 4m 43s remaining: 50.4s 743: learn: 0.3974888 test: 0.4214347 best: 0.4214347 (743) total: 4m 44s remaining: 50s 744: learn: 0.3974884 test: 0.4214333 best: 0.4214333 (744) total: 4m 44s remaining: 49.7s 745: learn: 0.3974884 test: 0.4214334 best: 0.4214333 (744) total: 4m 45s remaining: 49.3s 746: learn: 0.3974883 test: 0.4214334 best: 0.4214333 (744) total: 4m 45s remaining: 49s 747: learn: 0.3974880 test: 0.4214335 best: 0.4214333 (744) total: 4m 46s remaining: 48.6s 748: learn: 0.3974880 test: 0.4214335 best: 0.4214333 (744) total: 4m 46s remaining: 48.2s 749: learn: 0.3974880 test: 0.4214334 best: 0.4214333 (744) total: 4m 47s remaining: 47.9s 750: learn: 0.3974879 test: 0.4214335 best: 0.4214333 (744) total: 4m 47s remaining: 47.5s 751: learn: 0.3974879 test: 0.4214335 best: 0.4214333 (744) total: 4m 47s remaining: 47.1s 752: learn: 0.3974856 test: 0.4214336 best: 0.4214333 (744) total: 4m 48s remaining: 46.7s 753: learn: 0.3974851 test: 0.4214369 best: 0.4214333 (744) total: 4m 48s remaining: 46.3s 754: learn: 0.3974849 test: 0.4214366 best: 0.4214333 (744) total: 4m 49s remaining: 46s 755: learn: 0.3974849 test: 0.4214367 best: 0.4214333 (744) total: 4m 49s remaining: 45.5s 756: learn: 0.3974848 test: 0.4214364 best: 0.4214333 (744) total: 4m 49s remaining: 45.2s 757: learn: 0.3974848 test: 0.4214364 best: 0.4214333 (744) total: 4m 50s remaining: 44.8s 758: learn: 0.3974847 test: 0.4214363 best: 0.4214333 (744) total: 4m 50s remaining: 44.4s 759: learn: 0.3974811 test: 0.4214363 best: 0.4214333 (744) total: 4m 51s remaining: 44.1s 760: learn: 0.3974811 test: 0.4214365 best: 0.4214333 (744) total: 4m 51s remaining: 43.6s 761: learn: 0.3974809 test: 0.4214375 best: 0.4214333 (744) total: 4m 51s remaining: 43.3s 762: learn: 0.3974808 test: 0.4214375 best: 0.4214333 (744) total: 4m 52s remaining: 42.9s 763: learn: 0.3974803 test: 0.4214335 best: 0.4214333 (744) total: 4m 52s remaining: 42.6s 764: learn: 0.3974802 test: 0.4214336 best: 0.4214333 (744) total: 4m 53s remaining: 42.2s 765: learn: 0.3974794 test: 0.4214320 best: 0.4214320 (765) total: 4m 53s remaining: 41.8s 766: learn: 0.3974793 test: 0.4214321 best: 0.4214320 (765) total: 4m 54s remaining: 41.5s 767: learn: 0.3974789 test: 0.4214336 best: 0.4214320 (765) total: 4m 55s remaining: 41.1s 768: learn: 0.3974783 test: 0.4214328 best: 0.4214320 (765) total: 4m 55s remaining: 40.7s 769: learn: 0.3974783 test: 0.4214332 best: 0.4214320 (765) total: 4m 56s remaining: 40.4s 770: learn: 0.3974783 test: 0.4214332 best: 0.4214320 (765) total: 4m 56s remaining: 40s 771: learn: 0.3974782 test: 0.4214341 best: 0.4214320 (765) total: 4m 56s remaining: 39.6s 772: learn: 0.3974781 test: 0.4214342 best: 0.4214320 (765) total: 4m 57s remaining: 39.2s 773: learn: 0.3974780 test: 0.4214342 best: 0.4214320 (765) total: 4m 57s remaining: 38.9s 774: learn: 0.3974775 test: 0.4214343 best: 0.4214320 (765) total: 4m 58s remaining: 38.5s 775: learn: 0.3974774 test: 0.4214344 best: 0.4214320 (765) total: 4m 58s remaining: 38.1s 776: learn: 0.3974773 test: 0.4214345 best: 0.4214320 (765) total: 4m 59s remaining: 37.8s 777: learn: 0.3974769 test: 0.4214360 best: 0.4214320 (765) total: 5m remaining: 37.4s 778: learn: 0.3974769 test: 0.4214361 best: 0.4214320 (765) total: 5m remaining: 37s 779: learn: 0.3974769 test: 0.4214361 best: 0.4214320 (765) total: 5m remaining: 36.7s 780: learn: 0.3974768 test: 0.4214362 best: 0.4214320 (765) total: 5m 1s remaining: 36.3s 781: learn: 0.3974752 test: 0.4214401 best: 0.4214320 (765) total: 5m 2s remaining: 35.9s 782: learn: 0.3974752 test: 0.4214401 best: 0.4214320 (765) total: 5m 2s remaining: 35.5s 783: learn: 0.3974751 test: 0.4214401 best: 0.4214320 (765) total: 5m 2s remaining: 35.1s 784: learn: 0.3974750 test: 0.4214402 best: 0.4214320 (765) total: 5m 3s remaining: 34.8s 785: learn: 0.3974750 test: 0.4214402 best: 0.4214320 (765) total: 5m 3s remaining: 34.4s 786: learn: 0.3974749 test: 0.4214402 best: 0.4214320 (765) total: 5m 4s remaining: 34s 787: learn: 0.3974749 test: 0.4214402 best: 0.4214320 (765) total: 5m 4s remaining: 33.7s 788: learn: 0.3974748 test: 0.4214404 best: 0.4214320 (765) total: 5m 5s remaining: 33.3s 789: learn: 0.3974748 test: 0.4214405 best: 0.4214320 (765) total: 5m 5s remaining: 32.9s 790: learn: 0.3974747 test: 0.4214405 best: 0.4214320 (765) total: 5m 6s remaining: 32.5s 791: learn: 0.3974747 test: 0.4214407 best: 0.4214320 (765) total: 5m 6s remaining: 32.1s 792: learn: 0.3974747 test: 0.4214406 best: 0.4214320 (765) total: 5m 7s remaining: 31.8s 793: learn: 0.3974745 test: 0.4214400 best: 0.4214320 (765) total: 5m 7s remaining: 31.4s 794: learn: 0.3974110 test: 0.4214052 best: 0.4214052 (794) total: 5m 8s remaining: 31s 795: learn: 0.3973873 test: 0.4214040 best: 0.4214040 (795) total: 5m 8s remaining: 30.6s 796: learn: 0.3973870 test: 0.4214040 best: 0.4214040 (795) total: 5m 9s remaining: 30.3s 797: learn: 0.3973843 test: 0.4214037 best: 0.4214037 (797) total: 5m 9s remaining: 29.9s 798: learn: 0.3973835 test: 0.4214052 best: 0.4214037 (797) total: 5m 10s remaining: 29.5s 799: learn: 0.3973835 test: 0.4214059 best: 0.4214037 (797) total: 5m 10s remaining: 29.1s 800: learn: 0.3973834 test: 0.4214058 best: 0.4214037 (797) total: 5m 11s remaining: 28.8s 801: learn: 0.3973834 test: 0.4214059 best: 0.4214037 (797) total: 5m 11s remaining: 28.4s 802: learn: 0.3973831 test: 0.4214050 best: 0.4214037 (797) total: 5m 12s remaining: 28s 803: learn: 0.3973831 test: 0.4214050 best: 0.4214037 (797) total: 5m 12s remaining: 27.6s 804: learn: 0.3973830 test: 0.4214050 best: 0.4214037 (797) total: 5m 13s remaining: 27.2s 805: learn: 0.3973829 test: 0.4214060 best: 0.4214037 (797) total: 5m 13s remaining: 26.9s 806: learn: 0.3973814 test: 0.4214108 best: 0.4214037 (797) total: 5m 14s remaining: 26.5s 807: learn: 0.3973808 test: 0.4214131 best: 0.4214037 (797) total: 5m 14s remaining: 26.1s 808: learn: 0.3973806 test: 0.4214146 best: 0.4214037 (797) total: 5m 15s remaining: 25.7s 809: learn: 0.3973806 test: 0.4214147 best: 0.4214037 (797) total: 5m 15s remaining: 25.4s 810: learn: 0.3973805 test: 0.4214156 best: 0.4214037 (797) total: 5m 16s remaining: 25s 811: learn: 0.3973804 test: 0.4214157 best: 0.4214037 (797) total: 5m 16s remaining: 24.6s 812: learn: 0.3973801 test: 0.4214159 best: 0.4214037 (797) total: 5m 17s remaining: 24.2s 813: learn: 0.3973801 test: 0.4214160 best: 0.4214037 (797) total: 5m 18s remaining: 23.8s 814: learn: 0.3973800 test: 0.4214161 best: 0.4214037 (797) total: 5m 18s remaining: 23.5s 815: learn: 0.3973800 test: 0.4214162 best: 0.4214037 (797) total: 5m 19s remaining: 23.1s 816: learn: 0.3973800 test: 0.4214162 best: 0.4214037 (797) total: 5m 19s remaining: 22.7s 817: learn: 0.3973800 test: 0.4214163 best: 0.4214037 (797) total: 5m 20s remaining: 22.3s 818: learn: 0.3973799 test: 0.4214163 best: 0.4214037 (797) total: 5m 20s remaining: 21.9s 819: learn: 0.3973799 test: 0.4214164 best: 0.4214037 (797) total: 5m 21s remaining: 21.5s 820: learn: 0.3973796 test: 0.4214165 best: 0.4214037 (797) total: 5m 21s remaining: 21.2s 821: learn: 0.3973795 test: 0.4214174 best: 0.4214037 (797) total: 5m 22s remaining: 20.8s 822: learn: 0.3973795 test: 0.4214175 best: 0.4214037 (797) total: 5m 22s remaining: 20.4s 823: learn: 0.3973659 test: 0.4214100 best: 0.4214037 (797) total: 5m 23s remaining: 20s 824: learn: 0.3973659 test: 0.4214101 best: 0.4214037 (797) total: 5m 23s remaining: 19.6s 825: learn: 0.3973656 test: 0.4214101 best: 0.4214037 (797) total: 5m 24s remaining: 19.2s 826: learn: 0.3972005 test: 0.4213873 best: 0.4213873 (826) total: 5m 24s remaining: 18.9s 827: learn: 0.3972004 test: 0.4213882 best: 0.4213873 (826) total: 5m 25s remaining: 18.5s 828: learn: 0.3972002 test: 0.4213874 best: 0.4213873 (826) total: 5m 25s remaining: 18.1s 829: learn: 0.3972001 test: 0.4213874 best: 0.4213873 (826) total: 5m 26s remaining: 17.7s 830: learn: 0.3971999 test: 0.4213871 best: 0.4213871 (830) total: 5m 26s remaining: 17.3s 831: learn: 0.3971998 test: 0.4213869 best: 0.4213869 (831) total: 5m 27s remaining: 16.9s 832: learn: 0.3971998 test: 0.4213870 best: 0.4213869 (831) total: 5m 27s remaining: 16.5s 833: learn: 0.3971996 test: 0.4213883 best: 0.4213869 (831) total: 5m 28s remaining: 16.1s 834: learn: 0.3971995 test: 0.4213883 best: 0.4213869 (831) total: 5m 28s remaining: 15.8s 835: learn: 0.3971995 test: 0.4213892 best: 0.4213869 (831) total: 5m 29s remaining: 15.3s 836: learn: 0.3971991 test: 0.4213855 best: 0.4213855 (836) total: 5m 29s remaining: 15s 837: learn: 0.3971989 test: 0.4213866 best: 0.4213855 (836) total: 5m 30s remaining: 14.6s 838: learn: 0.3971988 test: 0.4213862 best: 0.4213855 (836) total: 5m 30s remaining: 14.2s 839: learn: 0.3971987 test: 0.4213863 best: 0.4213855 (836) total: 5m 31s remaining: 13.8s 840: learn: 0.3971985 test: 0.4213871 best: 0.4213855 (836) total: 5m 31s remaining: 13.4s 841: learn: 0.3971984 test: 0.4213872 best: 0.4213855 (836) total: 5m 32s remaining: 13s 842: learn: 0.3971984 test: 0.4213872 best: 0.4213855 (836) total: 5m 32s remaining: 12.6s 843: learn: 0.3971983 test: 0.4213880 best: 0.4213855 (836) total: 5m 32s remaining: 12.2s 844: learn: 0.3971983 test: 0.4213880 best: 0.4213855 (836) total: 5m 33s remaining: 11.8s 845: learn: 0.3971959 test: 0.4213880 best: 0.4213855 (836) total: 5m 33s remaining: 11.4s 846: learn: 0.3971956 test: 0.4213888 best: 0.4213855 (836) total: 5m 34s remaining: 11.1s 847: learn: 0.3971956 test: 0.4213895 best: 0.4213855 (836) total: 5m 35s remaining: 10.7s 848: learn: 0.3971955 test: 0.4213896 best: 0.4213855 (836) total: 5m 35s remaining: 10.3s 849: learn: 0.3971954 test: 0.4213896 best: 0.4213855 (836) total: 5m 36s remaining: 9.88s 850: learn: 0.3971954 test: 0.4213897 best: 0.4213855 (836) total: 5m 36s remaining: 9.49s 851: learn: 0.3971951 test: 0.4213870 best: 0.4213855 (836) total: 5m 36s remaining: 9.1s 852: learn: 0.3971950 test: 0.4213876 best: 0.4213855 (836) total: 5m 37s remaining: 8.71s 853: learn: 0.3971950 test: 0.4213884 best: 0.4213855 (836) total: 5m 38s remaining: 8.31s 854: learn: 0.3971949 test: 0.4213891 best: 0.4213855 (836) total: 5m 38s remaining: 7.92s 855: learn: 0.3971949 test: 0.4213891 best: 0.4213855 (836) total: 5m 38s remaining: 7.52s 856: learn: 0.3971947 test: 0.4213887 best: 0.4213855 (836) total: 5m 39s remaining: 7.13s 857: learn: 0.3971944 test: 0.4213853 best: 0.4213853 (857) total: 5m 39s remaining: 6.74s 858: learn: 0.3971943 test: 0.4213849 best: 0.4213849 (858) total: 5m 40s remaining: 6.34s 859: learn: 0.3971938 test: 0.4213880 best: 0.4213849 (858) total: 5m 41s remaining: 5.95s 860: learn: 0.3971938 test: 0.4213881 best: 0.4213849 (858) total: 5m 41s remaining: 5.55s 861: learn: 0.3971938 test: 0.4213887 best: 0.4213849 (858) total: 5m 41s remaining: 5.16s 862: learn: 0.3971937 test: 0.4213893 best: 0.4213849 (858) total: 5m 42s remaining: 4.76s 863: learn: 0.3971937 test: 0.4213894 best: 0.4213849 (858) total: 5m 43s remaining: 4.37s 864: learn: 0.3971936 test: 0.4213895 best: 0.4213849 (858) total: 5m 43s remaining: 3.97s 865: learn: 0.3971936 test: 0.4213901 best: 0.4213849 (858) total: 5m 43s remaining: 3.57s 866: learn: 0.3971936 test: 0.4213906 best: 0.4213849 (858) total: 5m 44s remaining: 3.18s 867: learn: 0.3971936 test: 0.4213907 best: 0.4213849 (858) total: 5m 44s remaining: 2.78s 868: learn: 0.3971934 test: 0.4213883 best: 0.4213849 (858) total: 5m 45s remaining: 2.38s 869: learn: 0.3971933 test: 0.4213889 best: 0.4213849 (858) total: 5m 45s remaining: 1.99s 870: learn: 0.3971933 test: 0.4213895 best: 0.4213849 (858) total: 5m 46s remaining: 1.59s 871: learn: 0.3971932 test: 0.4213895 best: 0.4213849 (858) total: 5m 46s remaining: 1.19s 872: learn: 0.3971932 test: 0.4213896 best: 0.4213849 (858) total: 5m 46s remaining: 794ms 873: learn: 0.3971931 test: 0.4213892 best: 0.4213849 (858) total: 5m 46s remaining: 397ms 874: learn: 0.3971931 test: 0.4213892 best: 0.4213849 (858) total: 5m 47s remaining: 0us bestTest = 0.4213849414 bestIteration = 858 Shrink model to first 859 iterations. [CV] learning_rate=0.1, l2_leaf_reg=4, iterations=875, depth=10, total= 5.8min [CV] learning_rate=0.1, l2_leaf_reg=4, iterations=875, depth=10 ...... 0: learn: 4.0396437 test: 4.0415004 best: 4.0415004 (0) total: 430ms remaining: 6m 15s 1: learn: 3.6448239 test: 3.6469084 best: 3.6469084 (1) total: 526ms remaining: 3m 49s 2: learn: 3.2906991 test: 3.2932666 best: 3.2932666 (2) total: 631ms remaining: 3m 3s 3: learn: 2.9724477 test: 2.9751078 best: 2.9751078 (3) total: 1.16s remaining: 4m 13s 4: learn: 2.6890952 test: 2.6921332 best: 2.6921332 (4) total: 1.65s remaining: 4m 47s 5: learn: 2.4331239 test: 2.4364178 best: 2.4364178 (5) total: 1.92s remaining: 4m 38s 6: learn: 2.2039106 test: 2.2072718 best: 2.2072718 (6) total: 1.95s remaining: 4m 2s 7: learn: 1.9984808 test: 2.0021528 best: 2.0021528 (7) total: 2.06s remaining: 3m 43s 8: learn: 1.8159244 test: 1.8198069 best: 1.8198069 (8) total: 2.58s remaining: 4m 8s 9: learn: 1.6531149 test: 1.6571928 best: 1.6571928 (9) total: 2.74s remaining: 3m 56s 10: learn: 1.5078299 test: 1.5118862 best: 1.5118862 (10) total: 2.98s remaining: 3m 53s 11: learn: 1.3783659 test: 1.3824710 best: 1.3824710 (11) total: 3.48s remaining: 4m 10s 12: learn: 1.2636445 test: 1.2677023 best: 1.2677023 (12) total: 4.03s remaining: 4m 26s 13: learn: 1.1612248 test: 1.1651539 best: 1.1651539 (13) total: 4.53s remaining: 4m 38s 14: learn: 1.0701260 test: 1.0741688 best: 1.0741688 (14) total: 4.59s remaining: 4m 23s 15: learn: 0.9897869 test: 0.9938156 best: 0.9938156 (15) total: 5.13s remaining: 4m 35s 16: learn: 0.9185066 test: 0.9225052 best: 0.9225052 (16) total: 5.61s remaining: 4m 43s 17: learn: 0.8568479 test: 0.8608052 best: 0.8608052 (17) total: 6.08s remaining: 4m 49s 18: learn: 0.8030275 test: 0.8070221 best: 0.8070221 (18) total: 6.21s remaining: 4m 40s 19: learn: 0.7560491 test: 0.7601825 best: 0.7601825 (19) total: 6.71s remaining: 4m 46s 20: learn: 0.7157366 test: 0.7198575 best: 0.7198575 (20) total: 7.19s remaining: 4m 52s 21: learn: 0.6800920 test: 0.6841994 best: 0.6841994 (21) total: 7.67s remaining: 4m 57s 22: learn: 0.6464783 test: 0.6508543 best: 0.6508543 (22) total: 8.19s remaining: 5m 3s 23: learn: 0.6171869 test: 0.6213193 best: 0.6213193 (23) total: 8.66s remaining: 5m 6s 24: learn: 0.5928613 test: 0.5966621 best: 0.5966621 (24) total: 8.96s remaining: 5m 4s 25: learn: 0.5716562 test: 0.5751521 best: 0.5751521 (25) total: 9.41s remaining: 5m 7s 26: learn: 0.5543128 test: 0.5576508 best: 0.5576508 (26) total: 9.54s remaining: 4m 59s 27: learn: 0.5391947 test: 0.5424762 best: 0.5424762 (27) total: 9.79s remaining: 4m 56s 28: learn: 0.5260081 test: 0.5290860 best: 0.5290860 (28) total: 10.3s remaining: 5m 1s 29: learn: 0.5149101 test: 0.5182234 best: 0.5182234 (29) total: 10.8s remaining: 5m 4s 30: learn: 0.5065959 test: 0.5099868 best: 0.5099868 (30) total: 10.9s remaining: 4m 55s 31: learn: 0.4987369 test: 0.5021163 best: 0.5021163 (31) total: 11.3s remaining: 4m 58s 32: learn: 0.4916281 test: 0.4949883 best: 0.4949883 (32) total: 11.8s remaining: 5m 2s 33: learn: 0.4863744 test: 0.4897461 best: 0.4897461 (33) total: 11.9s remaining: 4m 55s 34: learn: 0.4811910 test: 0.4846158 best: 0.4846158 (34) total: 12.1s remaining: 4m 49s 35: learn: 0.4755772 test: 0.4792436 best: 0.4792436 (35) total: 12.5s remaining: 4m 51s 36: learn: 0.4715730 test: 0.4751748 best: 0.4751748 (36) total: 13s remaining: 4m 54s 37: learn: 0.4684829 test: 0.4719861 best: 0.4719861 (37) total: 13.1s remaining: 4m 49s 38: learn: 0.4658801 test: 0.4693122 best: 0.4693122 (38) total: 13.3s remaining: 4m 45s 39: learn: 0.4631716 test: 0.4665930 best: 0.4665930 (39) total: 13.8s remaining: 4m 48s 40: learn: 0.4596358 test: 0.4630291 best: 0.4630291 (40) total: 14.3s remaining: 4m 50s 41: learn: 0.4581249 test: 0.4615816 best: 0.4615816 (41) total: 14.4s remaining: 4m 45s 42: learn: 0.4566662 test: 0.4603248 best: 0.4603248 (42) total: 14.6s remaining: 4m 41s 43: learn: 0.4549216 test: 0.4585999 best: 0.4585999 (43) total: 14.8s remaining: 4m 39s 44: learn: 0.4534977 test: 0.4572961 best: 0.4572961 (44) total: 15.3s remaining: 4m 42s 45: learn: 0.4527303 test: 0.4565161 best: 0.4565161 (45) total: 15.4s remaining: 4m 37s 46: learn: 0.4520812 test: 0.4559094 best: 0.4559094 (46) total: 15.9s remaining: 4m 40s 47: learn: 0.4514254 test: 0.4552804 best: 0.4552804 (47) total: 16s remaining: 4m 36s 48: learn: 0.4507149 test: 0.4546195 best: 0.4546195 (48) total: 16.5s remaining: 4m 38s 49: learn: 0.4475311 test: 0.4514979 best: 0.4514979 (49) total: 17.2s remaining: 4m 43s 50: learn: 0.4467436 test: 0.4507640 best: 0.4507640 (50) total: 17.7s remaining: 4m 46s 51: learn: 0.4458470 test: 0.4499462 best: 0.4499462 (51) total: 18.3s remaining: 4m 50s 52: learn: 0.4454086 test: 0.4495328 best: 0.4495328 (52) total: 18.9s remaining: 4m 52s 53: learn: 0.4439685 test: 0.4480901 best: 0.4480901 (53) total: 19.4s remaining: 4m 55s 54: learn: 0.4436349 test: 0.4477994 best: 0.4477994 (54) total: 19.9s remaining: 4m 57s 55: learn: 0.4433894 test: 0.4476122 best: 0.4476122 (55) total: 20.5s remaining: 4m 59s 56: learn: 0.4422336 test: 0.4463542 best: 0.4463542 (56) total: 21s remaining: 5m 1s 57: learn: 0.4421372 test: 0.4462655 best: 0.4462655 (57) total: 21.1s remaining: 4m 57s 58: learn: 0.4419712 test: 0.4460993 best: 0.4460993 (58) total: 21.2s remaining: 4m 52s 59: learn: 0.4402491 test: 0.4443516 best: 0.4443516 (59) total: 21.7s remaining: 4m 54s 60: learn: 0.4401549 test: 0.4442353 best: 0.4442353 (60) total: 21.7s remaining: 4m 50s 61: learn: 0.4396216 test: 0.4437432 best: 0.4437432 (61) total: 22.1s remaining: 4m 49s 62: learn: 0.4383108 test: 0.4424232 best: 0.4424232 (62) total: 22.8s remaining: 4m 53s 63: learn: 0.4381118 test: 0.4422340 best: 0.4422340 (63) total: 23s remaining: 4m 51s 64: learn: 0.4380577 test: 0.4422004 best: 0.4422004 (64) total: 23.1s remaining: 4m 47s 65: learn: 0.4375310 test: 0.4417539 best: 0.4417539 (65) total: 23.4s remaining: 4m 46s 66: learn: 0.4365299 test: 0.4408393 best: 0.4408393 (66) total: 24.1s remaining: 4m 50s 67: learn: 0.4363998 test: 0.4407013 best: 0.4407013 (67) total: 24.2s remaining: 4m 46s 68: learn: 0.4363542 test: 0.4406522 best: 0.4406522 (68) total: 24.2s remaining: 4m 43s 69: learn: 0.4350330 test: 0.4396008 best: 0.4396008 (69) total: 24.8s remaining: 4m 45s 70: learn: 0.4349314 test: 0.4395152 best: 0.4395152 (70) total: 25.2s remaining: 4m 44s 71: learn: 0.4347459 test: 0.4393518 best: 0.4393518 (71) total: 25.8s remaining: 4m 47s 72: learn: 0.4342632 test: 0.4389297 best: 0.4389297 (72) total: 26.4s remaining: 4m 50s 73: learn: 0.4331580 test: 0.4379378 best: 0.4379378 (73) total: 26.9s remaining: 4m 51s 74: learn: 0.4326235 test: 0.4375327 best: 0.4375327 (74) total: 27.5s remaining: 4m 53s 75: learn: 0.4325917 test: 0.4375010 best: 0.4375010 (75) total: 27.6s remaining: 4m 49s 76: learn: 0.4325587 test: 0.4374573 best: 0.4374573 (76) total: 27.6s remaining: 4m 46s 77: learn: 0.4325083 test: 0.4374003 best: 0.4374003 (77) total: 27.8s remaining: 4m 43s 78: learn: 0.4324261 test: 0.4373447 best: 0.4373447 (78) total: 27.9s remaining: 4m 40s 79: learn: 0.4324071 test: 0.4373256 best: 0.4373256 (79) total: 27.9s remaining: 4m 37s 80: learn: 0.4324043 test: 0.4373302 best: 0.4373256 (79) total: 27.9s remaining: 4m 33s 81: learn: 0.4324019 test: 0.4373346 best: 0.4373256 (79) total: 28s remaining: 4m 30s 82: learn: 0.4321725 test: 0.4370876 best: 0.4370876 (82) total: 28.2s remaining: 4m 29s 83: learn: 0.4318577 test: 0.4368630 best: 0.4368630 (83) total: 28.7s remaining: 4m 30s 84: learn: 0.4311456 test: 0.4363269 best: 0.4363269 (84) total: 29.3s remaining: 4m 32s 85: learn: 0.4311211 test: 0.4363028 best: 0.4363028 (85) total: 29.4s remaining: 4m 29s 86: learn: 0.4311104 test: 0.4362937 best: 0.4362937 (86) total: 29.4s remaining: 4m 26s 87: learn: 0.4311016 test: 0.4362825 best: 0.4362825 (87) total: 29.5s remaining: 4m 23s 88: learn: 0.4310975 test: 0.4362739 best: 0.4362739 (88) total: 29.5s remaining: 4m 20s 89: learn: 0.4310840 test: 0.4362487 best: 0.4362487 (89) total: 29.5s remaining: 4m 17s 90: learn: 0.4305212 test: 0.4357553 best: 0.4357553 (90) total: 30.1s remaining: 4m 19s 91: learn: 0.4304655 test: 0.4357405 best: 0.4357405 (91) total: 30.6s remaining: 4m 20s 92: learn: 0.4304462 test: 0.4357444 best: 0.4357405 (91) total: 30.7s remaining: 4m 17s 93: learn: 0.4304192 test: 0.4357477 best: 0.4357405 (91) total: 30.8s remaining: 4m 15s 94: learn: 0.4304098 test: 0.4357403 best: 0.4357403 (94) total: 30.8s remaining: 4m 13s 95: learn: 0.4297754 test: 0.4352784 best: 0.4352784 (95) total: 31.4s remaining: 4m 15s 96: learn: 0.4293939 test: 0.4349856 best: 0.4349856 (96) total: 32s remaining: 4m 16s 97: learn: 0.4292460 test: 0.4348493 best: 0.4348493 (97) total: 32.1s remaining: 4m 14s 98: learn: 0.4292459 test: 0.4348479 best: 0.4348479 (98) total: 32.2s remaining: 4m 12s 99: learn: 0.4292455 test: 0.4348503 best: 0.4348479 (98) total: 32.2s remaining: 4m 9s 100: learn: 0.4292279 test: 0.4348518 best: 0.4348479 (98) total: 32.3s remaining: 4m 7s 101: learn: 0.4291969 test: 0.4348537 best: 0.4348479 (98) total: 32.6s remaining: 4m 7s 102: learn: 0.4288627 test: 0.4346071 best: 0.4346071 (102) total: 33.3s remaining: 4m 9s 103: learn: 0.4288378 test: 0.4346071 best: 0.4346071 (103) total: 33.5s remaining: 4m 8s 104: learn: 0.4288309 test: 0.4346009 best: 0.4346009 (104) total: 33.5s remaining: 4m 6s 105: learn: 0.4281546 test: 0.4339680 best: 0.4339680 (105) total: 34.1s remaining: 4m 7s 106: learn: 0.4281545 test: 0.4339698 best: 0.4339680 (105) total: 34.1s remaining: 4m 4s 107: learn: 0.4281353 test: 0.4339706 best: 0.4339680 (105) total: 34.2s remaining: 4m 2s 108: learn: 0.4281219 test: 0.4339813 best: 0.4339680 (105) total: 34.3s remaining: 4m 109: learn: 0.4280861 test: 0.4339729 best: 0.4339680 (105) total: 34.3s remaining: 3m 58s 110: learn: 0.4280578 test: 0.4339845 best: 0.4339680 (105) total: 34.4s remaining: 3m 56s 111: learn: 0.4280419 test: 0.4339948 best: 0.4339680 (105) total: 34.5s remaining: 3m 55s 112: learn: 0.4280303 test: 0.4340010 best: 0.4339680 (105) total: 34.6s remaining: 3m 53s 113: learn: 0.4280297 test: 0.4340005 best: 0.4339680 (105) total: 34.7s remaining: 3m 51s 114: learn: 0.4273391 test: 0.4332904 best: 0.4332904 (114) total: 35.3s remaining: 3m 52s 115: learn: 0.4273281 test: 0.4332964 best: 0.4332904 (114) total: 35.4s remaining: 3m 51s 116: learn: 0.4273280 test: 0.4332960 best: 0.4332904 (114) total: 35.4s remaining: 3m 49s 117: learn: 0.4272956 test: 0.4333100 best: 0.4332904 (114) total: 35.6s remaining: 3m 48s 118: learn: 0.4271620 test: 0.4332174 best: 0.4332174 (118) total: 36.1s remaining: 3m 49s 119: learn: 0.4271620 test: 0.4332185 best: 0.4332174 (118) total: 36.2s remaining: 3m 47s 120: learn: 0.4271372 test: 0.4332276 best: 0.4332174 (118) total: 36.3s remaining: 3m 46s 121: learn: 0.4271369 test: 0.4332279 best: 0.4332174 (118) total: 36.4s remaining: 3m 44s 122: learn: 0.4271147 test: 0.4332296 best: 0.4332174 (118) total: 36.5s remaining: 3m 43s 123: learn: 0.4270943 test: 0.4332417 best: 0.4332174 (118) total: 36.6s remaining: 3m 41s 124: learn: 0.4270171 test: 0.4331435 best: 0.4331435 (124) total: 37.1s remaining: 3m 42s 125: learn: 0.4261052 test: 0.4323273 best: 0.4323273 (125) total: 37.6s remaining: 3m 43s 126: learn: 0.4260941 test: 0.4323360 best: 0.4323273 (125) total: 37.6s remaining: 3m 41s 127: learn: 0.4260647 test: 0.4323409 best: 0.4323273 (125) total: 38.2s remaining: 3m 42s 128: learn: 0.4260467 test: 0.4323527 best: 0.4323273 (125) total: 38.3s remaining: 3m 41s 129: learn: 0.4260344 test: 0.4323608 best: 0.4323273 (125) total: 38.8s remaining: 3m 42s 130: learn: 0.4260283 test: 0.4323664 best: 0.4323273 (125) total: 38.9s remaining: 3m 40s 131: learn: 0.4248848 test: 0.4314238 best: 0.4314238 (131) total: 39.4s remaining: 3m 41s 132: learn: 0.4248802 test: 0.4314240 best: 0.4314238 (131) total: 39.5s remaining: 3m 40s 133: learn: 0.4248636 test: 0.4314188 best: 0.4314188 (133) total: 40s remaining: 3m 41s 134: learn: 0.4248573 test: 0.4314255 best: 0.4314188 (133) total: 40s remaining: 3m 39s 135: learn: 0.4246040 test: 0.4313087 best: 0.4313087 (135) total: 40.5s remaining: 3m 40s 136: learn: 0.4245802 test: 0.4313154 best: 0.4313087 (135) total: 41.1s remaining: 3m 41s 137: learn: 0.4245765 test: 0.4313175 best: 0.4313087 (135) total: 41.1s remaining: 3m 39s 138: learn: 0.4231851 test: 0.4300886 best: 0.4300886 (138) total: 41.6s remaining: 3m 40s 139: learn: 0.4231808 test: 0.4300880 best: 0.4300880 (139) total: 41.9s remaining: 3m 40s 140: learn: 0.4231707 test: 0.4300966 best: 0.4300880 (139) total: 42s remaining: 3m 38s 141: learn: 0.4231448 test: 0.4300911 best: 0.4300880 (139) total: 42.5s remaining: 3m 39s 142: learn: 0.4231394 test: 0.4300978 best: 0.4300880 (139) total: 42.6s remaining: 3m 37s 143: learn: 0.4231333 test: 0.4301054 best: 0.4300880 (139) total: 42.7s remaining: 3m 36s 144: learn: 0.4220468 test: 0.4288936 best: 0.4288936 (144) total: 43.2s remaining: 3m 37s 145: learn: 0.4219275 test: 0.4288353 best: 0.4288353 (145) total: 43.7s remaining: 3m 38s 146: learn: 0.4218736 test: 0.4288262 best: 0.4288262 (146) total: 44.2s remaining: 3m 39s 147: learn: 0.4218572 test: 0.4288363 best: 0.4288262 (146) total: 44.7s remaining: 3m 39s 148: learn: 0.4218492 test: 0.4288325 best: 0.4288262 (146) total: 45.3s remaining: 3m 40s 149: learn: 0.4218334 test: 0.4288443 best: 0.4288262 (146) total: 45.8s remaining: 3m 41s 150: learn: 0.4211820 test: 0.4283797 best: 0.4283797 (150) total: 46.4s remaining: 3m 42s 151: learn: 0.4211648 test: 0.4283948 best: 0.4283797 (150) total: 47s remaining: 3m 43s 152: learn: 0.4211551 test: 0.4283962 best: 0.4283797 (150) total: 47.6s remaining: 3m 44s 153: learn: 0.4211426 test: 0.4284104 best: 0.4283797 (150) total: 48.1s remaining: 3m 45s 154: learn: 0.4211280 test: 0.4284244 best: 0.4283797 (150) total: 48.8s remaining: 3m 46s 155: learn: 0.4211194 test: 0.4284355 best: 0.4283797 (150) total: 49.3s remaining: 3m 47s 156: learn: 0.4202498 test: 0.4277753 best: 0.4277753 (156) total: 49.9s remaining: 3m 48s 157: learn: 0.4202476 test: 0.4277815 best: 0.4277753 (156) total: 50.4s remaining: 3m 48s 158: learn: 0.4202367 test: 0.4277939 best: 0.4277753 (156) total: 51s remaining: 3m 49s 159: learn: 0.4202094 test: 0.4277881 best: 0.4277753 (156) total: 51.5s remaining: 3m 50s 160: learn: 0.4201805 test: 0.4277874 best: 0.4277753 (156) total: 52s remaining: 3m 50s 161: learn: 0.4201367 test: 0.4277969 best: 0.4277753 (156) total: 52.7s remaining: 3m 51s 162: learn: 0.4198205 test: 0.4275829 best: 0.4275829 (162) total: 53.3s remaining: 3m 52s 163: learn: 0.4197891 test: 0.4275751 best: 0.4275751 (163) total: 53.9s remaining: 3m 53s 164: learn: 0.4194256 test: 0.4272601 best: 0.4272601 (164) total: 54.5s remaining: 3m 54s 165: learn: 0.4190556 test: 0.4268983 best: 0.4268983 (165) total: 54.9s remaining: 3m 54s 166: learn: 0.4190479 test: 0.4268990 best: 0.4268983 (165) total: 55.5s remaining: 3m 55s 167: learn: 0.4190392 test: 0.4268972 best: 0.4268972 (167) total: 56.1s remaining: 3m 55s 168: learn: 0.4190009 test: 0.4269295 best: 0.4268972 (167) total: 56.6s remaining: 3m 56s 169: learn: 0.4189872 test: 0.4269320 best: 0.4268972 (167) total: 57.1s remaining: 3m 56s 170: learn: 0.4189615 test: 0.4269291 best: 0.4268972 (167) total: 57.7s remaining: 3m 57s 171: learn: 0.4184921 test: 0.4265165 best: 0.4265165 (171) total: 58.2s remaining: 3m 58s 172: learn: 0.4184902 test: 0.4265160 best: 0.4265160 (172) total: 58.8s remaining: 3m 58s 173: learn: 0.4184788 test: 0.4265130 best: 0.4265130 (173) total: 59.4s remaining: 3m 59s 174: learn: 0.4184756 test: 0.4265200 best: 0.4265130 (173) total: 59.6s remaining: 3m 58s 175: learn: 0.4184639 test: 0.4265290 best: 0.4265130 (173) total: 1m remaining: 3m 59s 176: learn: 0.4182107 test: 0.4263818 best: 0.4263818 (176) total: 1m remaining: 3m 59s 177: learn: 0.4182021 test: 0.4263898 best: 0.4263818 (176) total: 1m 1s remaining: 4m 178: learn: 0.4181917 test: 0.4264018 best: 0.4263818 (176) total: 1m 2s remaining: 4m 1s 179: learn: 0.4181804 test: 0.4264200 best: 0.4263818 (176) total: 1m 2s remaining: 4m 1s 180: learn: 0.4181722 test: 0.4264316 best: 0.4263818 (176) total: 1m 3s remaining: 4m 2s 181: learn: 0.4181646 test: 0.4264248 best: 0.4263818 (176) total: 1m 3s remaining: 4m 2s 182: learn: 0.4181511 test: 0.4264347 best: 0.4263818 (176) total: 1m 4s remaining: 4m 2s 183: learn: 0.4181436 test: 0.4264474 best: 0.4263818 (176) total: 1m 4s remaining: 4m 3s 184: learn: 0.4181048 test: 0.4264511 best: 0.4263818 (176) total: 1m 5s remaining: 4m 3s 185: learn: 0.4180935 test: 0.4264623 best: 0.4263818 (176) total: 1m 5s remaining: 4m 3s 186: learn: 0.4180890 test: 0.4264683 best: 0.4263818 (176) total: 1m 6s remaining: 4m 4s 187: learn: 0.4180866 test: 0.4264685 best: 0.4263818 (176) total: 1m 6s remaining: 4m 4s 188: learn: 0.4180289 test: 0.4264495 best: 0.4263818 (176) total: 1m 7s remaining: 4m 4s 189: learn: 0.4180158 test: 0.4264594 best: 0.4263818 (176) total: 1m 7s remaining: 4m 4s 190: learn: 0.4180063 test: 0.4264720 best: 0.4263818 (176) total: 1m 8s remaining: 4m 5s 191: learn: 0.4179872 test: 0.4264983 best: 0.4263818 (176) total: 1m 8s remaining: 4m 5s 192: learn: 0.4179853 test: 0.4265036 best: 0.4263818 (176) total: 1m 9s remaining: 4m 5s 193: learn: 0.4179716 test: 0.4265169 best: 0.4263818 (176) total: 1m 9s remaining: 4m 5s 194: learn: 0.4179657 test: 0.4265282 best: 0.4263818 (176) total: 1m 10s remaining: 4m 6s 195: learn: 0.4179600 test: 0.4265420 best: 0.4263818 (176) total: 1m 11s remaining: 4m 6s 196: learn: 0.4179510 test: 0.4265599 best: 0.4263818 (176) total: 1m 11s remaining: 4m 6s 197: learn: 0.4179475 test: 0.4265668 best: 0.4263818 (176) total: 1m 11s remaining: 4m 5s 198: learn: 0.4179443 test: 0.4265732 best: 0.4263818 (176) total: 1m 12s remaining: 4m 4s 199: learn: 0.4179377 test: 0.4265796 best: 0.4263818 (176) total: 1m 12s remaining: 4m 4s 200: learn: 0.4178400 test: 0.4265000 best: 0.4263818 (176) total: 1m 13s remaining: 4m 5s 201: learn: 0.4178360 test: 0.4265115 best: 0.4263818 (176) total: 1m 13s remaining: 4m 5s 202: learn: 0.4178308 test: 0.4264994 best: 0.4263818 (176) total: 1m 14s remaining: 4m 5s 203: learn: 0.4174181 test: 0.4261035 best: 0.4261035 (203) total: 1m 14s remaining: 4m 5s 204: learn: 0.4174132 test: 0.4261144 best: 0.4261035 (203) total: 1m 14s remaining: 4m 5s 205: learn: 0.4174105 test: 0.4261201 best: 0.4261035 (203) total: 1m 15s remaining: 4m 5s 206: learn: 0.4174039 test: 0.4261314 best: 0.4261035 (203) total: 1m 16s remaining: 4m 5s 207: learn: 0.4173371 test: 0.4261303 best: 0.4261035 (203) total: 1m 16s remaining: 4m 5s 208: learn: 0.4172524 test: 0.4260811 best: 0.4260811 (208) total: 1m 17s remaining: 4m 5s 209: learn: 0.4169491 test: 0.4258209 best: 0.4258209 (209) total: 1m 17s remaining: 4m 5s 210: learn: 0.4169475 test: 0.4258222 best: 0.4258209 (209) total: 1m 18s remaining: 4m 5s 211: learn: 0.4169407 test: 0.4258227 best: 0.4258209 (209) total: 1m 18s remaining: 4m 5s 212: learn: 0.4169255 test: 0.4258263 best: 0.4258209 (209) total: 1m 19s remaining: 4m 5s 213: learn: 0.4169221 test: 0.4258351 best: 0.4258209 (209) total: 1m 19s remaining: 4m 5s 214: learn: 0.4168015 test: 0.4257654 best: 0.4257654 (214) total: 1m 20s remaining: 4m 6s 215: learn: 0.4168000 test: 0.4257668 best: 0.4257654 (214) total: 1m 20s remaining: 4m 6s 216: learn: 0.4167446 test: 0.4257063 best: 0.4257063 (216) total: 1m 21s remaining: 4m 6s 217: learn: 0.4167280 test: 0.4257357 best: 0.4257063 (216) total: 1m 21s remaining: 4m 6s 218: learn: 0.4167256 test: 0.4257463 best: 0.4257063 (216) total: 1m 22s remaining: 4m 6s 219: learn: 0.4167233 test: 0.4257529 best: 0.4257063 (216) total: 1m 22s remaining: 4m 7s 220: learn: 0.4167203 test: 0.4257624 best: 0.4257063 (216) total: 1m 23s remaining: 4m 6s 221: learn: 0.4167183 test: 0.4257633 best: 0.4257063 (216) total: 1m 23s remaining: 4m 6s 222: learn: 0.4167170 test: 0.4257694 best: 0.4257063 (216) total: 1m 24s remaining: 4m 6s 223: learn: 0.4167100 test: 0.4257793 best: 0.4257063 (216) total: 1m 24s remaining: 4m 6s 224: learn: 0.4167069 test: 0.4257885 best: 0.4257063 (216) total: 1m 25s remaining: 4m 6s 225: learn: 0.4167049 test: 0.4257981 best: 0.4257063 (216) total: 1m 25s remaining: 4m 6s 226: learn: 0.4167023 test: 0.4258030 best: 0.4257063 (216) total: 1m 26s remaining: 4m 6s 227: learn: 0.4167013 test: 0.4258038 best: 0.4257063 (216) total: 1m 26s remaining: 4m 6s 228: learn: 0.4167003 test: 0.4258087 best: 0.4257063 (216) total: 1m 27s remaining: 4m 6s 229: learn: 0.4166988 test: 0.4258124 best: 0.4257063 (216) total: 1m 27s remaining: 4m 5s 230: learn: 0.4166983 test: 0.4258130 best: 0.4257063 (216) total: 1m 27s remaining: 4m 4s 231: learn: 0.4164377 test: 0.4256351 best: 0.4256351 (231) total: 1m 28s remaining: 4m 4s 232: learn: 0.4164299 test: 0.4256371 best: 0.4256351 (231) total: 1m 28s remaining: 4m 3s 233: learn: 0.4164256 test: 0.4256446 best: 0.4256351 (231) total: 1m 29s remaining: 4m 3s 234: learn: 0.4161076 test: 0.4253809 best: 0.4253809 (234) total: 1m 29s remaining: 4m 3s 235: learn: 0.4161051 test: 0.4253897 best: 0.4253809 (234) total: 1m 30s remaining: 4m 3s 236: learn: 0.4160930 test: 0.4253966 best: 0.4253809 (234) total: 1m 30s remaining: 4m 3s 237: learn: 0.4160896 test: 0.4254064 best: 0.4253809 (234) total: 1m 31s remaining: 4m 3s 238: learn: 0.4160862 test: 0.4254179 best: 0.4253809 (234) total: 1m 31s remaining: 4m 3s 239: learn: 0.4156328 test: 0.4250548 best: 0.4250548 (239) total: 1m 32s remaining: 4m 3s 240: learn: 0.4156298 test: 0.4250623 best: 0.4250548 (239) total: 1m 32s remaining: 4m 3s 241: learn: 0.4156284 test: 0.4250703 best: 0.4250548 (239) total: 1m 32s remaining: 4m 3s 242: learn: 0.4156255 test: 0.4250699 best: 0.4250548 (239) total: 1m 33s remaining: 4m 3s 243: learn: 0.4156231 test: 0.4250765 best: 0.4250548 (239) total: 1m 34s remaining: 4m 3s 244: learn: 0.4156207 test: 0.4250776 best: 0.4250548 (239) total: 1m 34s remaining: 4m 3s 245: learn: 0.4156191 test: 0.4250850 best: 0.4250548 (239) total: 1m 35s remaining: 4m 3s 246: learn: 0.4156183 test: 0.4250871 best: 0.4250548 (239) total: 1m 35s remaining: 4m 2s 247: learn: 0.4155920 test: 0.4250695 best: 0.4250548 (239) total: 1m 35s remaining: 4m 2s 248: learn: 0.4155905 test: 0.4250687 best: 0.4250548 (239) total: 1m 36s remaining: 4m 2s 249: learn: 0.4155032 test: 0.4250284 best: 0.4250284 (249) total: 1m 37s remaining: 4m 2s 250: learn: 0.4154989 test: 0.4250383 best: 0.4250284 (249) total: 1m 37s remaining: 4m 2s 251: learn: 0.4154967 test: 0.4250391 best: 0.4250284 (249) total: 1m 38s remaining: 4m 2s 252: learn: 0.4154959 test: 0.4250408 best: 0.4250284 (249) total: 1m 38s remaining: 4m 1s 253: learn: 0.4147227 test: 0.4244397 best: 0.4244397 (253) total: 1m 38s remaining: 4m 1s 254: learn: 0.4147185 test: 0.4244413 best: 0.4244397 (253) total: 1m 39s remaining: 4m 1s 255: learn: 0.4146751 test: 0.4244331 best: 0.4244331 (255) total: 1m 40s remaining: 4m 1s 256: learn: 0.4146723 test: 0.4244401 best: 0.4244331 (255) total: 1m 40s remaining: 4m 1s 257: learn: 0.4142948 test: 0.4241616 best: 0.4241616 (257) total: 1m 41s remaining: 4m 1s 258: learn: 0.4142938 test: 0.4241680 best: 0.4241616 (257) total: 1m 41s remaining: 4m 1s 259: learn: 0.4142880 test: 0.4241730 best: 0.4241616 (257) total: 1m 42s remaining: 4m 1s 260: learn: 0.4142867 test: 0.4241800 best: 0.4241616 (257) total: 1m 42s remaining: 4m 1s 261: learn: 0.4142860 test: 0.4241796 best: 0.4241616 (257) total: 1m 43s remaining: 4m 1s 262: learn: 0.4142838 test: 0.4241844 best: 0.4241616 (257) total: 1m 43s remaining: 4m 1s 263: learn: 0.4142823 test: 0.4241875 best: 0.4241616 (257) total: 1m 44s remaining: 4m 1s 264: learn: 0.4142812 test: 0.4241932 best: 0.4241616 (257) total: 1m 44s remaining: 4m 1s 265: learn: 0.4142549 test: 0.4241742 best: 0.4241616 (257) total: 1m 45s remaining: 4m 1s 266: learn: 0.4141008 test: 0.4241107 best: 0.4241107 (266) total: 1m 45s remaining: 4m 1s 267: learn: 0.4139584 test: 0.4240881 best: 0.4240881 (267) total: 1m 46s remaining: 4m 1s 268: learn: 0.4139572 test: 0.4240924 best: 0.4240881 (267) total: 1m 46s remaining: 4m 269: learn: 0.4139551 test: 0.4240943 best: 0.4240881 (267) total: 1m 47s remaining: 4m 270: learn: 0.4139481 test: 0.4240951 best: 0.4240881 (267) total: 1m 48s remaining: 4m 271: learn: 0.4139468 test: 0.4240946 best: 0.4240881 (267) total: 1m 48s remaining: 4m 272: learn: 0.4139435 test: 0.4240996 best: 0.4240881 (267) total: 1m 49s remaining: 4m 273: learn: 0.4139400 test: 0.4241157 best: 0.4240881 (267) total: 1m 49s remaining: 4m 274: learn: 0.4139279 test: 0.4241200 best: 0.4240881 (267) total: 1m 50s remaining: 4m 275: learn: 0.4139266 test: 0.4241212 best: 0.4240881 (267) total: 1m 50s remaining: 4m 276: learn: 0.4139162 test: 0.4241317 best: 0.4240881 (267) total: 1m 51s remaining: 4m 277: learn: 0.4139157 test: 0.4241340 best: 0.4240881 (267) total: 1m 51s remaining: 3m 59s 278: learn: 0.4133770 test: 0.4237061 best: 0.4237061 (278) total: 1m 52s remaining: 3m 59s 279: learn: 0.4133760 test: 0.4237108 best: 0.4237061 (278) total: 1m 52s remaining: 3m 59s 280: learn: 0.4133755 test: 0.4237129 best: 0.4237061 (278) total: 1m 53s remaining: 3m 58s 281: learn: 0.4133735 test: 0.4237168 best: 0.4237061 (278) total: 1m 53s remaining: 3m 59s 282: learn: 0.4133720 test: 0.4237168 best: 0.4237061 (278) total: 1m 54s remaining: 3m 59s 283: learn: 0.4133704 test: 0.4237188 best: 0.4237061 (278) total: 1m 54s remaining: 3m 59s 284: learn: 0.4133420 test: 0.4237107 best: 0.4237061 (278) total: 1m 55s remaining: 3m 59s 285: learn: 0.4133402 test: 0.4237106 best: 0.4237061 (278) total: 1m 56s remaining: 3m 58s 286: learn: 0.4133371 test: 0.4237152 best: 0.4237061 (278) total: 1m 56s remaining: 3m 58s 287: learn: 0.4133353 test: 0.4237222 best: 0.4237061 (278) total: 1m 57s remaining: 3m 58s 288: learn: 0.4133347 test: 0.4237221 best: 0.4237061 (278) total: 1m 57s remaining: 3m 58s 289: learn: 0.4133319 test: 0.4237241 best: 0.4237061 (278) total: 1m 58s remaining: 3m 58s 290: learn: 0.4133314 test: 0.4237258 best: 0.4237061 (278) total: 1m 58s remaining: 3m 57s 291: learn: 0.4133138 test: 0.4237288 best: 0.4237061 (278) total: 1m 58s remaining: 3m 57s 292: learn: 0.4133132 test: 0.4237288 best: 0.4237061 (278) total: 1m 59s remaining: 3m 56s 293: learn: 0.4133093 test: 0.4237311 best: 0.4237061 (278) total: 1m 59s remaining: 3m 56s 294: learn: 0.4133077 test: 0.4237310 best: 0.4237061 (278) total: 2m remaining: 3m 56s 295: learn: 0.4133050 test: 0.4237233 best: 0.4237061 (278) total: 2m remaining: 3m 55s 296: learn: 0.4133040 test: 0.4237273 best: 0.4237061 (278) total: 2m 1s remaining: 3m 55s 297: learn: 0.4133008 test: 0.4237265 best: 0.4237061 (278) total: 2m 1s remaining: 3m 55s 298: learn: 0.4132970 test: 0.4237305 best: 0.4237061 (278) total: 2m 2s remaining: 3m 55s 299: learn: 0.4132876 test: 0.4237318 best: 0.4237061 (278) total: 2m 2s remaining: 3m 55s 300: learn: 0.4131452 test: 0.4236560 best: 0.4236560 (300) total: 2m 3s remaining: 3m 55s 301: learn: 0.4130773 test: 0.4236003 best: 0.4236003 (301) total: 2m 3s remaining: 3m 55s 302: learn: 0.4130769 test: 0.4236040 best: 0.4236003 (301) total: 2m 4s remaining: 3m 54s 303: learn: 0.4130758 test: 0.4236086 best: 0.4236003 (301) total: 2m 4s remaining: 3m 54s 304: learn: 0.4130756 test: 0.4236098 best: 0.4236003 (301) total: 2m 5s remaining: 3m 53s 305: learn: 0.4130749 test: 0.4236133 best: 0.4236003 (301) total: 2m 5s remaining: 3m 53s 306: learn: 0.4130735 test: 0.4236179 best: 0.4236003 (301) total: 2m 6s remaining: 3m 53s 307: learn: 0.4130682 test: 0.4236187 best: 0.4236003 (301) total: 2m 6s remaining: 3m 53s 308: learn: 0.4130669 test: 0.4236195 best: 0.4236003 (301) total: 2m 7s remaining: 3m 53s 309: learn: 0.4130651 test: 0.4236133 best: 0.4236003 (301) total: 2m 7s remaining: 3m 52s 310: learn: 0.4130488 test: 0.4236058 best: 0.4236003 (301) total: 2m 8s remaining: 3m 52s 311: learn: 0.4130484 test: 0.4236056 best: 0.4236003 (301) total: 2m 8s remaining: 3m 52s 312: learn: 0.4130482 test: 0.4236065 best: 0.4236003 (301) total: 2m 9s remaining: 3m 51s 313: learn: 0.4130477 test: 0.4236094 best: 0.4236003 (301) total: 2m 9s remaining: 3m 51s 314: learn: 0.4129481 test: 0.4235182 best: 0.4235182 (314) total: 2m 10s remaining: 3m 51s 315: learn: 0.4129471 test: 0.4235182 best: 0.4235182 (315) total: 2m 10s remaining: 3m 51s 316: learn: 0.4129457 test: 0.4235182 best: 0.4235182 (316) total: 2m 11s remaining: 3m 51s 317: learn: 0.4129423 test: 0.4235120 best: 0.4235120 (317) total: 2m 11s remaining: 3m 51s 318: learn: 0.4129414 test: 0.4235057 best: 0.4235057 (318) total: 2m 12s remaining: 3m 50s 319: learn: 0.4129121 test: 0.4235149 best: 0.4235057 (318) total: 2m 12s remaining: 3m 50s 320: learn: 0.4129019 test: 0.4235120 best: 0.4235057 (318) total: 2m 13s remaining: 3m 50s 321: learn: 0.4129010 test: 0.4235121 best: 0.4235057 (318) total: 2m 14s remaining: 3m 50s 322: learn: 0.4129008 test: 0.4235129 best: 0.4235057 (318) total: 2m 14s remaining: 3m 49s 323: learn: 0.4129007 test: 0.4235129 best: 0.4235057 (318) total: 2m 14s remaining: 3m 48s 324: learn: 0.4124719 test: 0.4232580 best: 0.4232580 (324) total: 2m 14s remaining: 3m 48s 325: learn: 0.4124710 test: 0.4232610 best: 0.4232580 (324) total: 2m 14s remaining: 3m 47s 326: learn: 0.4124702 test: 0.4232639 best: 0.4232580 (324) total: 2m 15s remaining: 3m 46s 327: learn: 0.4124693 test: 0.4232638 best: 0.4232580 (324) total: 2m 15s remaining: 3m 46s 328: learn: 0.4124678 test: 0.4232772 best: 0.4232580 (324) total: 2m 16s remaining: 3m 46s 329: learn: 0.4124658 test: 0.4232820 best: 0.4232580 (324) total: 2m 17s remaining: 3m 46s 330: learn: 0.4124643 test: 0.4232847 best: 0.4232580 (324) total: 2m 17s remaining: 3m 46s 331: learn: 0.4124642 test: 0.4232849 best: 0.4232580 (324) total: 2m 17s remaining: 3m 45s 332: learn: 0.4124636 test: 0.4232875 best: 0.4232580 (324) total: 2m 18s remaining: 3m 45s 333: learn: 0.4124394 test: 0.4232996 best: 0.4232580 (324) total: 2m 18s remaining: 3m 45s 334: learn: 0.4124382 test: 0.4233019 best: 0.4232580 (324) total: 2m 19s remaining: 3m 44s 335: learn: 0.4124373 test: 0.4233041 best: 0.4232580 (324) total: 2m 19s remaining: 3m 44s 336: learn: 0.4124354 test: 0.4233064 best: 0.4232580 (324) total: 2m 20s remaining: 3m 44s 337: learn: 0.4116035 test: 0.4227491 best: 0.4227491 (337) total: 2m 21s remaining: 3m 44s 338: learn: 0.4115971 test: 0.4227487 best: 0.4227487 (338) total: 2m 21s remaining: 3m 43s 339: learn: 0.4115962 test: 0.4227432 best: 0.4227432 (339) total: 2m 21s remaining: 3m 43s 340: learn: 0.4115783 test: 0.4227513 best: 0.4227432 (339) total: 2m 22s remaining: 3m 42s 341: learn: 0.4115310 test: 0.4227223 best: 0.4227223 (341) total: 2m 22s remaining: 3m 42s 342: learn: 0.4115300 test: 0.4227269 best: 0.4227223 (341) total: 2m 23s remaining: 3m 42s 343: learn: 0.4115291 test: 0.4227217 best: 0.4227217 (343) total: 2m 23s remaining: 3m 41s 344: learn: 0.4115265 test: 0.4227189 best: 0.4227189 (344) total: 2m 24s remaining: 3m 41s 345: learn: 0.4115263 test: 0.4227213 best: 0.4227189 (344) total: 2m 24s remaining: 3m 41s 346: learn: 0.4115261 test: 0.4227235 best: 0.4227189 (344) total: 2m 25s remaining: 3m 41s 347: learn: 0.4115230 test: 0.4227108 best: 0.4227108 (347) total: 2m 25s remaining: 3m 41s 348: learn: 0.4115223 test: 0.4227130 best: 0.4227108 (347) total: 2m 26s remaining: 3m 40s 349: learn: 0.4115218 test: 0.4227151 best: 0.4227108 (347) total: 2m 26s remaining: 3m 40s 350: learn: 0.4115174 test: 0.4227037 best: 0.4227037 (350) total: 2m 27s remaining: 3m 40s 351: learn: 0.4115159 test: 0.4226988 best: 0.4226988 (351) total: 2m 28s remaining: 3m 39s 352: learn: 0.4114998 test: 0.4226859 best: 0.4226859 (352) total: 2m 28s remaining: 3m 39s 353: learn: 0.4114982 test: 0.4226871 best: 0.4226859 (352) total: 2m 29s remaining: 3m 39s 354: learn: 0.4114972 test: 0.4226869 best: 0.4226859 (352) total: 2m 29s remaining: 3m 39s 355: learn: 0.4114948 test: 0.4226877 best: 0.4226859 (352) total: 2m 30s remaining: 3m 38s 356: learn: 0.4114929 test: 0.4226900 best: 0.4226859 (352) total: 2m 30s remaining: 3m 38s 357: learn: 0.4114917 test: 0.4226811 best: 0.4226811 (357) total: 2m 31s remaining: 3m 38s 358: learn: 0.4114916 test: 0.4226817 best: 0.4226811 (357) total: 2m 31s remaining: 3m 37s 359: learn: 0.4114915 test: 0.4226814 best: 0.4226811 (357) total: 2m 31s remaining: 3m 36s 360: learn: 0.4114905 test: 0.4226826 best: 0.4226811 (357) total: 2m 31s remaining: 3m 36s 361: learn: 0.4114878 test: 0.4226824 best: 0.4226811 (357) total: 2m 32s remaining: 3m 35s 362: learn: 0.4114831 test: 0.4226834 best: 0.4226811 (357) total: 2m 32s remaining: 3m 35s 363: learn: 0.4114820 test: 0.4226853 best: 0.4226811 (357) total: 2m 33s remaining: 3m 35s 364: learn: 0.4114819 test: 0.4226849 best: 0.4226811 (357) total: 2m 33s remaining: 3m 34s 365: learn: 0.4114742 test: 0.4226850 best: 0.4226811 (357) total: 2m 34s remaining: 3m 34s 366: learn: 0.4114735 test: 0.4226853 best: 0.4226811 (357) total: 2m 34s remaining: 3m 33s 367: learn: 0.4114716 test: 0.4226856 best: 0.4226811 (357) total: 2m 35s remaining: 3m 33s 368: learn: 0.4114705 test: 0.4226860 best: 0.4226811 (357) total: 2m 35s remaining: 3m 33s 369: learn: 0.4114704 test: 0.4226860 best: 0.4226811 (357) total: 2m 35s remaining: 3m 32s 370: learn: 0.4114681 test: 0.4226893 best: 0.4226811 (357) total: 2m 36s remaining: 3m 32s 371: learn: 0.4114659 test: 0.4226892 best: 0.4226811 (357) total: 2m 36s remaining: 3m 31s 372: learn: 0.4114525 test: 0.4226860 best: 0.4226811 (357) total: 2m 37s remaining: 3m 31s 373: learn: 0.4114522 test: 0.4226877 best: 0.4226811 (357) total: 2m 37s remaining: 3m 31s 374: learn: 0.4114513 test: 0.4226875 best: 0.4226811 (357) total: 2m 38s remaining: 3m 30s 375: learn: 0.4114503 test: 0.4226875 best: 0.4226811 (357) total: 2m 38s remaining: 3m 30s 376: learn: 0.4114502 test: 0.4226871 best: 0.4226811 (357) total: 2m 38s remaining: 3m 29s 377: learn: 0.4114490 test: 0.4226880 best: 0.4226811 (357) total: 2m 39s remaining: 3m 29s 378: learn: 0.4114484 test: 0.4226879 best: 0.4226811 (357) total: 2m 39s remaining: 3m 29s 379: learn: 0.4114482 test: 0.4226875 best: 0.4226811 (357) total: 2m 40s remaining: 3m 29s 380: learn: 0.4114467 test: 0.4226901 best: 0.4226811 (357) total: 2m 41s remaining: 3m 28s 381: learn: 0.4114465 test: 0.4226908 best: 0.4226811 (357) total: 2m 41s remaining: 3m 28s 382: learn: 0.4114242 test: 0.4226886 best: 0.4226811 (357) total: 2m 42s remaining: 3m 28s 383: learn: 0.4114240 test: 0.4226894 best: 0.4226811 (357) total: 2m 42s remaining: 3m 27s 384: learn: 0.4114223 test: 0.4226861 best: 0.4226811 (357) total: 2m 43s remaining: 3m 27s 385: learn: 0.4113948 test: 0.4226761 best: 0.4226761 (385) total: 2m 43s remaining: 3m 27s 386: learn: 0.4113939 test: 0.4226770 best: 0.4226761 (385) total: 2m 44s remaining: 3m 26s 387: learn: 0.4113938 test: 0.4226766 best: 0.4226761 (385) total: 2m 44s remaining: 3m 26s 388: learn: 0.4113935 test: 0.4226782 best: 0.4226761 (385) total: 2m 44s remaining: 3m 25s 389: learn: 0.4113758 test: 0.4226792 best: 0.4226761 (385) total: 2m 45s remaining: 3m 25s 390: learn: 0.4112965 test: 0.4226399 best: 0.4226399 (390) total: 2m 45s remaining: 3m 25s 391: learn: 0.4112957 test: 0.4226415 best: 0.4226399 (390) total: 2m 46s remaining: 3m 24s 392: learn: 0.4112722 test: 0.4226423 best: 0.4226399 (390) total: 2m 46s remaining: 3m 24s 393: learn: 0.4112717 test: 0.4226423 best: 0.4226399 (390) total: 2m 47s remaining: 3m 24s 394: learn: 0.4112673 test: 0.4226459 best: 0.4226399 (390) total: 2m 47s remaining: 3m 23s 395: learn: 0.4112647 test: 0.4226340 best: 0.4226340 (395) total: 2m 48s remaining: 3m 23s 396: learn: 0.4112478 test: 0.4226339 best: 0.4226339 (396) total: 2m 48s remaining: 3m 23s 397: learn: 0.4112471 test: 0.4226350 best: 0.4226339 (396) total: 2m 49s remaining: 3m 22s 398: learn: 0.4112469 test: 0.4226349 best: 0.4226339 (396) total: 2m 49s remaining: 3m 22s 399: learn: 0.4112469 test: 0.4226345 best: 0.4226339 (396) total: 2m 50s remaining: 3m 21s 400: learn: 0.4112468 test: 0.4226344 best: 0.4226339 (396) total: 2m 50s remaining: 3m 21s 401: learn: 0.4110748 test: 0.4224858 best: 0.4224858 (401) total: 2m 51s remaining: 3m 21s 402: learn: 0.4110563 test: 0.4224841 best: 0.4224841 (402) total: 2m 51s remaining: 3m 21s 403: learn: 0.4110493 test: 0.4224864 best: 0.4224841 (402) total: 2m 52s remaining: 3m 20s 404: learn: 0.4110469 test: 0.4224862 best: 0.4224841 (402) total: 2m 52s remaining: 3m 20s 405: learn: 0.4110461 test: 0.4224864 best: 0.4224841 (402) total: 2m 53s remaining: 3m 20s 406: learn: 0.4110362 test: 0.4224872 best: 0.4224841 (402) total: 2m 53s remaining: 3m 19s 407: learn: 0.4110332 test: 0.4224885 best: 0.4224841 (402) total: 2m 54s remaining: 3m 19s 408: learn: 0.4110330 test: 0.4224893 best: 0.4224841 (402) total: 2m 54s remaining: 3m 19s 409: learn: 0.4110252 test: 0.4224811 best: 0.4224811 (409) total: 2m 55s remaining: 3m 18s 410: learn: 0.4110233 test: 0.4224812 best: 0.4224811 (409) total: 2m 55s remaining: 3m 18s 411: learn: 0.4110233 test: 0.4224807 best: 0.4224807 (411) total: 2m 55s remaining: 3m 17s 412: learn: 0.4110223 test: 0.4224815 best: 0.4224807 (411) total: 2m 56s remaining: 3m 17s 413: learn: 0.4110026 test: 0.4224684 best: 0.4224684 (413) total: 2m 56s remaining: 3m 16s 414: learn: 0.4110014 test: 0.4224699 best: 0.4224684 (413) total: 2m 57s remaining: 3m 16s 415: learn: 0.4110006 test: 0.4224702 best: 0.4224684 (413) total: 2m 57s remaining: 3m 16s 416: learn: 0.4109998 test: 0.4224708 best: 0.4224684 (413) total: 2m 58s remaining: 3m 15s 417: learn: 0.4109974 test: 0.4224720 best: 0.4224684 (413) total: 2m 58s remaining: 3m 15s 418: learn: 0.4109969 test: 0.4224734 best: 0.4224684 (413) total: 2m 59s remaining: 3m 15s 419: learn: 0.4109752 test: 0.4224586 best: 0.4224586 (419) total: 3m remaining: 3m 15s 420: learn: 0.4109749 test: 0.4224593 best: 0.4224586 (419) total: 3m remaining: 3m 14s 421: learn: 0.4109743 test: 0.4224599 best: 0.4224586 (419) total: 3m 1s remaining: 3m 14s 422: learn: 0.4109741 test: 0.4224608 best: 0.4224586 (419) total: 3m 1s remaining: 3m 14s 423: learn: 0.4109712 test: 0.4224678 best: 0.4224586 (419) total: 3m 2s remaining: 3m 13s 424: learn: 0.4109711 test: 0.4224678 best: 0.4224586 (419) total: 3m 2s remaining: 3m 13s 425: learn: 0.4109703 test: 0.4224683 best: 0.4224586 (419) total: 3m 3s remaining: 3m 13s 426: learn: 0.4109693 test: 0.4224680 best: 0.4224586 (419) total: 3m 3s remaining: 3m 12s 427: learn: 0.4109683 test: 0.4224683 best: 0.4224586 (419) total: 3m 4s remaining: 3m 12s 428: learn: 0.4109630 test: 0.4224673 best: 0.4224586 (419) total: 3m 4s remaining: 3m 12s 429: learn: 0.4109625 test: 0.4224629 best: 0.4224586 (419) total: 3m 5s remaining: 3m 11s 430: learn: 0.4109616 test: 0.4224636 best: 0.4224586 (419) total: 3m 5s remaining: 3m 11s 431: learn: 0.4107514 test: 0.4223002 best: 0.4223002 (431) total: 3m 6s remaining: 3m 11s 432: learn: 0.4107484 test: 0.4223014 best: 0.4223002 (431) total: 3m 6s remaining: 3m 10s 433: learn: 0.4107300 test: 0.4223018 best: 0.4223002 (431) total: 3m 7s remaining: 3m 10s 434: learn: 0.4107290 test: 0.4223012 best: 0.4223002 (431) total: 3m 7s remaining: 3m 9s 435: learn: 0.4107281 test: 0.4223043 best: 0.4223002 (431) total: 3m 8s remaining: 3m 9s 436: learn: 0.4107272 test: 0.4223047 best: 0.4223002 (431) total: 3m 8s remaining: 3m 9s 437: learn: 0.4107254 test: 0.4223061 best: 0.4223002 (431) total: 3m 9s remaining: 3m 8s 438: learn: 0.4107240 test: 0.4223069 best: 0.4223002 (431) total: 3m 9s remaining: 3m 8s 439: learn: 0.4107239 test: 0.4223064 best: 0.4223002 (431) total: 3m 9s remaining: 3m 7s 440: learn: 0.4107229 test: 0.4223065 best: 0.4223002 (431) total: 3m 10s remaining: 3m 7s 441: learn: 0.4107226 test: 0.4223065 best: 0.4223002 (431) total: 3m 11s remaining: 3m 7s 442: learn: 0.4107209 test: 0.4223076 best: 0.4223002 (431) total: 3m 11s remaining: 3m 6s 443: learn: 0.4107208 test: 0.4223081 best: 0.4223002 (431) total: 3m 11s remaining: 3m 6s 444: learn: 0.4107200 test: 0.4223076 best: 0.4223002 (431) total: 3m 12s remaining: 3m 5s 445: learn: 0.4107191 test: 0.4223087 best: 0.4223002 (431) total: 3m 12s remaining: 3m 5s 446: learn: 0.4107186 test: 0.4223053 best: 0.4223002 (431) total: 3m 13s remaining: 3m 5s 447: learn: 0.4107172 test: 0.4223064 best: 0.4223002 (431) total: 3m 14s remaining: 3m 4s 448: learn: 0.4107169 test: 0.4223065 best: 0.4223002 (431) total: 3m 14s remaining: 3m 4s 449: learn: 0.4107153 test: 0.4223073 best: 0.4223002 (431) total: 3m 15s remaining: 3m 4s 450: learn: 0.4107153 test: 0.4223077 best: 0.4223002 (431) total: 3m 15s remaining: 3m 3s 451: learn: 0.4106766 test: 0.4222793 best: 0.4222793 (451) total: 3m 16s remaining: 3m 3s 452: learn: 0.4106765 test: 0.4222797 best: 0.4222793 (451) total: 3m 16s remaining: 3m 3s 453: learn: 0.4106761 test: 0.4222808 best: 0.4222793 (451) total: 3m 17s remaining: 3m 2s 454: learn: 0.4106711 test: 0.4222816 best: 0.4222793 (451) total: 3m 17s remaining: 3m 2s 455: learn: 0.4106544 test: 0.4222833 best: 0.4222793 (451) total: 3m 18s remaining: 3m 2s 456: learn: 0.4106537 test: 0.4222832 best: 0.4222793 (451) total: 3m 18s remaining: 3m 1s 457: learn: 0.4106536 test: 0.4222832 best: 0.4222793 (451) total: 3m 19s remaining: 3m 1s 458: learn: 0.4106529 test: 0.4222829 best: 0.4222793 (451) total: 3m 19s remaining: 3m 1s 459: learn: 0.4106528 test: 0.4222839 best: 0.4222793 (451) total: 3m 20s remaining: 3m 460: learn: 0.4106522 test: 0.4222841 best: 0.4222793 (451) total: 3m 20s remaining: 3m 461: learn: 0.4106517 test: 0.4222842 best: 0.4222793 (451) total: 3m 21s remaining: 2m 59s 462: learn: 0.4106516 test: 0.4222847 best: 0.4222793 (451) total: 3m 21s remaining: 2m 59s 463: learn: 0.4106515 test: 0.4222857 best: 0.4222793 (451) total: 3m 22s remaining: 2m 59s 464: learn: 0.4106513 test: 0.4222861 best: 0.4222793 (451) total: 3m 22s remaining: 2m 58s 465: learn: 0.4106513 test: 0.4222864 best: 0.4222793 (451) total: 3m 22s remaining: 2m 58s 466: learn: 0.4106502 test: 0.4222874 best: 0.4222793 (451) total: 3m 23s remaining: 2m 57s 467: learn: 0.4106474 test: 0.4222880 best: 0.4222793 (451) total: 3m 24s remaining: 2m 57s 468: learn: 0.4106474 test: 0.4222890 best: 0.4222793 (451) total: 3m 24s remaining: 2m 56s 469: learn: 0.4106464 test: 0.4222895 best: 0.4222793 (451) total: 3m 24s remaining: 2m 56s 470: learn: 0.4105327 test: 0.4222106 best: 0.4222106 (470) total: 3m 25s remaining: 2m 56s 471: learn: 0.4105321 test: 0.4222108 best: 0.4222106 (470) total: 3m 25s remaining: 2m 55s 472: learn: 0.4105318 test: 0.4222112 best: 0.4222106 (470) total: 3m 26s remaining: 2m 55s 473: learn: 0.4105270 test: 0.4222118 best: 0.4222106 (470) total: 3m 27s remaining: 2m 55s 474: learn: 0.4105268 test: 0.4222118 best: 0.4222106 (470) total: 3m 27s remaining: 2m 54s 475: learn: 0.4105267 test: 0.4222126 best: 0.4222106 (470) total: 3m 28s remaining: 2m 54s 476: learn: 0.4105200 test: 0.4222120 best: 0.4222106 (470) total: 3m 28s remaining: 2m 54s 477: learn: 0.4105196 test: 0.4222084 best: 0.4222084 (477) total: 3m 29s remaining: 2m 53s 478: learn: 0.4105190 test: 0.4222079 best: 0.4222079 (478) total: 3m 29s remaining: 2m 53s 479: learn: 0.4105189 test: 0.4222083 best: 0.4222079 (478) total: 3m 30s remaining: 2m 53s 480: learn: 0.4105185 test: 0.4222089 best: 0.4222079 (478) total: 3m 30s remaining: 2m 52s 481: learn: 0.4105105 test: 0.4222034 best: 0.4222034 (481) total: 3m 31s remaining: 2m 52s 482: learn: 0.4105104 test: 0.4222042 best: 0.4222034 (481) total: 3m 31s remaining: 2m 51s 483: learn: 0.4105101 test: 0.4222046 best: 0.4222034 (481) total: 3m 32s remaining: 2m 51s 484: learn: 0.4105084 test: 0.4222057 best: 0.4222034 (481) total: 3m 32s remaining: 2m 51s 485: learn: 0.4105031 test: 0.4222055 best: 0.4222034 (481) total: 3m 33s remaining: 2m 50s 486: learn: 0.4104999 test: 0.4222052 best: 0.4222034 (481) total: 3m 33s remaining: 2m 50s 487: learn: 0.4104809 test: 0.4221867 best: 0.4221867 (487) total: 3m 34s remaining: 2m 50s 488: learn: 0.4104807 test: 0.4221871 best: 0.4221867 (487) total: 3m 34s remaining: 2m 49s 489: learn: 0.4104807 test: 0.4221864 best: 0.4221864 (489) total: 3m 35s remaining: 2m 49s 490: learn: 0.4104801 test: 0.4221871 best: 0.4221864 (489) total: 3m 35s remaining: 2m 48s 491: learn: 0.4104380 test: 0.4221891 best: 0.4221864 (489) total: 3m 36s remaining: 2m 48s 492: learn: 0.4104355 test: 0.4221894 best: 0.4221864 (489) total: 3m 36s remaining: 2m 47s 493: learn: 0.4104352 test: 0.4221895 best: 0.4221864 (489) total: 3m 37s remaining: 2m 47s 494: learn: 0.4104344 test: 0.4221897 best: 0.4221864 (489) total: 3m 37s remaining: 2m 46s 495: learn: 0.4104074 test: 0.4221966 best: 0.4221864 (489) total: 3m 37s remaining: 2m 46s 496: learn: 0.4097738 test: 0.4218930 best: 0.4218930 (496) total: 3m 38s remaining: 2m 46s 497: learn: 0.4097732 test: 0.4218938 best: 0.4218930 (496) total: 3m 38s remaining: 2m 45s 498: learn: 0.4097710 test: 0.4218924 best: 0.4218924 (498) total: 3m 39s remaining: 2m 45s 499: learn: 0.4097478 test: 0.4218858 best: 0.4218858 (499) total: 3m 39s remaining: 2m 44s 500: learn: 0.4097403 test: 0.4218893 best: 0.4218858 (499) total: 3m 40s remaining: 2m 44s 501: learn: 0.4097389 test: 0.4218849 best: 0.4218849 (501) total: 3m 40s remaining: 2m 43s 502: learn: 0.4097385 test: 0.4218856 best: 0.4218849 (501) total: 3m 41s remaining: 2m 43s 503: learn: 0.4097196 test: 0.4218834 best: 0.4218834 (503) total: 3m 41s remaining: 2m 43s 504: learn: 0.4096909 test: 0.4218894 best: 0.4218834 (503) total: 3m 42s remaining: 2m 42s 505: learn: 0.4096896 test: 0.4218876 best: 0.4218834 (503) total: 3m 42s remaining: 2m 42s 506: learn: 0.4096780 test: 0.4218809 best: 0.4218809 (506) total: 3m 43s remaining: 2m 42s 507: learn: 0.4096776 test: 0.4218817 best: 0.4218809 (506) total: 3m 43s remaining: 2m 41s 508: learn: 0.4096734 test: 0.4218813 best: 0.4218809 (506) total: 3m 44s remaining: 2m 41s 509: learn: 0.4096721 test: 0.4218823 best: 0.4218809 (506) total: 3m 44s remaining: 2m 40s 510: learn: 0.4096717 test: 0.4218829 best: 0.4218809 (506) total: 3m 45s remaining: 2m 40s 511: learn: 0.4096716 test: 0.4218837 best: 0.4218809 (506) total: 3m 45s remaining: 2m 40s 512: learn: 0.4096707 test: 0.4218834 best: 0.4218809 (506) total: 3m 46s remaining: 2m 39s 513: learn: 0.4096703 test: 0.4218833 best: 0.4218809 (506) total: 3m 46s remaining: 2m 39s 514: learn: 0.4096703 test: 0.4218833 best: 0.4218809 (506) total: 3m 47s remaining: 2m 39s 515: learn: 0.4096697 test: 0.4218840 best: 0.4218809 (506) total: 3m 47s remaining: 2m 38s 516: learn: 0.4096696 test: 0.4218840 best: 0.4218809 (506) total: 3m 48s remaining: 2m 38s 517: learn: 0.4096667 test: 0.4218962 best: 0.4218809 (506) total: 3m 49s remaining: 2m 37s 518: learn: 0.4096654 test: 0.4218929 best: 0.4218809 (506) total: 3m 49s remaining: 2m 37s 519: learn: 0.4096648 test: 0.4218914 best: 0.4218809 (506) total: 3m 50s remaining: 2m 37s 520: learn: 0.4096643 test: 0.4218920 best: 0.4218809 (506) total: 3m 50s remaining: 2m 36s 521: learn: 0.4096642 test: 0.4218927 best: 0.4218809 (506) total: 3m 50s remaining: 2m 36s 522: learn: 0.4096201 test: 0.4218815 best: 0.4218809 (506) total: 3m 51s remaining: 2m 35s 523: learn: 0.4096196 test: 0.4218838 best: 0.4218809 (506) total: 3m 51s remaining: 2m 35s 524: learn: 0.4096186 test: 0.4218805 best: 0.4218805 (524) total: 3m 52s remaining: 2m 34s 525: learn: 0.4096182 test: 0.4218808 best: 0.4218805 (524) total: 3m 52s remaining: 2m 34s 526: learn: 0.4096178 test: 0.4218809 best: 0.4218805 (524) total: 3m 53s remaining: 2m 34s 527: learn: 0.4095809 test: 0.4218765 best: 0.4218765 (527) total: 3m 53s remaining: 2m 33s 528: learn: 0.4095465 test: 0.4218764 best: 0.4218764 (528) total: 3m 54s remaining: 2m 33s 529: learn: 0.4095458 test: 0.4218728 best: 0.4218728 (529) total: 3m 54s remaining: 2m 32s 530: learn: 0.4095297 test: 0.4218751 best: 0.4218728 (529) total: 3m 55s remaining: 2m 32s 531: learn: 0.4094975 test: 0.4218504 best: 0.4218504 (531) total: 3m 55s remaining: 2m 32s 532: learn: 0.4094809 test: 0.4218491 best: 0.4218491 (532) total: 3m 56s remaining: 2m 31s 533: learn: 0.4094804 test: 0.4218491 best: 0.4218491 (533) total: 3m 57s remaining: 2m 31s 534: learn: 0.4094802 test: 0.4218491 best: 0.4218491 (534) total: 3m 57s remaining: 2m 30s 535: learn: 0.4094414 test: 0.4218260 best: 0.4218260 (535) total: 3m 58s remaining: 2m 30s 536: learn: 0.4094413 test: 0.4218267 best: 0.4218260 (535) total: 3m 58s remaining: 2m 30s 537: learn: 0.4094411 test: 0.4218266 best: 0.4218260 (535) total: 3m 58s remaining: 2m 29s 538: learn: 0.4094384 test: 0.4218257 best: 0.4218257 (538) total: 3m 59s remaining: 2m 29s 539: learn: 0.4094380 test: 0.4218260 best: 0.4218257 (538) total: 3m 59s remaining: 2m 28s 540: learn: 0.4094376 test: 0.4218258 best: 0.4218257 (538) total: 3m 59s remaining: 2m 28s 541: learn: 0.4094359 test: 0.4218258 best: 0.4218257 (538) total: 4m remaining: 2m 27s 542: learn: 0.4094355 test: 0.4218251 best: 0.4218251 (542) total: 4m remaining: 2m 27s 543: learn: 0.4094281 test: 0.4218253 best: 0.4218251 (542) total: 4m 1s remaining: 2m 26s 544: learn: 0.4094185 test: 0.4218278 best: 0.4218251 (542) total: 4m 1s remaining: 2m 26s 545: learn: 0.4093991 test: 0.4218309 best: 0.4218251 (542) total: 4m 2s remaining: 2m 26s 546: learn: 0.4093978 test: 0.4218317 best: 0.4218251 (542) total: 4m 2s remaining: 2m 25s 547: learn: 0.4093909 test: 0.4218299 best: 0.4218251 (542) total: 4m 3s remaining: 2m 25s 548: learn: 0.4093907 test: 0.4218300 best: 0.4218251 (542) total: 4m 3s remaining: 2m 24s 549: learn: 0.4093836 test: 0.4218326 best: 0.4218251 (542) total: 4m 4s remaining: 2m 24s 550: learn: 0.4093833 test: 0.4218326 best: 0.4218251 (542) total: 4m 5s remaining: 2m 24s 551: learn: 0.4093824 test: 0.4218330 best: 0.4218251 (542) total: 4m 5s remaining: 2m 23s 552: learn: 0.4093685 test: 0.4218328 best: 0.4218251 (542) total: 4m 5s remaining: 2m 23s 553: learn: 0.4093484 test: 0.4218223 best: 0.4218223 (553) total: 4m 6s remaining: 2m 22s 554: learn: 0.4093477 test: 0.4218224 best: 0.4218223 (553) total: 4m 7s remaining: 2m 22s 555: learn: 0.4093475 test: 0.4218229 best: 0.4218223 (553) total: 4m 7s remaining: 2m 22s 556: learn: 0.4093470 test: 0.4218235 best: 0.4218223 (553) total: 4m 8s remaining: 2m 21s 557: learn: 0.4093450 test: 0.4218232 best: 0.4218223 (553) total: 4m 8s remaining: 2m 21s 558: learn: 0.4093450 test: 0.4218225 best: 0.4218223 (553) total: 4m 8s remaining: 2m 20s 559: learn: 0.4093446 test: 0.4218229 best: 0.4218223 (553) total: 4m 8s remaining: 2m 19s 560: learn: 0.4093407 test: 0.4218091 best: 0.4218091 (560) total: 4m 8s remaining: 2m 19s 561: learn: 0.4093407 test: 0.4218085 best: 0.4218085 (561) total: 4m 8s remaining: 2m 18s 562: learn: 0.4093407 test: 0.4218085 best: 0.4218085 (561) total: 4m 8s remaining: 2m 17s 563: learn: 0.4093388 test: 0.4218090 best: 0.4218085 (561) total: 4m 9s remaining: 2m 17s 564: learn: 0.4093388 test: 0.4218084 best: 0.4218084 (564) total: 4m 9s remaining: 2m 16s 565: learn: 0.4093388 test: 0.4218078 best: 0.4218078 (565) total: 4m 9s remaining: 2m 16s 566: learn: 0.4093384 test: 0.4218082 best: 0.4218078 (565) total: 4m 9s remaining: 2m 15s 567: learn: 0.4093382 test: 0.4218080 best: 0.4218078 (565) total: 4m 9s remaining: 2m 15s 568: learn: 0.4093378 test: 0.4218085 best: 0.4218078 (565) total: 4m 10s remaining: 2m 14s 569: learn: 0.4093323 test: 0.4218131 best: 0.4218078 (565) total: 4m 10s remaining: 2m 14s 570: learn: 0.4091293 test: 0.4217343 best: 0.4217343 (570) total: 4m 11s remaining: 2m 13s 571: learn: 0.4091281 test: 0.4217339 best: 0.4217339 (571) total: 4m 11s remaining: 2m 13s 572: learn: 0.4091067 test: 0.4217254 best: 0.4217254 (572) total: 4m 12s remaining: 2m 13s 573: learn: 0.4090898 test: 0.4217259 best: 0.4217254 (572) total: 4m 12s remaining: 2m 12s 574: learn: 0.4090896 test: 0.4217259 best: 0.4217254 (572) total: 4m 13s remaining: 2m 12s 575: learn: 0.4090807 test: 0.4217284 best: 0.4217254 (572) total: 4m 13s remaining: 2m 11s 576: learn: 0.4090461 test: 0.4217242 best: 0.4217242 (576) total: 4m 14s remaining: 2m 11s 577: learn: 0.4090458 test: 0.4217241 best: 0.4217241 (577) total: 4m 14s remaining: 2m 10s 578: learn: 0.4090438 test: 0.4217243 best: 0.4217241 (577) total: 4m 15s remaining: 2m 10s 579: learn: 0.4088772 test: 0.4215922 best: 0.4215922 (579) total: 4m 15s remaining: 2m 10s 580: learn: 0.4088771 test: 0.4215927 best: 0.4215922 (579) total: 4m 16s remaining: 2m 9s 581: learn: 0.4088763 test: 0.4215931 best: 0.4215922 (579) total: 4m 17s remaining: 2m 9s 582: learn: 0.4088747 test: 0.4215931 best: 0.4215922 (579) total: 4m 17s remaining: 2m 9s 583: learn: 0.4088684 test: 0.4215926 best: 0.4215922 (579) total: 4m 18s remaining: 2m 8s 584: learn: 0.4088662 test: 0.4215929 best: 0.4215922 (579) total: 4m 18s remaining: 2m 8s 585: learn: 0.4088498 test: 0.4216073 best: 0.4215922 (579) total: 4m 19s remaining: 2m 7s 586: learn: 0.4087727 test: 0.4215656 best: 0.4215656 (586) total: 4m 19s remaining: 2m 7s 587: learn: 0.4083497 test: 0.4213132 best: 0.4213132 (587) total: 4m 20s remaining: 2m 7s 588: learn: 0.4082158 test: 0.4212824 best: 0.4212824 (588) total: 4m 20s remaining: 2m 6s 589: learn: 0.4082146 test: 0.4212829 best: 0.4212824 (588) total: 4m 21s remaining: 2m 6s 590: learn: 0.4082142 test: 0.4212837 best: 0.4212824 (588) total: 4m 21s remaining: 2m 5s 591: learn: 0.4082132 test: 0.4212855 best: 0.4212824 (588) total: 4m 22s remaining: 2m 5s 592: learn: 0.4082124 test: 0.4212856 best: 0.4212824 (588) total: 4m 22s remaining: 2m 4s 593: learn: 0.4081881 test: 0.4212796 best: 0.4212796 (593) total: 4m 23s remaining: 2m 4s 594: learn: 0.4081874 test: 0.4212800 best: 0.4212796 (593) total: 4m 23s remaining: 2m 4s 595: learn: 0.4081871 test: 0.4212807 best: 0.4212796 (593) total: 4m 24s remaining: 2m 3s 596: learn: 0.4081860 test: 0.4212814 best: 0.4212796 (593) total: 4m 24s remaining: 2m 3s 597: learn: 0.4080945 test: 0.4212578 best: 0.4212578 (597) total: 4m 25s remaining: 2m 2s 598: learn: 0.4080942 test: 0.4212582 best: 0.4212578 (597) total: 4m 25s remaining: 2m 2s 599: learn: 0.4080002 test: 0.4211825 best: 0.4211825 (599) total: 4m 26s remaining: 2m 2s 600: learn: 0.4079993 test: 0.4211743 best: 0.4211743 (600) total: 4m 26s remaining: 2m 1s 601: learn: 0.4079988 test: 0.4211760 best: 0.4211743 (600) total: 4m 27s remaining: 2m 1s 602: learn: 0.4079893 test: 0.4211881 best: 0.4211743 (600) total: 4m 28s remaining: 2m 603: learn: 0.4079792 test: 0.4211882 best: 0.4211743 (600) total: 4m 28s remaining: 2m 604: learn: 0.4079763 test: 0.4211885 best: 0.4211743 (600) total: 4m 29s remaining: 2m 605: learn: 0.4076274 test: 0.4209618 best: 0.4209618 (605) total: 4m 29s remaining: 1m 59s 606: learn: 0.4075822 test: 0.4209100 best: 0.4209100 (606) total: 4m 30s remaining: 1m 59s 607: learn: 0.4075818 test: 0.4209101 best: 0.4209100 (606) total: 4m 30s remaining: 1m 58s 608: learn: 0.4075815 test: 0.4209108 best: 0.4209100 (606) total: 4m 30s remaining: 1m 58s 609: learn: 0.4075808 test: 0.4209121 best: 0.4209100 (606) total: 4m 31s remaining: 1m 57s 610: learn: 0.4075773 test: 0.4209122 best: 0.4209100 (606) total: 4m 32s remaining: 1m 57s 611: learn: 0.4075772 test: 0.4209129 best: 0.4209100 (606) total: 4m 32s remaining: 1m 57s 612: learn: 0.4075765 test: 0.4209127 best: 0.4209100 (606) total: 4m 33s remaining: 1m 56s 613: learn: 0.4075764 test: 0.4209134 best: 0.4209100 (606) total: 4m 33s remaining: 1m 56s 614: learn: 0.4075760 test: 0.4209132 best: 0.4209100 (606) total: 4m 33s remaining: 1m 55s 615: learn: 0.4075749 test: 0.4209160 best: 0.4209100 (606) total: 4m 34s remaining: 1m 55s 616: learn: 0.4075744 test: 0.4209161 best: 0.4209100 (606) total: 4m 34s remaining: 1m 54s 617: learn: 0.4075741 test: 0.4209133 best: 0.4209100 (606) total: 4m 35s remaining: 1m 54s 618: learn: 0.4075688 test: 0.4209128 best: 0.4209100 (606) total: 4m 36s remaining: 1m 54s 619: learn: 0.4075683 test: 0.4209117 best: 0.4209100 (606) total: 4m 36s remaining: 1m 53s 620: learn: 0.4075682 test: 0.4209123 best: 0.4209100 (606) total: 4m 37s remaining: 1m 53s 621: learn: 0.4075268 test: 0.4209092 best: 0.4209092 (621) total: 4m 37s remaining: 1m 52s 622: learn: 0.4075244 test: 0.4209066 best: 0.4209066 (622) total: 4m 38s remaining: 1m 52s 623: learn: 0.4075212 test: 0.4209067 best: 0.4209066 (622) total: 4m 38s remaining: 1m 52s 624: learn: 0.4074107 test: 0.4207949 best: 0.4207949 (624) total: 4m 39s remaining: 1m 51s 625: learn: 0.4074105 test: 0.4207954 best: 0.4207949 (624) total: 4m 39s remaining: 1m 51s 626: learn: 0.4074090 test: 0.4207973 best: 0.4207949 (624) total: 4m 40s remaining: 1m 50s 627: learn: 0.4074072 test: 0.4207971 best: 0.4207949 (624) total: 4m 40s remaining: 1m 50s 628: learn: 0.4072385 test: 0.4207530 best: 0.4207530 (628) total: 4m 41s remaining: 1m 49s 629: learn: 0.4072379 test: 0.4207536 best: 0.4207530 (628) total: 4m 41s remaining: 1m 49s 630: learn: 0.4072377 test: 0.4207534 best: 0.4207530 (628) total: 4m 42s remaining: 1m 49s 631: learn: 0.4072368 test: 0.4207505 best: 0.4207505 (631) total: 4m 42s remaining: 1m 48s 632: learn: 0.4072364 test: 0.4207481 best: 0.4207481 (632) total: 4m 43s remaining: 1m 48s 633: learn: 0.4072361 test: 0.4207482 best: 0.4207481 (632) total: 4m 43s remaining: 1m 47s 634: learn: 0.4072112 test: 0.4207276 best: 0.4207276 (634) total: 4m 44s remaining: 1m 47s 635: learn: 0.4072088 test: 0.4207276 best: 0.4207276 (635) total: 4m 44s remaining: 1m 46s 636: learn: 0.4072081 test: 0.4207276 best: 0.4207276 (636) total: 4m 45s remaining: 1m 46s 637: learn: 0.4072077 test: 0.4207291 best: 0.4207276 (636) total: 4m 45s remaining: 1m 46s 638: learn: 0.4072075 test: 0.4207270 best: 0.4207270 (638) total: 4m 46s remaining: 1m 45s 639: learn: 0.4072050 test: 0.4207270 best: 0.4207270 (638) total: 4m 46s remaining: 1m 45s 640: learn: 0.4072044 test: 0.4207275 best: 0.4207270 (638) total: 4m 47s remaining: 1m 44s 641: learn: 0.4072022 test: 0.4207288 best: 0.4207270 (638) total: 4m 47s remaining: 1m 44s 642: learn: 0.4072015 test: 0.4207293 best: 0.4207270 (638) total: 4m 48s remaining: 1m 44s 643: learn: 0.4071998 test: 0.4207294 best: 0.4207270 (638) total: 4m 48s remaining: 1m 43s 644: learn: 0.4071993 test: 0.4207295 best: 0.4207270 (638) total: 4m 49s remaining: 1m 43s 645: learn: 0.4071992 test: 0.4207292 best: 0.4207270 (638) total: 4m 49s remaining: 1m 42s 646: learn: 0.4071957 test: 0.4207313 best: 0.4207270 (638) total: 4m 49s remaining: 1m 42s 647: learn: 0.4071860 test: 0.4207273 best: 0.4207270 (638) total: 4m 50s remaining: 1m 41s 648: learn: 0.4071858 test: 0.4207278 best: 0.4207270 (638) total: 4m 50s remaining: 1m 41s 649: learn: 0.4071845 test: 0.4207273 best: 0.4207270 (638) total: 4m 51s remaining: 1m 40s 650: learn: 0.4071841 test: 0.4207271 best: 0.4207270 (638) total: 4m 51s remaining: 1m 40s 651: learn: 0.4071811 test: 0.4207262 best: 0.4207262 (651) total: 4m 52s remaining: 1m 39s 652: learn: 0.4071809 test: 0.4207263 best: 0.4207262 (651) total: 4m 52s remaining: 1m 39s 653: learn: 0.4071806 test: 0.4207241 best: 0.4207241 (653) total: 4m 53s remaining: 1m 39s 654: learn: 0.4071760 test: 0.4207246 best: 0.4207241 (653) total: 4m 53s remaining: 1m 38s 655: learn: 0.4071699 test: 0.4207320 best: 0.4207241 (653) total: 4m 54s remaining: 1m 38s 656: learn: 0.4071663 test: 0.4207312 best: 0.4207241 (653) total: 4m 54s remaining: 1m 37s 657: learn: 0.4071659 test: 0.4207311 best: 0.4207241 (653) total: 4m 55s remaining: 1m 37s 658: learn: 0.4071648 test: 0.4207310 best: 0.4207241 (653) total: 4m 55s remaining: 1m 36s 659: learn: 0.4071633 test: 0.4207318 best: 0.4207241 (653) total: 4m 56s remaining: 1m 36s 660: learn: 0.4071623 test: 0.4207317 best: 0.4207241 (653) total: 4m 56s remaining: 1m 36s 661: learn: 0.4071620 test: 0.4207320 best: 0.4207241 (653) total: 4m 57s remaining: 1m 35s 662: learn: 0.4071619 test: 0.4207324 best: 0.4207241 (653) total: 4m 57s remaining: 1m 35s 663: learn: 0.4071617 test: 0.4207321 best: 0.4207241 (653) total: 4m 58s remaining: 1m 34s 664: learn: 0.4067325 test: 0.4204286 best: 0.4204286 (664) total: 4m 58s remaining: 1m 34s 665: learn: 0.4067323 test: 0.4204286 best: 0.4204286 (665) total: 4m 59s remaining: 1m 33s 666: learn: 0.4067031 test: 0.4204173 best: 0.4204173 (666) total: 4m 59s remaining: 1m 33s 667: learn: 0.4066836 test: 0.4204080 best: 0.4204080 (667) total: 5m remaining: 1m 33s 668: learn: 0.4066751 test: 0.4204010 best: 0.4204010 (668) total: 5m remaining: 1m 32s 669: learn: 0.4066746 test: 0.4204007 best: 0.4204007 (669) total: 5m 1s remaining: 1m 32s 670: learn: 0.4066738 test: 0.4204006 best: 0.4204006 (670) total: 5m 1s remaining: 1m 31s 671: learn: 0.4062116 test: 0.4200948 best: 0.4200948 (671) total: 5m 2s remaining: 1m 31s 672: learn: 0.4062110 test: 0.4200951 best: 0.4200948 (671) total: 5m 2s remaining: 1m 30s 673: learn: 0.4061942 test: 0.4200879 best: 0.4200879 (673) total: 5m 3s remaining: 1m 30s 674: learn: 0.4061834 test: 0.4200836 best: 0.4200836 (674) total: 5m 3s remaining: 1m 30s 675: learn: 0.4061827 test: 0.4200842 best: 0.4200836 (674) total: 5m 4s remaining: 1m 29s 676: learn: 0.4061802 test: 0.4200849 best: 0.4200836 (674) total: 5m 5s remaining: 1m 29s 677: learn: 0.4061793 test: 0.4200825 best: 0.4200825 (677) total: 5m 5s remaining: 1m 28s 678: learn: 0.4061791 test: 0.4200816 best: 0.4200816 (678) total: 5m 6s remaining: 1m 28s 679: learn: 0.4060542 test: 0.4200358 best: 0.4200358 (679) total: 5m 6s remaining: 1m 27s 680: learn: 0.4060533 test: 0.4200375 best: 0.4200358 (679) total: 5m 7s remaining: 1m 27s 681: learn: 0.4060484 test: 0.4200347 best: 0.4200347 (681) total: 5m 7s remaining: 1m 27s 682: learn: 0.4060480 test: 0.4200354 best: 0.4200347 (681) total: 5m 8s remaining: 1m 26s 683: learn: 0.4060469 test: 0.4200334 best: 0.4200334 (683) total: 5m 8s remaining: 1m 26s 684: learn: 0.4060467 test: 0.4200333 best: 0.4200333 (684) total: 5m 9s remaining: 1m 25s 685: learn: 0.4060435 test: 0.4200351 best: 0.4200333 (684) total: 5m 9s remaining: 1m 25s 686: learn: 0.4060433 test: 0.4200349 best: 0.4200333 (684) total: 5m 10s remaining: 1m 24s 687: learn: 0.4060425 test: 0.4200348 best: 0.4200333 (684) total: 5m 10s remaining: 1m 24s 688: learn: 0.4060393 test: 0.4200380 best: 0.4200333 (684) total: 5m 10s remaining: 1m 23s 689: learn: 0.4060352 test: 0.4200384 best: 0.4200333 (684) total: 5m 11s remaining: 1m 23s 690: learn: 0.4060351 test: 0.4200387 best: 0.4200333 (684) total: 5m 11s remaining: 1m 22s 691: learn: 0.4060315 test: 0.4200390 best: 0.4200333 (684) total: 5m 11s remaining: 1m 22s 692: learn: 0.4060203 test: 0.4200392 best: 0.4200333 (684) total: 5m 12s remaining: 1m 22s 693: learn: 0.4060201 test: 0.4200392 best: 0.4200333 (684) total: 5m 12s remaining: 1m 21s 694: learn: 0.4060199 test: 0.4200390 best: 0.4200333 (684) total: 5m 13s remaining: 1m 21s 695: learn: 0.4060193 test: 0.4200394 best: 0.4200333 (684) total: 5m 13s remaining: 1m 20s 696: learn: 0.4060160 test: 0.4200397 best: 0.4200333 (684) total: 5m 14s remaining: 1m 20s 697: learn: 0.4060157 test: 0.4200397 best: 0.4200333 (684) total: 5m 14s remaining: 1m 19s 698: learn: 0.4060127 test: 0.4200397 best: 0.4200333 (684) total: 5m 14s remaining: 1m 19s 699: learn: 0.4060125 test: 0.4200397 best: 0.4200333 (684) total: 5m 15s remaining: 1m 18s 700: learn: 0.4060121 test: 0.4200395 best: 0.4200333 (684) total: 5m 15s remaining: 1m 18s 701: learn: 0.4060094 test: 0.4200398 best: 0.4200333 (684) total: 5m 16s remaining: 1m 17s 702: learn: 0.4060092 test: 0.4200397 best: 0.4200333 (684) total: 5m 16s remaining: 1m 17s 703: learn: 0.4059577 test: 0.4200149 best: 0.4200149 (703) total: 5m 16s remaining: 1m 16s 704: learn: 0.4059552 test: 0.4200152 best: 0.4200149 (703) total: 5m 17s remaining: 1m 16s 705: learn: 0.4059552 test: 0.4200152 best: 0.4200149 (703) total: 5m 17s remaining: 1m 16s 706: learn: 0.4059530 test: 0.4200155 best: 0.4200149 (703) total: 5m 18s remaining: 1m 15s 707: learn: 0.4059511 test: 0.4200160 best: 0.4200149 (703) total: 5m 18s remaining: 1m 15s 708: learn: 0.4059456 test: 0.4200191 best: 0.4200149 (703) total: 5m 19s remaining: 1m 14s 709: learn: 0.4059455 test: 0.4200194 best: 0.4200149 (703) total: 5m 19s remaining: 1m 14s 710: learn: 0.4059454 test: 0.4200198 best: 0.4200149 (703) total: 5m 20s remaining: 1m 13s 711: learn: 0.4059432 test: 0.4200198 best: 0.4200149 (703) total: 5m 20s remaining: 1m 13s 712: learn: 0.4059331 test: 0.4200196 best: 0.4200149 (703) total: 5m 20s remaining: 1m 12s 713: learn: 0.4059080 test: 0.4200267 best: 0.4200149 (703) total: 5m 21s remaining: 1m 12s 714: learn: 0.4059027 test: 0.4200471 best: 0.4200149 (703) total: 5m 22s remaining: 1m 12s 715: learn: 0.4059016 test: 0.4200490 best: 0.4200149 (703) total: 5m 22s remaining: 1m 11s 716: learn: 0.4059015 test: 0.4200488 best: 0.4200149 (703) total: 5m 23s remaining: 1m 11s 717: learn: 0.4059012 test: 0.4200486 best: 0.4200149 (703) total: 5m 23s remaining: 1m 10s 718: learn: 0.4059000 test: 0.4200479 best: 0.4200149 (703) total: 5m 23s remaining: 1m 10s 719: learn: 0.4058997 test: 0.4200477 best: 0.4200149 (703) total: 5m 24s remaining: 1m 9s 720: learn: 0.4058982 test: 0.4200500 best: 0.4200149 (703) total: 5m 24s remaining: 1m 9s 721: learn: 0.4058959 test: 0.4200499 best: 0.4200149 (703) total: 5m 24s remaining: 1m 8s 722: learn: 0.4058956 test: 0.4200502 best: 0.4200149 (703) total: 5m 25s remaining: 1m 8s 723: learn: 0.4058943 test: 0.4200499 best: 0.4200149 (703) total: 5m 25s remaining: 1m 7s 724: learn: 0.4058942 test: 0.4200503 best: 0.4200149 (703) total: 5m 26s remaining: 1m 7s 725: learn: 0.4058889 test: 0.4200487 best: 0.4200149 (703) total: 5m 26s remaining: 1m 7s 726: learn: 0.4058887 test: 0.4200488 best: 0.4200149 (703) total: 5m 27s remaining: 1m 6s 727: learn: 0.4058885 test: 0.4200488 best: 0.4200149 (703) total: 5m 27s remaining: 1m 6s 728: learn: 0.4058777 test: 0.4200434 best: 0.4200149 (703) total: 5m 28s remaining: 1m 5s 729: learn: 0.4058775 test: 0.4200434 best: 0.4200149 (703) total: 5m 28s remaining: 1m 5s 730: learn: 0.4058100 test: 0.4200270 best: 0.4200149 (703) total: 5m 29s remaining: 1m 4s 731: learn: 0.4057887 test: 0.4200164 best: 0.4200149 (703) total: 5m 29s remaining: 1m 4s 732: learn: 0.4057886 test: 0.4200164 best: 0.4200149 (703) total: 5m 30s remaining: 1m 3s 733: learn: 0.4057864 test: 0.4200132 best: 0.4200132 (733) total: 5m 30s remaining: 1m 3s 734: learn: 0.4057859 test: 0.4200128 best: 0.4200128 (734) total: 5m 31s remaining: 1m 3s 735: learn: 0.4057837 test: 0.4200131 best: 0.4200128 (734) total: 5m 31s remaining: 1m 2s 736: learn: 0.4057835 test: 0.4200143 best: 0.4200128 (734) total: 5m 31s remaining: 1m 2s 737: learn: 0.4057834 test: 0.4200159 best: 0.4200128 (734) total: 5m 32s remaining: 1m 1s 738: learn: 0.4057833 test: 0.4200163 best: 0.4200128 (734) total: 5m 32s remaining: 1m 1s 739: learn: 0.4057829 test: 0.4200167 best: 0.4200128 (734) total: 5m 32s remaining: 1m 740: learn: 0.4057821 test: 0.4200174 best: 0.4200128 (734) total: 5m 33s remaining: 1m 741: learn: 0.4057816 test: 0.4200191 best: 0.4200128 (734) total: 5m 33s remaining: 59.8s 742: learn: 0.4057816 test: 0.4200191 best: 0.4200128 (734) total: 5m 34s remaining: 59.4s 743: learn: 0.4057815 test: 0.4200190 best: 0.4200128 (734) total: 5m 34s remaining: 58.9s 744: learn: 0.4057813 test: 0.4200172 best: 0.4200128 (734) total: 5m 35s remaining: 58.5s 745: learn: 0.4057735 test: 0.4200138 best: 0.4200128 (734) total: 5m 35s remaining: 58s 746: learn: 0.4057657 test: 0.4200087 best: 0.4200087 (746) total: 5m 36s remaining: 57.6s 747: learn: 0.4054961 test: 0.4198517 best: 0.4198517 (747) total: 5m 36s remaining: 57.2s 748: learn: 0.4054959 test: 0.4198520 best: 0.4198517 (747) total: 5m 37s remaining: 56.7s 749: learn: 0.4054833 test: 0.4198431 best: 0.4198431 (749) total: 5m 37s remaining: 56.3s 750: learn: 0.4054771 test: 0.4198432 best: 0.4198431 (749) total: 5m 38s remaining: 55.8s 751: learn: 0.4054766 test: 0.4198445 best: 0.4198431 (749) total: 5m 38s remaining: 55.4s 752: learn: 0.4054762 test: 0.4198440 best: 0.4198431 (749) total: 5m 39s remaining: 55s 753: learn: 0.4054761 test: 0.4198450 best: 0.4198431 (749) total: 5m 39s remaining: 54.5s 754: learn: 0.4049567 test: 0.4194008 best: 0.4194008 (754) total: 5m 40s remaining: 54.1s 755: learn: 0.4049154 test: 0.4193921 best: 0.4193921 (755) total: 5m 40s remaining: 53.6s 756: learn: 0.4049137 test: 0.4193921 best: 0.4193921 (756) total: 5m 41s remaining: 53.2s 757: learn: 0.4049128 test: 0.4193923 best: 0.4193921 (756) total: 5m 41s remaining: 52.7s 758: learn: 0.4049032 test: 0.4193809 best: 0.4193809 (758) total: 5m 42s remaining: 52.3s 759: learn: 0.4049029 test: 0.4193813 best: 0.4193809 (758) total: 5m 42s remaining: 51.8s 760: learn: 0.4048988 test: 0.4193841 best: 0.4193809 (758) total: 5m 43s remaining: 51.4s 761: learn: 0.4048977 test: 0.4193840 best: 0.4193809 (758) total: 5m 43s remaining: 51s 762: learn: 0.4047714 test: 0.4192843 best: 0.4192843 (762) total: 5m 44s remaining: 50.5s 763: learn: 0.4047701 test: 0.4192886 best: 0.4192843 (762) total: 5m 44s remaining: 50.1s 764: learn: 0.4047700 test: 0.4192886 best: 0.4192843 (762) total: 5m 45s remaining: 49.6s 765: learn: 0.4047691 test: 0.4192898 best: 0.4192843 (762) total: 5m 45s remaining: 49.2s 766: learn: 0.4047690 test: 0.4192912 best: 0.4192843 (762) total: 5m 46s remaining: 48.7s 767: learn: 0.4047689 test: 0.4192911 best: 0.4192843 (762) total: 5m 46s remaining: 48.3s 768: learn: 0.4047687 test: 0.4192911 best: 0.4192843 (762) total: 5m 46s remaining: 47.8s 769: learn: 0.4047686 test: 0.4192910 best: 0.4192843 (762) total: 5m 47s remaining: 47.4s 770: learn: 0.4047686 test: 0.4192914 best: 0.4192843 (762) total: 5m 47s remaining: 46.9s 771: learn: 0.4047670 test: 0.4192918 best: 0.4192843 (762) total: 5m 48s remaining: 46.5s 772: learn: 0.4047670 test: 0.4192922 best: 0.4192843 (762) total: 5m 48s remaining: 46s 773: learn: 0.4047669 test: 0.4192921 best: 0.4192843 (762) total: 5m 48s remaining: 45.5s 774: learn: 0.4042938 test: 0.4189935 best: 0.4189935 (774) total: 5m 49s remaining: 45.1s 775: learn: 0.4042916 test: 0.4189952 best: 0.4189935 (774) total: 5m 49s remaining: 44.6s 776: learn: 0.4042898 test: 0.4190001 best: 0.4189935 (774) total: 5m 50s remaining: 44.2s 777: learn: 0.4042857 test: 0.4190125 best: 0.4189935 (774) total: 5m 50s remaining: 43.8s 778: learn: 0.4042835 test: 0.4190119 best: 0.4189935 (774) total: 5m 51s remaining: 43.3s 779: learn: 0.4042833 test: 0.4190093 best: 0.4189935 (774) total: 5m 52s remaining: 42.9s 780: learn: 0.4042832 test: 0.4190093 best: 0.4189935 (774) total: 5m 52s remaining: 42.5s 781: learn: 0.4042780 test: 0.4190131 best: 0.4189935 (774) total: 5m 53s remaining: 42s 782: learn: 0.4042684 test: 0.4190161 best: 0.4189935 (774) total: 5m 53s remaining: 41.6s 783: learn: 0.4042269 test: 0.4190039 best: 0.4189935 (774) total: 5m 54s remaining: 41.1s 784: learn: 0.4042172 test: 0.4189949 best: 0.4189935 (774) total: 5m 54s remaining: 40.7s 785: learn: 0.4042165 test: 0.4189948 best: 0.4189935 (774) total: 5m 55s remaining: 40.2s 786: learn: 0.4042138 test: 0.4189915 best: 0.4189915 (786) total: 5m 55s remaining: 39.8s 787: learn: 0.4042101 test: 0.4189909 best: 0.4189909 (787) total: 5m 56s remaining: 39.3s 788: learn: 0.4042101 test: 0.4189913 best: 0.4189909 (787) total: 5m 56s remaining: 38.9s 789: learn: 0.4042080 test: 0.4189910 best: 0.4189909 (787) total: 5m 57s remaining: 38.5s 790: learn: 0.4041653 test: 0.4189775 best: 0.4189775 (790) total: 5m 57s remaining: 38s 791: learn: 0.4041648 test: 0.4189773 best: 0.4189773 (791) total: 5m 58s remaining: 37.6s 792: learn: 0.4036839 test: 0.4187539 best: 0.4187539 (792) total: 5m 58s remaining: 37.1s 793: learn: 0.4033155 test: 0.4185180 best: 0.4185180 (793) total: 5m 59s remaining: 36.7s 794: learn: 0.4033083 test: 0.4185283 best: 0.4185180 (793) total: 5m 59s remaining: 36.2s 795: learn: 0.4033010 test: 0.4185217 best: 0.4185180 (793) total: 6m remaining: 35.8s 796: learn: 0.4032967 test: 0.4185205 best: 0.4185180 (793) total: 6m remaining: 35.3s 797: learn: 0.4032966 test: 0.4185215 best: 0.4185180 (793) total: 6m 1s remaining: 34.9s 798: learn: 0.4032913 test: 0.4185331 best: 0.4185180 (793) total: 6m 1s remaining: 34.4s 799: learn: 0.4032254 test: 0.4185269 best: 0.4185180 (793) total: 6m 2s remaining: 34s 800: learn: 0.4032246 test: 0.4185268 best: 0.4185180 (793) total: 6m 3s remaining: 33.5s 801: learn: 0.4032109 test: 0.4185119 best: 0.4185119 (801) total: 6m 3s remaining: 33.1s 802: learn: 0.4032074 test: 0.4184991 best: 0.4184991 (802) total: 6m 4s remaining: 32.6s 803: learn: 0.4032073 test: 0.4184992 best: 0.4184991 (802) total: 6m 4s remaining: 32.2s 804: learn: 0.4032070 test: 0.4184989 best: 0.4184989 (804) total: 6m 5s remaining: 31.7s 805: learn: 0.4032069 test: 0.4184992 best: 0.4184989 (804) total: 6m 5s remaining: 31.3s 806: learn: 0.4032061 test: 0.4184991 best: 0.4184989 (804) total: 6m 6s remaining: 30.8s 807: learn: 0.4032061 test: 0.4184991 best: 0.4184989 (804) total: 6m 6s remaining: 30.4s 808: learn: 0.4031955 test: 0.4185006 best: 0.4184989 (804) total: 6m 7s remaining: 30s 809: learn: 0.4031954 test: 0.4185006 best: 0.4184989 (804) total: 6m 7s remaining: 29.5s 810: learn: 0.4031842 test: 0.4185016 best: 0.4184989 (804) total: 6m 8s remaining: 29.1s 811: learn: 0.4031842 test: 0.4185015 best: 0.4184989 (804) total: 6m 8s remaining: 28.6s 812: learn: 0.4031842 test: 0.4185015 best: 0.4184989 (804) total: 6m 9s remaining: 28.2s 813: learn: 0.4031688 test: 0.4185049 best: 0.4184989 (804) total: 6m 9s remaining: 27.7s 814: learn: 0.4031605 test: 0.4185059 best: 0.4184989 (804) total: 6m 10s remaining: 27.3s 815: learn: 0.4031605 test: 0.4185059 best: 0.4184989 (804) total: 6m 10s remaining: 26.8s 816: learn: 0.4031603 test: 0.4185061 best: 0.4184989 (804) total: 6m 11s remaining: 26.4s 817: learn: 0.4031602 test: 0.4185062 best: 0.4184989 (804) total: 6m 11s remaining: 25.9s 818: learn: 0.4031602 test: 0.4185062 best: 0.4184989 (804) total: 6m 11s remaining: 25.4s 819: learn: 0.4031586 test: 0.4185083 best: 0.4184989 (804) total: 6m 12s remaining: 25s 820: learn: 0.4028826 test: 0.4183012 best: 0.4183012 (820) total: 6m 12s remaining: 24.5s 821: learn: 0.4028823 test: 0.4183016 best: 0.4183012 (820) total: 6m 13s remaining: 24.1s 822: learn: 0.4028815 test: 0.4183015 best: 0.4183012 (820) total: 6m 13s remaining: 23.6s 823: learn: 0.4028814 test: 0.4183014 best: 0.4183012 (820) total: 6m 14s remaining: 23.2s 824: learn: 0.4028796 test: 0.4183024 best: 0.4183012 (820) total: 6m 14s remaining: 22.7s 825: learn: 0.4028795 test: 0.4183026 best: 0.4183012 (820) total: 6m 15s remaining: 22.3s 826: learn: 0.4028795 test: 0.4183028 best: 0.4183012 (820) total: 6m 15s remaining: 21.8s 827: learn: 0.4028794 test: 0.4183027 best: 0.4183012 (820) total: 6m 16s remaining: 21.4s 828: learn: 0.4028794 test: 0.4183027 best: 0.4183012 (820) total: 6m 16s remaining: 20.9s 829: learn: 0.4028794 test: 0.4183027 best: 0.4183012 (820) total: 6m 16s remaining: 20.4s 830: learn: 0.4028793 test: 0.4183026 best: 0.4183012 (820) total: 6m 17s remaining: 20s 831: learn: 0.4028772 test: 0.4183028 best: 0.4183012 (820) total: 6m 17s remaining: 19.5s 832: learn: 0.4028771 test: 0.4183028 best: 0.4183012 (820) total: 6m 18s remaining: 19.1s 833: learn: 0.4028756 test: 0.4183038 best: 0.4183012 (820) total: 6m 18s remaining: 18.6s 834: learn: 0.4028600 test: 0.4183021 best: 0.4183012 (820) total: 6m 19s remaining: 18.2s 835: learn: 0.4028599 test: 0.4183021 best: 0.4183012 (820) total: 6m 20s remaining: 17.7s 836: learn: 0.4028597 test: 0.4183018 best: 0.4183012 (820) total: 6m 20s remaining: 17.3s 837: learn: 0.4028596 test: 0.4183022 best: 0.4183012 (820) total: 6m 21s remaining: 16.8s 838: learn: 0.4028593 test: 0.4183030 best: 0.4183012 (820) total: 6m 21s remaining: 16.4s 839: learn: 0.4027432 test: 0.4182159 best: 0.4182159 (839) total: 6m 22s remaining: 15.9s 840: learn: 0.4027426 test: 0.4182148 best: 0.4182148 (840) total: 6m 22s remaining: 15.5s 841: learn: 0.4027424 test: 0.4182148 best: 0.4182148 (840) total: 6m 23s remaining: 15s 842: learn: 0.4027395 test: 0.4182250 best: 0.4182148 (840) total: 6m 23s remaining: 14.6s 843: learn: 0.4027379 test: 0.4182238 best: 0.4182148 (840) total: 6m 24s remaining: 14.1s 844: learn: 0.4027376 test: 0.4182238 best: 0.4182148 (840) total: 6m 25s remaining: 13.7s 845: learn: 0.4027368 test: 0.4182238 best: 0.4182148 (840) total: 6m 25s remaining: 13.2s 846: learn: 0.4027368 test: 0.4182238 best: 0.4182148 (840) total: 6m 26s remaining: 12.8s 847: learn: 0.4027363 test: 0.4182233 best: 0.4182148 (840) total: 6m 26s remaining: 12.3s 848: learn: 0.4027340 test: 0.4182237 best: 0.4182148 (840) total: 6m 27s remaining: 11.9s 849: learn: 0.4027339 test: 0.4182239 best: 0.4182148 (840) total: 6m 27s remaining: 11.4s 850: learn: 0.4027289 test: 0.4182360 best: 0.4182148 (840) total: 6m 28s remaining: 10.9s 851: learn: 0.4027278 test: 0.4182438 best: 0.4182148 (840) total: 6m 28s remaining: 10.5s 852: learn: 0.4027277 test: 0.4182438 best: 0.4182148 (840) total: 6m 29s remaining: 10s 853: learn: 0.4027233 test: 0.4182537 best: 0.4182148 (840) total: 6m 29s remaining: 9.58s 854: learn: 0.4027192 test: 0.4182631 best: 0.4182148 (840) total: 6m 30s remaining: 9.12s 855: learn: 0.4027169 test: 0.4182723 best: 0.4182148 (840) total: 6m 30s remaining: 8.66s 856: learn: 0.4027168 test: 0.4182729 best: 0.4182148 (840) total: 6m 30s remaining: 8.2s 857: learn: 0.4027168 test: 0.4182731 best: 0.4182148 (840) total: 6m 30s remaining: 7.74s 858: learn: 0.4027165 test: 0.4182730 best: 0.4182148 (840) total: 6m 30s remaining: 7.28s 859: learn: 0.4027075 test: 0.4182705 best: 0.4182148 (840) total: 6m 31s remaining: 6.83s 860: learn: 0.4027075 test: 0.4182706 best: 0.4182148 (840) total: 6m 32s remaining: 6.37s 861: learn: 0.4026839 test: 0.4182676 best: 0.4182148 (840) total: 6m 32s remaining: 5.92s 862: learn: 0.4026831 test: 0.4182674 best: 0.4182148 (840) total: 6m 33s remaining: 5.46s 863: learn: 0.4026805 test: 0.4182673 best: 0.4182148 (840) total: 6m 33s remaining: 5.01s 864: learn: 0.4026804 test: 0.4182673 best: 0.4182148 (840) total: 6m 34s remaining: 4.56s 865: learn: 0.4026656 test: 0.4182537 best: 0.4182148 (840) total: 6m 34s remaining: 4.1s 866: learn: 0.4026443 test: 0.4182617 best: 0.4182148 (840) total: 6m 35s remaining: 3.65s 867: learn: 0.4026442 test: 0.4182623 best: 0.4182148 (840) total: 6m 35s remaining: 3.19s 868: learn: 0.4026382 test: 0.4182508 best: 0.4182148 (840) total: 6m 36s remaining: 2.74s 869: learn: 0.4026354 test: 0.4182491 best: 0.4182148 (840) total: 6m 36s remaining: 2.28s 870: learn: 0.4026353 test: 0.4182488 best: 0.4182148 (840) total: 6m 37s remaining: 1.82s 871: learn: 0.4026259 test: 0.4182441 best: 0.4182148 (840) total: 6m 37s remaining: 1.37s 872: learn: 0.4026250 test: 0.4182517 best: 0.4182148 (840) total: 6m 38s remaining: 913ms 873: learn: 0.4026249 test: 0.4182517 best: 0.4182148 (840) total: 6m 39s remaining: 457ms 874: learn: 0.4026248 test: 0.4182516 best: 0.4182148 (840) total: 6m 39s remaining: 0us bestTest = 0.4182147572 bestIteration = 840 Shrink model to first 841 iterations. [CV] learning_rate=0.1, l2_leaf_reg=4, iterations=875, depth=10, total= 6.7min [CV] learning_rate=0.03, l2_leaf_reg=1, iterations=500, depth=4 ...... 0: learn: 4.3483113 test: 4.3438487 best: 4.3438487 (0) total: 46.9ms remaining: 23.4s 1: learn: 4.2209419 test: 4.2166016 best: 4.2166016 (1) total: 93.1ms remaining: 23.2s 2: learn: 4.0977203 test: 4.0934105 best: 4.0934105 (2) total: 142ms remaining: 23.6s 3: learn: 3.9792623 test: 3.9749507 best: 3.9749507 (3) total: 195ms remaining: 24.2s 4: learn: 3.8638788 test: 3.8595182 best: 3.8595182 (4) total: 251ms remaining: 24.9s 5: learn: 3.7513259 test: 3.7470756 best: 3.7470756 (5) total: 308ms remaining: 25.3s 6: learn: 3.6420616 test: 3.6379333 best: 3.6379333 (6) total: 364ms remaining: 25.7s 7: learn: 3.5369196 test: 3.5327781 best: 3.5327781 (7) total: 414ms remaining: 25.5s 8: learn: 3.4349813 test: 3.4309395 best: 3.4309395 (8) total: 464ms remaining: 25.3s 9: learn: 3.3360369 test: 3.3319879 best: 3.3319879 (9) total: 507ms remaining: 24.9s 10: learn: 3.2406124 test: 3.2364930 best: 3.2364930 (10) total: 558ms remaining: 24.8s 11: learn: 3.1471365 test: 3.1430744 best: 3.1430744 (11) total: 611ms remaining: 24.8s 12: learn: 3.0571807 test: 3.0530743 best: 3.0530743 (12) total: 662ms remaining: 24.8s 13: learn: 2.9695625 test: 2.9655026 best: 2.9655026 (13) total: 708ms remaining: 24.6s 14: learn: 2.8843194 test: 2.8803642 best: 2.8803642 (14) total: 752ms remaining: 24.3s 15: learn: 2.8025933 test: 2.7987299 best: 2.7987299 (15) total: 795ms remaining: 24s 16: learn: 2.7232279 test: 2.7193159 best: 2.7193159 (16) total: 838ms remaining: 23.8s 17: learn: 2.6448217 test: 2.6410512 best: 2.6410512 (17) total: 885ms remaining: 23.7s 18: learn: 2.5690501 test: 2.5654145 best: 2.5654145 (18) total: 929ms remaining: 23.5s 19: learn: 2.4957526 test: 2.4923011 best: 2.4923011 (19) total: 972ms remaining: 23.3s 20: learn: 2.4247619 test: 2.4214951 best: 2.4214951 (20) total: 1.03s remaining: 23.4s 21: learn: 2.3556973 test: 2.3526400 best: 2.3526400 (21) total: 1.08s remaining: 23.5s 22: learn: 2.2889728 test: 2.2861098 best: 2.2861098 (22) total: 1.12s remaining: 23.3s 23: learn: 2.2244436 test: 2.2217426 best: 2.2217426 (23) total: 1.17s remaining: 23.2s 24: learn: 2.1619480 test: 2.1594169 best: 2.1594169 (24) total: 1.22s remaining: 23.3s 25: learn: 2.1014353 test: 2.0990614 best: 2.0990614 (25) total: 1.27s remaining: 23.3s 26: learn: 2.0429390 test: 2.0407389 best: 2.0407389 (26) total: 1.33s remaining: 23.4s 27: learn: 1.9860914 test: 1.9840068 best: 1.9840068 (27) total: 1.37s remaining: 23.2s 28: learn: 1.9311504 test: 1.9292087 best: 1.9292087 (28) total: 1.42s remaining: 23.1s 29: learn: 1.8781747 test: 1.8763303 best: 1.8763303 (29) total: 1.47s remaining: 23s 30: learn: 1.8267434 test: 1.8250200 best: 1.8250200 (30) total: 1.51s remaining: 22.8s 31: learn: 1.7768859 test: 1.7752961 best: 1.7752961 (31) total: 1.55s remaining: 22.7s 32: learn: 1.7286174 test: 1.7271580 best: 1.7271580 (32) total: 1.59s remaining: 22.6s 33: learn: 1.6819926 test: 1.6806905 best: 1.6806905 (33) total: 1.64s remaining: 22.5s 34: learn: 1.6369606 test: 1.6357637 best: 1.6357637 (34) total: 1.68s remaining: 22.3s 35: learn: 1.5935569 test: 1.5924910 best: 1.5924910 (35) total: 1.72s remaining: 22.1s 36: learn: 1.5512125 test: 1.5502553 best: 1.5502553 (36) total: 1.76s remaining: 22s 37: learn: 1.5102650 test: 1.5094245 best: 1.5094245 (37) total: 1.81s remaining: 22s 38: learn: 1.4710556 test: 1.4703385 best: 1.4703385 (38) total: 1.84s remaining: 21.8s 39: learn: 1.4332156 test: 1.4326213 best: 1.4326213 (39) total: 1.89s remaining: 21.7s 40: learn: 1.3966642 test: 1.3961813 best: 1.3961813 (40) total: 1.94s remaining: 21.7s 41: learn: 1.3612968 test: 1.3609481 best: 1.3609481 (41) total: 1.98s remaining: 21.6s 42: learn: 1.3268300 test: 1.3266004 best: 1.3266004 (42) total: 2.02s remaining: 21.5s 43: learn: 1.2936862 test: 1.2935980 best: 1.2935980 (43) total: 2.06s remaining: 21.4s 44: learn: 1.2615222 test: 1.2615284 best: 1.2615284 (44) total: 2.1s remaining: 21.3s 45: learn: 1.2308111 test: 1.2309130 best: 1.2309130 (45) total: 2.15s remaining: 21.2s 46: learn: 1.2012759 test: 1.2014869 best: 1.2014869 (46) total: 2.19s remaining: 21.1s 47: learn: 1.1725436 test: 1.1728883 best: 1.1728883 (47) total: 2.23s remaining: 21s 48: learn: 1.1447363 test: 1.1452056 best: 1.1452056 (48) total: 2.28s remaining: 21s 49: learn: 1.1178570 test: 1.1184037 best: 1.1184037 (49) total: 2.31s remaining: 20.8s 50: learn: 1.0920496 test: 1.0927085 best: 1.0927085 (50) total: 2.36s remaining: 20.8s 51: learn: 1.0672468 test: 1.0680189 best: 1.0680189 (51) total: 2.4s remaining: 20.7s 52: learn: 1.0431033 test: 1.0439894 best: 1.0439894 (52) total: 2.45s remaining: 20.6s 53: learn: 1.0201247 test: 1.0211436 best: 1.0211436 (53) total: 2.48s remaining: 20.5s 54: learn: 0.9976365 test: 0.9987739 best: 0.9987739 (54) total: 2.52s remaining: 20.4s 55: learn: 0.9761129 test: 0.9773453 best: 0.9773453 (55) total: 2.57s remaining: 20.4s 56: learn: 0.9553091 test: 0.9566398 best: 0.9566398 (56) total: 2.62s remaining: 20.4s 57: learn: 0.9355127 test: 0.9369494 best: 0.9369494 (57) total: 2.67s remaining: 20.4s 58: learn: 0.9164816 test: 0.9180141 best: 0.9180141 (58) total: 2.72s remaining: 20.3s 59: learn: 0.8978511 test: 0.8995091 best: 0.8995091 (59) total: 2.77s remaining: 20.3s 60: learn: 0.8801025 test: 0.8818560 best: 0.8818560 (60) total: 2.81s remaining: 20.3s 61: learn: 0.8630661 test: 0.8648796 best: 0.8648796 (61) total: 2.87s remaining: 20.3s 62: learn: 0.8466820 test: 0.8486354 best: 0.8486354 (62) total: 2.92s remaining: 20.2s 63: learn: 0.8305014 test: 0.8325912 best: 0.8325912 (63) total: 2.97s remaining: 20.2s 64: learn: 0.8156459 test: 0.8178049 best: 0.8178049 (64) total: 3.02s remaining: 20.2s 65: learn: 0.8012136 test: 0.8034815 best: 0.8034815 (65) total: 3.05s remaining: 20.1s 66: learn: 0.7872903 test: 0.7896380 best: 0.7896380 (66) total: 3.1s remaining: 20s 67: learn: 0.7739953 test: 0.7764219 best: 0.7764219 (67) total: 3.14s remaining: 20s 68: learn: 0.7611032 test: 0.7636101 best: 0.7636101 (68) total: 3.19s remaining: 19.9s 69: learn: 0.7487428 test: 0.7512646 best: 0.7512646 (69) total: 3.24s remaining: 19.9s 70: learn: 0.7368425 test: 0.7394287 best: 0.7394287 (70) total: 3.3s remaining: 19.9s 71: learn: 0.7254326 test: 0.7280989 best: 0.7280989 (71) total: 3.35s remaining: 19.9s 72: learn: 0.7146403 test: 0.7173503 best: 0.7173503 (72) total: 3.39s remaining: 19.8s 73: learn: 0.7041796 test: 0.7069149 best: 0.7069149 (73) total: 3.44s remaining: 19.8s 74: learn: 0.6942106 test: 0.6970393 best: 0.6970393 (74) total: 3.49s remaining: 19.8s 75: learn: 0.6851097 test: 0.6880044 best: 0.6880044 (75) total: 3.51s remaining: 19.6s 76: learn: 0.6759903 test: 0.6789536 best: 0.6789536 (76) total: 3.55s remaining: 19.5s 77: learn: 0.6673542 test: 0.6703949 best: 0.6703949 (77) total: 3.61s remaining: 19.5s 78: learn: 0.6590544 test: 0.6621618 best: 0.6621618 (78) total: 3.68s remaining: 19.6s 79: learn: 0.6511974 test: 0.6543481 best: 0.6543481 (79) total: 3.74s remaining: 19.6s 80: learn: 0.6436613 test: 0.6469487 best: 0.6469487 (80) total: 3.79s remaining: 19.6s 81: learn: 0.6365948 test: 0.6398411 best: 0.6398411 (81) total: 3.84s remaining: 19.6s 82: learn: 0.6296384 test: 0.6329592 best: 0.6329592 (82) total: 3.89s remaining: 19.5s 83: learn: 0.6230094 test: 0.6263825 best: 0.6263825 (83) total: 3.94s remaining: 19.5s 84: learn: 0.6167182 test: 0.6201392 best: 0.6201392 (84) total: 3.99s remaining: 19.5s 85: learn: 0.6105877 test: 0.6141186 best: 0.6141186 (85) total: 4.03s remaining: 19.4s 86: learn: 0.6039244 test: 0.6074753 best: 0.6074753 (86) total: 4.07s remaining: 19.3s 87: learn: 0.5974997 test: 0.6010233 best: 0.6010233 (87) total: 4.12s remaining: 19.3s 88: learn: 0.5913088 test: 0.5948591 best: 0.5948591 (88) total: 4.18s remaining: 19.3s 89: learn: 0.5854906 test: 0.5891163 best: 0.5891163 (89) total: 4.25s remaining: 19.4s 90: learn: 0.5797853 test: 0.5834349 best: 0.5834349 (90) total: 4.3s remaining: 19.3s 91: learn: 0.5742603 test: 0.5779641 best: 0.5779641 (91) total: 4.35s remaining: 19.3s 92: learn: 0.5691333 test: 0.5729188 best: 0.5729188 (92) total: 4.4s remaining: 19.3s 93: learn: 0.5641183 test: 0.5679682 best: 0.5679682 (93) total: 4.45s remaining: 19.2s 94: learn: 0.5594882 test: 0.5633543 best: 0.5633543 (94) total: 4.49s remaining: 19.2s 95: learn: 0.5550544 test: 0.5589315 best: 0.5589315 (95) total: 4.53s remaining: 19.1s 96: learn: 0.5507229 test: 0.5547076 best: 0.5547076 (96) total: 4.57s remaining: 19s 97: learn: 0.5467406 test: 0.5507532 best: 0.5507532 (97) total: 4.61s remaining: 18.9s 98: learn: 0.5430543 test: 0.5470030 best: 0.5470030 (98) total: 4.65s remaining: 18.8s 99: learn: 0.5394926 test: 0.5435071 best: 0.5435071 (99) total: 4.7s remaining: 18.8s 100: learn: 0.5359562 test: 0.5399915 best: 0.5399915 (100) total: 4.75s remaining: 18.8s 101: learn: 0.5325268 test: 0.5366100 best: 0.5366100 (101) total: 4.82s remaining: 18.8s 102: learn: 0.5292908 test: 0.5334187 best: 0.5334187 (102) total: 4.88s remaining: 18.8s 103: learn: 0.5261807 test: 0.5303578 best: 0.5303578 (103) total: 4.92s remaining: 18.8s 104: learn: 0.5231822 test: 0.5274047 best: 0.5274047 (104) total: 4.98s remaining: 18.7s 105: learn: 0.5204808 test: 0.5247450 best: 0.5247450 (105) total: 5.03s remaining: 18.7s 106: learn: 0.5179202 test: 0.5221914 best: 0.5221914 (106) total: 5.08s remaining: 18.6s 107: learn: 0.5155053 test: 0.5197806 best: 0.5197806 (107) total: 5.12s remaining: 18.6s 108: learn: 0.5131118 test: 0.5173801 best: 0.5173801 (108) total: 5.16s remaining: 18.5s 109: learn: 0.5107610 test: 0.5150674 best: 0.5150674 (109) total: 5.22s remaining: 18.5s 110: learn: 0.5086575 test: 0.5130132 best: 0.5130132 (110) total: 5.27s remaining: 18.5s 111: learn: 0.5065059 test: 0.5108740 best: 0.5108740 (111) total: 5.32s remaining: 18.4s 112: learn: 0.5045805 test: 0.5089671 best: 0.5089671 (112) total: 5.36s remaining: 18.4s 113: learn: 0.5026663 test: 0.5070477 best: 0.5070477 (113) total: 5.41s remaining: 18.3s 114: learn: 0.5008669 test: 0.5052715 best: 0.5052715 (114) total: 5.46s remaining: 18.3s 115: learn: 0.4991643 test: 0.5035625 best: 0.5035625 (115) total: 5.5s remaining: 18.2s 116: learn: 0.4974838 test: 0.5018982 best: 0.5018982 (116) total: 5.55s remaining: 18.2s 117: learn: 0.4958742 test: 0.5003050 best: 0.5003050 (117) total: 5.6s remaining: 18.1s 118: learn: 0.4944642 test: 0.4987895 best: 0.4987895 (118) total: 5.65s remaining: 18.1s 119: learn: 0.4932211 test: 0.4974219 best: 0.4974219 (119) total: 5.72s remaining: 18.1s 120: learn: 0.4918239 test: 0.4960429 best: 0.4960429 (120) total: 5.79s remaining: 18.1s 121: learn: 0.4904826 test: 0.4947018 best: 0.4947018 (121) total: 5.83s remaining: 18.1s 122: learn: 0.4892241 test: 0.4934536 best: 0.4934536 (122) total: 5.88s remaining: 18s 123: learn: 0.4881584 test: 0.4922778 best: 0.4922778 (123) total: 5.93s remaining: 18s 124: learn: 0.4870833 test: 0.4911972 best: 0.4911972 (124) total: 5.98s remaining: 18s 125: learn: 0.4860593 test: 0.4901299 best: 0.4901299 (125) total: 6.03s remaining: 17.9s 126: learn: 0.4848319 test: 0.4889308 best: 0.4889308 (126) total: 6.07s remaining: 17.8s 127: learn: 0.4837480 test: 0.4878580 best: 0.4878580 (127) total: 6.11s remaining: 17.8s 128: learn: 0.4828048 test: 0.4868980 best: 0.4868980 (128) total: 6.15s remaining: 17.7s 129: learn: 0.4818158 test: 0.4859093 best: 0.4859093 (129) total: 6.19s remaining: 17.6s 130: learn: 0.4809729 test: 0.4850252 best: 0.4850252 (130) total: 6.24s remaining: 17.6s 131: learn: 0.4800566 test: 0.4841097 best: 0.4841097 (131) total: 6.28s remaining: 17.5s 132: learn: 0.4792491 test: 0.4832885 best: 0.4832885 (132) total: 6.33s remaining: 17.5s 133: learn: 0.4784437 test: 0.4824792 best: 0.4824792 (133) total: 6.37s remaining: 17.4s 134: learn: 0.4776151 test: 0.4817173 best: 0.4817173 (134) total: 6.42s remaining: 17.3s 135: learn: 0.4769253 test: 0.4809895 best: 0.4809895 (135) total: 6.46s remaining: 17.3s 136: learn: 0.4761587 test: 0.4802410 best: 0.4802410 (136) total: 6.51s remaining: 17.2s 137: learn: 0.4754820 test: 0.4795494 best: 0.4795494 (137) total: 6.54s remaining: 17.2s 138: learn: 0.4747393 test: 0.4788195 best: 0.4788195 (138) total: 6.59s remaining: 17.1s 139: learn: 0.4741194 test: 0.4781603 best: 0.4781603 (139) total: 6.65s remaining: 17.1s 140: learn: 0.4734654 test: 0.4775023 best: 0.4775023 (140) total: 6.69s remaining: 17s 141: learn: 0.4728082 test: 0.4768296 best: 0.4768296 (141) total: 6.74s remaining: 17s 142: learn: 0.4722113 test: 0.4762188 best: 0.4762188 (142) total: 6.79s remaining: 16.9s 143: learn: 0.4717382 test: 0.4756602 best: 0.4756602 (143) total: 6.83s remaining: 16.9s 144: learn: 0.4711154 test: 0.4750141 best: 0.4750141 (144) total: 6.88s remaining: 16.8s 145: learn: 0.4705905 test: 0.4745183 best: 0.4745183 (145) total: 6.94s remaining: 16.8s 146: learn: 0.4701845 test: 0.4740522 best: 0.4740522 (146) total: 7.02s remaining: 16.9s 147: learn: 0.4697778 test: 0.4736433 best: 0.4736433 (147) total: 7.07s remaining: 16.8s 148: learn: 0.4693138 test: 0.4731580 best: 0.4731580 (148) total: 7.11s remaining: 16.8s 149: learn: 0.4688630 test: 0.4727346 best: 0.4727346 (149) total: 7.16s remaining: 16.7s 150: learn: 0.4684657 test: 0.4723117 best: 0.4723117 (150) total: 7.2s remaining: 16.6s 151: learn: 0.4680153 test: 0.4718709 best: 0.4718709 (151) total: 7.25s remaining: 16.6s 152: learn: 0.4675672 test: 0.4713675 best: 0.4713675 (152) total: 7.3s remaining: 16.6s 153: learn: 0.4670165 test: 0.4707861 best: 0.4707861 (153) total: 7.35s remaining: 16.5s 154: learn: 0.4666262 test: 0.4704231 best: 0.4704231 (154) total: 7.41s remaining: 16.5s 155: learn: 0.4662371 test: 0.4700575 best: 0.4700575 (155) total: 7.46s remaining: 16.4s 156: learn: 0.4658767 test: 0.4697144 best: 0.4697144 (156) total: 7.51s remaining: 16.4s 157: learn: 0.4655712 test: 0.4693742 best: 0.4693742 (157) total: 7.56s remaining: 16.4s 158: learn: 0.4652082 test: 0.4690286 best: 0.4690286 (158) total: 7.61s remaining: 16.3s 159: learn: 0.4646098 test: 0.4684004 best: 0.4684004 (159) total: 7.68s remaining: 16.3s 160: learn: 0.4642758 test: 0.4680682 best: 0.4680682 (160) total: 7.78s remaining: 16.4s 161: learn: 0.4638777 test: 0.4677065 best: 0.4677065 (161) total: 7.84s remaining: 16.4s 162: learn: 0.4635501 test: 0.4673972 best: 0.4673972 (162) total: 7.89s remaining: 16.3s 163: learn: 0.4631971 test: 0.4670860 best: 0.4670860 (163) total: 7.96s remaining: 16.3s 164: learn: 0.4629086 test: 0.4667753 best: 0.4667753 (164) total: 8.01s remaining: 16.3s 165: learn: 0.4626367 test: 0.4665001 best: 0.4665001 (165) total: 8.06s remaining: 16.2s 166: learn: 0.4623188 test: 0.4662145 best: 0.4662145 (166) total: 8.12s remaining: 16.2s 167: learn: 0.4620066 test: 0.4658995 best: 0.4658995 (167) total: 8.17s remaining: 16.1s 168: learn: 0.4618442 test: 0.4657060 best: 0.4657060 (168) total: 8.22s remaining: 16.1s 169: learn: 0.4614573 test: 0.4652251 best: 0.4652251 (169) total: 8.26s remaining: 16s 170: learn: 0.4611675 test: 0.4649582 best: 0.4649582 (170) total: 8.31s remaining: 16s 171: learn: 0.4608422 test: 0.4646303 best: 0.4646303 (171) total: 8.36s remaining: 15.9s 172: learn: 0.4605423 test: 0.4643520 best: 0.4643520 (172) total: 8.41s remaining: 15.9s 173: learn: 0.4602280 test: 0.4640631 best: 0.4640631 (173) total: 8.46s remaining: 15.8s 174: learn: 0.4600094 test: 0.4638110 best: 0.4638110 (174) total: 8.5s remaining: 15.8s 175: learn: 0.4597755 test: 0.4635947 best: 0.4635947 (175) total: 8.55s remaining: 15.7s 176: learn: 0.4595068 test: 0.4633390 best: 0.4633390 (176) total: 8.6s remaining: 15.7s 177: learn: 0.4592624 test: 0.4631025 best: 0.4631025 (177) total: 8.66s remaining: 15.7s 178: learn: 0.4590542 test: 0.4628991 best: 0.4628991 (178) total: 8.72s remaining: 15.6s 179: learn: 0.4588638 test: 0.4627070 best: 0.4627070 (179) total: 8.78s remaining: 15.6s 180: learn: 0.4586567 test: 0.4624947 best: 0.4624947 (180) total: 8.84s remaining: 15.6s 181: learn: 0.4583882 test: 0.4622365 best: 0.4622365 (181) total: 8.9s remaining: 15.6s 182: learn: 0.4581729 test: 0.4620242 best: 0.4620242 (182) total: 8.99s remaining: 15.6s 183: learn: 0.4579301 test: 0.4617607 best: 0.4617607 (183) total: 9.06s remaining: 15.6s 184: learn: 0.4576419 test: 0.4614670 best: 0.4614670 (184) total: 9.13s remaining: 15.5s 185: learn: 0.4574239 test: 0.4612356 best: 0.4612356 (185) total: 9.21s remaining: 15.6s 186: learn: 0.4572361 test: 0.4610458 best: 0.4610458 (186) total: 9.28s remaining: 15.5s 187: learn: 0.4569544 test: 0.4608137 best: 0.4608137 (187) total: 9.33s remaining: 15.5s 188: learn: 0.4567577 test: 0.4606350 best: 0.4606350 (188) total: 9.39s remaining: 15.4s 189: learn: 0.4565714 test: 0.4604490 best: 0.4604490 (189) total: 9.44s remaining: 15.4s 190: learn: 0.4563543 test: 0.4602103 best: 0.4602103 (190) total: 9.48s remaining: 15.3s 191: learn: 0.4561546 test: 0.4600207 best: 0.4600207 (191) total: 9.52s remaining: 15.3s 192: learn: 0.4557150 test: 0.4595549 best: 0.4595549 (192) total: 9.57s remaining: 15.2s 193: learn: 0.4555552 test: 0.4593884 best: 0.4593884 (193) total: 9.63s remaining: 15.2s 194: learn: 0.4554088 test: 0.4592454 best: 0.4592454 (194) total: 9.68s remaining: 15.1s 195: learn: 0.4551989 test: 0.4590429 best: 0.4590429 (195) total: 9.73s remaining: 15.1s 196: learn: 0.4550591 test: 0.4588825 best: 0.4588825 (196) total: 9.78s remaining: 15s 197: learn: 0.4549193 test: 0.4587614 best: 0.4587614 (197) total: 9.84s remaining: 15s 198: learn: 0.4546624 test: 0.4584907 best: 0.4584907 (198) total: 9.89s remaining: 15s 199: learn: 0.4545522 test: 0.4583656 best: 0.4583656 (199) total: 9.94s remaining: 14.9s 200: learn: 0.4543501 test: 0.4582209 best: 0.4582209 (200) total: 10s remaining: 14.9s 201: learn: 0.4541792 test: 0.4580817 best: 0.4580817 (201) total: 10.1s remaining: 14.9s 202: learn: 0.4540026 test: 0.4578906 best: 0.4578906 (202) total: 10.1s remaining: 14.8s 203: learn: 0.4537655 test: 0.4576039 best: 0.4576039 (203) total: 10.2s remaining: 14.8s 204: learn: 0.4534247 test: 0.4571626 best: 0.4571626 (204) total: 10.3s remaining: 14.8s 205: learn: 0.4532165 test: 0.4569487 best: 0.4569487 (205) total: 10.3s remaining: 14.7s 206: learn: 0.4529956 test: 0.4567409 best: 0.4567409 (206) total: 10.4s remaining: 14.7s 207: learn: 0.4527778 test: 0.4565415 best: 0.4565415 (207) total: 10.4s remaining: 14.6s 208: learn: 0.4526480 test: 0.4563952 best: 0.4563952 (208) total: 10.5s remaining: 14.6s 209: learn: 0.4524578 test: 0.4562303 best: 0.4562303 (209) total: 10.5s remaining: 14.5s 210: learn: 0.4523052 test: 0.4560723 best: 0.4560723 (210) total: 10.6s remaining: 14.5s 211: learn: 0.4521280 test: 0.4559163 best: 0.4559163 (211) total: 10.6s remaining: 14.5s 212: learn: 0.4519280 test: 0.4557125 best: 0.4557125 (212) total: 10.7s remaining: 14.4s 213: learn: 0.4517355 test: 0.4554855 best: 0.4554855 (213) total: 10.8s remaining: 14.4s 214: learn: 0.4515373 test: 0.4553260 best: 0.4553260 (214) total: 10.8s remaining: 14.3s 215: learn: 0.4513145 test: 0.4551981 best: 0.4551981 (215) total: 10.9s remaining: 14.3s 216: learn: 0.4511896 test: 0.4550585 best: 0.4550585 (216) total: 10.9s remaining: 14.3s 217: learn: 0.4510547 test: 0.4549109 best: 0.4549109 (217) total: 11s remaining: 14.2s 218: learn: 0.4508465 test: 0.4546873 best: 0.4546873 (218) total: 11.1s remaining: 14.2s 219: learn: 0.4506235 test: 0.4544830 best: 0.4544830 (219) total: 11.1s remaining: 14.1s 220: learn: 0.4503874 test: 0.4541684 best: 0.4541684 (220) total: 11.2s remaining: 14.1s 221: learn: 0.4502715 test: 0.4540650 best: 0.4540650 (221) total: 11.2s remaining: 14s 222: learn: 0.4500771 test: 0.4539143 best: 0.4539143 (222) total: 11.3s remaining: 14s 223: learn: 0.4499568 test: 0.4537991 best: 0.4537991 (223) total: 11.3s remaining: 13.9s 224: learn: 0.4497466 test: 0.4536537 best: 0.4536537 (224) total: 11.4s remaining: 13.9s 225: learn: 0.4496135 test: 0.4535514 best: 0.4535514 (225) total: 11.4s remaining: 13.8s 226: learn: 0.4493918 test: 0.4533502 best: 0.4533502 (226) total: 11.5s remaining: 13.8s 227: learn: 0.4492340 test: 0.4532026 best: 0.4532026 (227) total: 11.5s remaining: 13.8s 228: learn: 0.4491096 test: 0.4530948 best: 0.4530948 (228) total: 11.6s remaining: 13.7s 229: learn: 0.4490005 test: 0.4530180 best: 0.4530180 (229) total: 11.6s remaining: 13.7s 230: learn: 0.4488586 test: 0.4529119 best: 0.4529119 (230) total: 11.7s remaining: 13.6s 231: learn: 0.4487610 test: 0.4528368 best: 0.4528368 (231) total: 11.8s remaining: 13.6s 232: learn: 0.4485530 test: 0.4527184 best: 0.4527184 (232) total: 11.8s remaining: 13.5s 233: learn: 0.4484347 test: 0.4526173 best: 0.4526173 (233) total: 11.9s remaining: 13.5s 234: learn: 0.4483173 test: 0.4525148 best: 0.4525148 (234) total: 11.9s remaining: 13.5s 235: learn: 0.4481685 test: 0.4523570 best: 0.4523570 (235) total: 12s remaining: 13.4s 236: learn: 0.4479590 test: 0.4521593 best: 0.4521593 (236) total: 12s remaining: 13.3s 237: learn: 0.4478364 test: 0.4520294 best: 0.4520294 (237) total: 12.1s remaining: 13.3s 238: learn: 0.4477105 test: 0.4519096 best: 0.4519096 (238) total: 12.1s remaining: 13.2s 239: learn: 0.4475761 test: 0.4517769 best: 0.4517769 (239) total: 12.2s remaining: 13.2s 240: learn: 0.4474281 test: 0.4516267 best: 0.4516267 (240) total: 12.2s remaining: 13.1s 241: learn: 0.4472740 test: 0.4515099 best: 0.4515099 (241) total: 12.3s remaining: 13.1s 242: learn: 0.4471314 test: 0.4513568 best: 0.4513568 (242) total: 12.3s remaining: 13s 243: learn: 0.4469659 test: 0.4511911 best: 0.4511911 (243) total: 12.4s remaining: 13s 244: learn: 0.4468223 test: 0.4510484 best: 0.4510484 (244) total: 12.4s remaining: 12.9s 245: learn: 0.4466695 test: 0.4509137 best: 0.4509137 (245) total: 12.5s remaining: 12.9s 246: learn: 0.4465410 test: 0.4507827 best: 0.4507827 (246) total: 12.5s remaining: 12.8s 247: learn: 0.4464224 test: 0.4506793 best: 0.4506793 (247) total: 12.6s remaining: 12.8s 248: learn: 0.4460948 test: 0.4502918 best: 0.4502918 (248) total: 12.6s remaining: 12.7s 249: learn: 0.4459860 test: 0.4502167 best: 0.4502167 (249) total: 12.7s remaining: 12.7s 250: learn: 0.4458614 test: 0.4501101 best: 0.4501101 (250) total: 12.7s remaining: 12.6s 251: learn: 0.4457579 test: 0.4500271 best: 0.4500271 (251) total: 12.8s remaining: 12.6s 252: learn: 0.4456116 test: 0.4498861 best: 0.4498861 (252) total: 12.8s remaining: 12.5s 253: learn: 0.4455157 test: 0.4498222 best: 0.4498222 (253) total: 12.8s remaining: 12.4s 254: learn: 0.4453761 test: 0.4497462 best: 0.4497462 (254) total: 12.9s remaining: 12.4s 255: learn: 0.4452407 test: 0.4496403 best: 0.4496403 (255) total: 13s remaining: 12.4s 256: learn: 0.4451273 test: 0.4495372 best: 0.4495372 (256) total: 13.1s remaining: 12.3s 257: learn: 0.4450043 test: 0.4494331 best: 0.4494331 (257) total: 13.1s remaining: 12.3s 258: learn: 0.4448819 test: 0.4493321 best: 0.4493321 (258) total: 13.2s remaining: 12.2s 259: learn: 0.4447764 test: 0.4492781 best: 0.4492781 (259) total: 13.2s remaining: 12.2s 260: learn: 0.4446875 test: 0.4492043 best: 0.4492043 (260) total: 13.3s remaining: 12.1s 261: learn: 0.4445640 test: 0.4490806 best: 0.4490806 (261) total: 13.3s remaining: 12.1s 262: learn: 0.4444779 test: 0.4490101 best: 0.4490101 (262) total: 13.4s remaining: 12.1s 263: learn: 0.4443648 test: 0.4489231 best: 0.4489231 (263) total: 13.5s remaining: 12s 264: learn: 0.4441842 test: 0.4488436 best: 0.4488436 (264) total: 13.5s remaining: 12s 265: learn: 0.4440854 test: 0.4487710 best: 0.4487710 (265) total: 13.6s remaining: 12s 266: learn: 0.4440353 test: 0.4487269 best: 0.4487269 (266) total: 13.7s remaining: 11.9s 267: learn: 0.4438747 test: 0.4485702 best: 0.4485702 (267) total: 13.7s remaining: 11.9s 268: learn: 0.4437371 test: 0.4484507 best: 0.4484507 (268) total: 13.8s remaining: 11.8s 269: learn: 0.4436183 test: 0.4483285 best: 0.4483285 (269) total: 13.8s remaining: 11.8s 270: learn: 0.4434909 test: 0.4482354 best: 0.4482354 (270) total: 13.9s remaining: 11.7s 271: learn: 0.4433523 test: 0.4481004 best: 0.4481004 (271) total: 13.9s remaining: 11.7s 272: learn: 0.4432630 test: 0.4480096 best: 0.4480096 (272) total: 14s remaining: 11.6s 273: learn: 0.4431349 test: 0.4478940 best: 0.4478940 (273) total: 14s remaining: 11.6s 274: learn: 0.4430714 test: 0.4478275 best: 0.4478275 (274) total: 14.1s remaining: 11.5s 275: learn: 0.4429762 test: 0.4477422 best: 0.4477422 (275) total: 14.1s remaining: 11.5s 276: learn: 0.4428978 test: 0.4476830 best: 0.4476830 (276) total: 14.2s remaining: 11.4s 277: learn: 0.4427316 test: 0.4475602 best: 0.4475602 (277) total: 14.2s remaining: 11.4s 278: learn: 0.4425783 test: 0.4474266 best: 0.4474266 (278) total: 14.3s remaining: 11.3s 279: learn: 0.4424986 test: 0.4473844 best: 0.4473844 (279) total: 14.3s remaining: 11.2s 280: learn: 0.4423383 test: 0.4472189 best: 0.4472189 (280) total: 14.4s remaining: 11.2s 281: learn: 0.4421579 test: 0.4471125 best: 0.4471125 (281) total: 14.4s remaining: 11.1s 282: learn: 0.4420545 test: 0.4470015 best: 0.4470015 (282) total: 14.5s remaining: 11.1s 283: learn: 0.4418376 test: 0.4467493 best: 0.4467493 (283) total: 14.5s remaining: 11s 284: learn: 0.4417851 test: 0.4466963 best: 0.4466963 (284) total: 14.6s remaining: 11s 285: learn: 0.4416522 test: 0.4466023 best: 0.4466023 (285) total: 14.6s remaining: 10.9s 286: learn: 0.4415183 test: 0.4465145 best: 0.4465145 (286) total: 14.7s remaining: 10.9s 287: learn: 0.4414108 test: 0.4464185 best: 0.4464185 (287) total: 14.7s remaining: 10.8s 288: learn: 0.4413171 test: 0.4463314 best: 0.4463314 (288) total: 14.8s remaining: 10.8s 289: learn: 0.4412291 test: 0.4462335 best: 0.4462335 (289) total: 14.8s remaining: 10.7s 290: learn: 0.4411440 test: 0.4461671 best: 0.4461671 (290) total: 14.8s remaining: 10.7s 291: learn: 0.4409645 test: 0.4460303 best: 0.4460303 (291) total: 14.9s remaining: 10.6s 292: learn: 0.4409556 test: 0.4460342 best: 0.4460303 (291) total: 14.9s remaining: 10.5s 293: learn: 0.4408813 test: 0.4459665 best: 0.4459665 (293) total: 15s remaining: 10.5s 294: learn: 0.4407666 test: 0.4458512 best: 0.4458512 (294) total: 15s remaining: 10.4s 295: learn: 0.4406773 test: 0.4457950 best: 0.4457950 (295) total: 15s remaining: 10.4s 296: learn: 0.4406029 test: 0.4457179 best: 0.4457179 (296) total: 15.1s remaining: 10.3s 297: learn: 0.4404600 test: 0.4455912 best: 0.4455912 (297) total: 15.1s remaining: 10.3s 298: learn: 0.4403290 test: 0.4454569 best: 0.4454569 (298) total: 15.2s remaining: 10.2s 299: learn: 0.4400734 test: 0.4451518 best: 0.4451518 (299) total: 15.2s remaining: 10.1s 300: learn: 0.4400017 test: 0.4451048 best: 0.4451048 (300) total: 15.3s remaining: 10.1s 301: learn: 0.4399358 test: 0.4450588 best: 0.4450588 (301) total: 15.3s remaining: 10s 302: learn: 0.4398598 test: 0.4449899 best: 0.4449899 (302) total: 15.3s remaining: 9.98s 303: learn: 0.4397903 test: 0.4449348 best: 0.4449348 (303) total: 15.4s remaining: 9.93s 304: learn: 0.4396997 test: 0.4448483 best: 0.4448483 (304) total: 15.5s remaining: 9.88s 305: learn: 0.4395470 test: 0.4447843 best: 0.4447843 (305) total: 15.5s remaining: 9.83s 306: learn: 0.4394193 test: 0.4446528 best: 0.4446528 (306) total: 15.6s remaining: 9.78s 307: learn: 0.4393418 test: 0.4445698 best: 0.4445698 (307) total: 15.6s remaining: 9.74s 308: learn: 0.4391961 test: 0.4444165 best: 0.4444165 (308) total: 15.7s remaining: 9.69s 309: learn: 0.4391320 test: 0.4443640 best: 0.4443640 (309) total: 15.7s remaining: 9.64s 310: learn: 0.4389731 test: 0.4441438 best: 0.4441438 (310) total: 15.8s remaining: 9.58s 311: learn: 0.4386804 test: 0.4438269 best: 0.4438269 (311) total: 15.8s remaining: 9.53s 312: learn: 0.4386227 test: 0.4437691 best: 0.4437691 (312) total: 15.9s remaining: 9.48s 313: learn: 0.4385444 test: 0.4436823 best: 0.4436823 (313) total: 15.9s remaining: 9.43s 314: learn: 0.4384649 test: 0.4436127 best: 0.4436127 (314) total: 16s remaining: 9.39s 315: learn: 0.4383170 test: 0.4434478 best: 0.4434478 (315) total: 16s remaining: 9.34s 316: learn: 0.4382764 test: 0.4433994 best: 0.4433994 (316) total: 16.1s remaining: 9.28s 317: learn: 0.4381499 test: 0.4432831 best: 0.4432831 (317) total: 16.1s remaining: 9.23s 318: learn: 0.4380015 test: 0.4431972 best: 0.4431972 (318) total: 16.2s remaining: 9.17s 319: learn: 0.4378253 test: 0.4429924 best: 0.4429924 (319) total: 16.2s remaining: 9.12s 320: learn: 0.4377461 test: 0.4429160 best: 0.4429160 (320) total: 16.3s remaining: 9.06s 321: learn: 0.4376926 test: 0.4428758 best: 0.4428758 (321) total: 16.3s remaining: 9.01s 322: learn: 0.4376202 test: 0.4428143 best: 0.4428143 (322) total: 16.3s remaining: 8.96s 323: learn: 0.4374950 test: 0.4427044 best: 0.4427044 (323) total: 16.4s remaining: 8.9s 324: learn: 0.4374591 test: 0.4426780 best: 0.4426780 (324) total: 16.4s remaining: 8.85s 325: learn: 0.4372983 test: 0.4424750 best: 0.4424750 (325) total: 16.5s remaining: 8.8s 326: learn: 0.4372076 test: 0.4424081 best: 0.4424081 (326) total: 16.5s remaining: 8.74s 327: learn: 0.4370026 test: 0.4422120 best: 0.4422120 (327) total: 16.6s remaining: 8.69s 328: learn: 0.4369202 test: 0.4421375 best: 0.4421375 (328) total: 16.6s remaining: 8.63s 329: learn: 0.4369158 test: 0.4421369 best: 0.4421369 (329) total: 16.7s remaining: 8.59s 330: learn: 0.4368534 test: 0.4421037 best: 0.4421037 (330) total: 16.7s remaining: 8.54s 331: learn: 0.4366369 test: 0.4418102 best: 0.4418102 (331) total: 16.8s remaining: 8.49s 332: learn: 0.4364968 test: 0.4417410 best: 0.4417410 (332) total: 16.8s remaining: 8.44s 333: learn: 0.4364372 test: 0.4416880 best: 0.4416880 (333) total: 16.9s remaining: 8.38s 334: learn: 0.4363628 test: 0.4416200 best: 0.4416200 (334) total: 16.9s remaining: 8.33s 335: learn: 0.4362639 test: 0.4415412 best: 0.4415412 (335) total: 17s remaining: 8.27s 336: learn: 0.4361816 test: 0.4414717 best: 0.4414717 (336) total: 17s remaining: 8.22s 337: learn: 0.4361333 test: 0.4414356 best: 0.4414356 (337) total: 17s remaining: 8.17s 338: learn: 0.4360125 test: 0.4413293 best: 0.4413293 (338) total: 17.1s remaining: 8.11s 339: learn: 0.4359115 test: 0.4412308 best: 0.4412308 (339) total: 17.1s remaining: 8.06s 340: learn: 0.4359091 test: 0.4412274 best: 0.4412274 (340) total: 17.2s remaining: 8s 341: learn: 0.4357735 test: 0.4411864 best: 0.4411864 (341) total: 17.2s remaining: 7.94s 342: learn: 0.4356607 test: 0.4410879 best: 0.4410879 (342) total: 17.2s remaining: 7.89s 343: learn: 0.4356041 test: 0.4410383 best: 0.4410383 (343) total: 17.3s remaining: 7.83s 344: learn: 0.4355259 test: 0.4409720 best: 0.4409720 (344) total: 17.3s remaining: 7.78s 345: learn: 0.4354141 test: 0.4408789 best: 0.4408789 (345) total: 17.4s remaining: 7.73s 346: learn: 0.4353079 test: 0.4407728 best: 0.4407728 (346) total: 17.4s remaining: 7.68s 347: learn: 0.4352040 test: 0.4406927 best: 0.4406927 (347) total: 17.5s remaining: 7.63s 348: learn: 0.4351988 test: 0.4406855 best: 0.4406855 (348) total: 17.5s remaining: 7.57s 349: learn: 0.4351231 test: 0.4406123 best: 0.4406123 (349) total: 17.5s remaining: 7.51s 350: learn: 0.4349261 test: 0.4403596 best: 0.4403596 (350) total: 17.6s remaining: 7.46s 351: learn: 0.4346765 test: 0.4401305 best: 0.4401305 (351) total: 17.6s remaining: 7.41s 352: learn: 0.4346049 test: 0.4400597 best: 0.4400597 (352) total: 17.7s remaining: 7.36s 353: learn: 0.4345395 test: 0.4400046 best: 0.4400046 (353) total: 17.7s remaining: 7.31s 354: learn: 0.4344166 test: 0.4398847 best: 0.4398847 (354) total: 17.8s remaining: 7.26s 355: learn: 0.4343387 test: 0.4398090 best: 0.4398090 (355) total: 17.8s remaining: 7.21s 356: learn: 0.4342220 test: 0.4396780 best: 0.4396780 (356) total: 17.9s remaining: 7.16s 357: learn: 0.4341491 test: 0.4396185 best: 0.4396185 (357) total: 17.9s remaining: 7.11s 358: learn: 0.4340349 test: 0.4395875 best: 0.4395875 (358) total: 18s remaining: 7.06s 359: learn: 0.4339286 test: 0.4395266 best: 0.4395266 (359) total: 18s remaining: 7s 360: learn: 0.4338799 test: 0.4394766 best: 0.4394766 (360) total: 18.1s remaining: 6.95s 361: learn: 0.4338219 test: 0.4394310 best: 0.4394310 (361) total: 18.1s remaining: 6.9s 362: learn: 0.4337227 test: 0.4393404 best: 0.4393404 (362) total: 18.2s remaining: 6.85s 363: learn: 0.4336889 test: 0.4393318 best: 0.4393318 (363) total: 18.2s remaining: 6.8s 364: learn: 0.4336219 test: 0.4392671 best: 0.4392671 (364) total: 18.2s remaining: 6.75s 365: learn: 0.4335816 test: 0.4392438 best: 0.4392438 (365) total: 18.3s remaining: 6.69s 366: learn: 0.4333906 test: 0.4389943 best: 0.4389943 (366) total: 18.3s remaining: 6.64s 367: learn: 0.4333196 test: 0.4389384 best: 0.4389384 (367) total: 18.4s remaining: 6.59s 368: learn: 0.4333061 test: 0.4389340 best: 0.4389340 (368) total: 18.4s remaining: 6.54s 369: learn: 0.4332474 test: 0.4388872 best: 0.4388872 (369) total: 18.5s remaining: 6.49s 370: learn: 0.4332393 test: 0.4388902 best: 0.4388872 (369) total: 18.5s remaining: 6.43s 371: learn: 0.4331898 test: 0.4388401 best: 0.4388401 (371) total: 18.6s remaining: 6.38s 372: learn: 0.4331255 test: 0.4387929 best: 0.4387929 (372) total: 18.6s remaining: 6.33s 373: learn: 0.4329565 test: 0.4385756 best: 0.4385756 (373) total: 18.7s remaining: 6.29s 374: learn: 0.4328871 test: 0.4385071 best: 0.4385071 (374) total: 18.7s remaining: 6.24s 375: learn: 0.4328040 test: 0.4384338 best: 0.4384338 (375) total: 18.8s remaining: 6.19s 376: learn: 0.4326955 test: 0.4383371 best: 0.4383371 (376) total: 18.8s remaining: 6.14s 377: learn: 0.4326452 test: 0.4382849 best: 0.4382849 (377) total: 18.9s remaining: 6.09s 378: learn: 0.4325438 test: 0.4381915 best: 0.4381915 (378) total: 18.9s remaining: 6.04s 379: learn: 0.4324392 test: 0.4381179 best: 0.4381179 (379) total: 19s remaining: 5.99s 380: learn: 0.4323148 test: 0.4379310 best: 0.4379310 (380) total: 19s remaining: 5.94s 381: learn: 0.4322360 test: 0.4379176 best: 0.4379176 (381) total: 19.1s remaining: 5.89s 382: learn: 0.4321997 test: 0.4378929 best: 0.4378929 (382) total: 19.1s remaining: 5.83s 383: learn: 0.4321449 test: 0.4378479 best: 0.4378479 (383) total: 19.2s remaining: 5.79s 384: learn: 0.4321027 test: 0.4378336 best: 0.4378336 (384) total: 19.2s remaining: 5.73s 385: learn: 0.4320383 test: 0.4377699 best: 0.4377699 (385) total: 19.2s remaining: 5.68s 386: learn: 0.4319595 test: 0.4376842 best: 0.4376842 (386) total: 19.3s remaining: 5.63s 387: learn: 0.4318982 test: 0.4376277 best: 0.4376277 (387) total: 19.3s remaining: 5.58s 388: learn: 0.4318162 test: 0.4375229 best: 0.4375229 (388) total: 19.4s remaining: 5.53s 389: learn: 0.4316093 test: 0.4373284 best: 0.4373284 (389) total: 19.4s remaining: 5.48s 390: learn: 0.4315553 test: 0.4372807 best: 0.4372807 (390) total: 19.5s remaining: 5.42s 391: learn: 0.4315292 test: 0.4372680 best: 0.4372680 (391) total: 19.5s remaining: 5.37s 392: learn: 0.4313262 test: 0.4370537 best: 0.4370537 (392) total: 19.6s remaining: 5.32s 393: learn: 0.4311355 test: 0.4368545 best: 0.4368545 (393) total: 19.6s remaining: 5.27s 394: learn: 0.4310519 test: 0.4367765 best: 0.4367765 (394) total: 19.6s remaining: 5.22s 395: learn: 0.4309635 test: 0.4367006 best: 0.4367006 (395) total: 19.7s remaining: 5.17s 396: learn: 0.4309074 test: 0.4366559 best: 0.4366559 (396) total: 19.7s remaining: 5.12s 397: learn: 0.4308532 test: 0.4366083 best: 0.4366083 (397) total: 19.8s remaining: 5.07s 398: learn: 0.4307575 test: 0.4365161 best: 0.4365161 (398) total: 19.8s remaining: 5.02s 399: learn: 0.4306415 test: 0.4364027 best: 0.4364027 (399) total: 19.9s remaining: 4.97s 400: learn: 0.4305786 test: 0.4363383 best: 0.4363383 (400) total: 19.9s remaining: 4.92s 401: learn: 0.4304710 test: 0.4362319 best: 0.4362319 (401) total: 20s remaining: 4.87s 402: learn: 0.4304147 test: 0.4361931 best: 0.4361931 (402) total: 20s remaining: 4.82s 403: learn: 0.4303719 test: 0.4361760 best: 0.4361760 (403) total: 20.1s remaining: 4.77s 404: learn: 0.4302688 test: 0.4361238 best: 0.4361238 (404) total: 20.1s remaining: 4.72s 405: learn: 0.4300890 test: 0.4359363 best: 0.4359363 (405) total: 20.2s remaining: 4.67s 406: learn: 0.4300495 test: 0.4359141 best: 0.4359141 (406) total: 20.2s remaining: 4.63s 407: learn: 0.4300158 test: 0.4358828 best: 0.4358828 (407) total: 20.3s remaining: 4.58s 408: learn: 0.4299530 test: 0.4358344 best: 0.4358344 (408) total: 20.3s remaining: 4.53s 409: learn: 0.4298825 test: 0.4357869 best: 0.4357869 (409) total: 20.4s remaining: 4.48s 410: learn: 0.4298238 test: 0.4357377 best: 0.4357377 (410) total: 20.4s remaining: 4.43s 411: learn: 0.4297073 test: 0.4356244 best: 0.4356244 (411) total: 20.5s remaining: 4.38s 412: learn: 0.4296317 test: 0.4355472 best: 0.4355472 (412) total: 20.5s remaining: 4.33s 413: learn: 0.4295605 test: 0.4354886 best: 0.4354886 (413) total: 20.6s remaining: 4.28s 414: learn: 0.4295042 test: 0.4354432 best: 0.4354432 (414) total: 20.6s remaining: 4.22s 415: learn: 0.4294355 test: 0.4353915 best: 0.4353915 (415) total: 20.7s remaining: 4.18s 416: learn: 0.4293897 test: 0.4353569 best: 0.4353569 (416) total: 20.7s remaining: 4.13s 417: learn: 0.4293223 test: 0.4352979 best: 0.4352979 (417) total: 20.8s remaining: 4.08s 418: learn: 0.4292772 test: 0.4352708 best: 0.4352708 (418) total: 20.8s remaining: 4.03s 419: learn: 0.4292619 test: 0.4352706 best: 0.4352706 (419) total: 20.9s remaining: 3.98s 420: learn: 0.4292390 test: 0.4352651 best: 0.4352651 (420) total: 20.9s remaining: 3.92s 421: learn: 0.4292300 test: 0.4352702 best: 0.4352651 (420) total: 21s remaining: 3.87s 422: learn: 0.4291375 test: 0.4351765 best: 0.4351765 (422) total: 21s remaining: 3.82s 423: learn: 0.4290628 test: 0.4351031 best: 0.4351031 (423) total: 21s remaining: 3.77s 424: learn: 0.4290321 test: 0.4350927 best: 0.4350927 (424) total: 21.1s remaining: 3.72s 425: learn: 0.4289264 test: 0.4350036 best: 0.4350036 (425) total: 21.1s remaining: 3.67s 426: learn: 0.4288615 test: 0.4349416 best: 0.4349416 (426) total: 21.2s remaining: 3.62s 427: learn: 0.4288603 test: 0.4349398 best: 0.4349398 (427) total: 21.2s remaining: 3.57s 428: learn: 0.4287673 test: 0.4348635 best: 0.4348635 (428) total: 21.3s remaining: 3.52s 429: learn: 0.4285994 test: 0.4346905 best: 0.4346905 (429) total: 21.3s remaining: 3.47s 430: learn: 0.4284786 test: 0.4345775 best: 0.4345775 (430) total: 21.4s remaining: 3.42s 431: learn: 0.4283649 test: 0.4344713 best: 0.4344713 (431) total: 21.4s remaining: 3.37s 432: learn: 0.4282954 test: 0.4344170 best: 0.4344170 (432) total: 21.5s remaining: 3.32s 433: learn: 0.4282400 test: 0.4343586 best: 0.4343586 (433) total: 21.5s remaining: 3.27s 434: learn: 0.4282365 test: 0.4343568 best: 0.4343568 (434) total: 21.5s remaining: 3.22s 435: learn: 0.4281473 test: 0.4343115 best: 0.4343115 (435) total: 21.6s remaining: 3.17s 436: learn: 0.4281164 test: 0.4342945 best: 0.4342945 (436) total: 21.6s remaining: 3.12s 437: learn: 0.4280676 test: 0.4342486 best: 0.4342486 (437) total: 21.7s remaining: 3.07s 438: learn: 0.4279452 test: 0.4341242 best: 0.4341242 (438) total: 21.7s remaining: 3.02s 439: learn: 0.4279262 test: 0.4341095 best: 0.4341095 (439) total: 21.8s remaining: 2.97s 440: learn: 0.4278132 test: 0.4339773 best: 0.4339773 (440) total: 21.8s remaining: 2.92s 441: learn: 0.4277834 test: 0.4339593 best: 0.4339593 (441) total: 21.9s remaining: 2.87s 442: learn: 0.4277061 test: 0.4338940 best: 0.4338940 (442) total: 21.9s remaining: 2.82s 443: learn: 0.4276446 test: 0.4338565 best: 0.4338565 (443) total: 22s remaining: 2.77s 444: learn: 0.4274767 test: 0.4336940 best: 0.4336940 (444) total: 22s remaining: 2.72s 445: learn: 0.4274315 test: 0.4336580 best: 0.4336580 (445) total: 22.1s remaining: 2.67s 446: learn: 0.4273969 test: 0.4336472 best: 0.4336472 (446) total: 22.1s remaining: 2.62s 447: learn: 0.4273368 test: 0.4335974 best: 0.4335974 (447) total: 22.2s remaining: 2.57s 448: learn: 0.4272907 test: 0.4335555 best: 0.4335555 (448) total: 22.2s remaining: 2.52s 449: learn: 0.4272286 test: 0.4335200 best: 0.4335200 (449) total: 22.3s remaining: 2.47s 450: learn: 0.4272008 test: 0.4335006 best: 0.4335006 (450) total: 22.3s remaining: 2.42s 451: learn: 0.4271652 test: 0.4334681 best: 0.4334681 (451) total: 22.4s remaining: 2.37s 452: learn: 0.4271106 test: 0.4334271 best: 0.4334271 (452) total: 22.4s remaining: 2.33s 453: learn: 0.4270555 test: 0.4333783 best: 0.4333783 (453) total: 22.5s remaining: 2.28s 454: learn: 0.4270408 test: 0.4333760 best: 0.4333760 (454) total: 22.5s remaining: 2.23s 455: learn: 0.4270331 test: 0.4333769 best: 0.4333760 (454) total: 22.6s remaining: 2.18s 456: learn: 0.4269508 test: 0.4332946 best: 0.4332946 (456) total: 22.6s remaining: 2.13s 457: learn: 0.4269204 test: 0.4332741 best: 0.4332741 (457) total: 22.7s remaining: 2.08s 458: learn: 0.4269058 test: 0.4332719 best: 0.4332719 (458) total: 22.7s remaining: 2.03s 459: learn: 0.4268812 test: 0.4332562 best: 0.4332562 (459) total: 22.8s remaining: 1.98s 460: learn: 0.4266954 test: 0.4330577 best: 0.4330577 (460) total: 22.8s remaining: 1.93s 461: learn: 0.4266438 test: 0.4330155 best: 0.4330155 (461) total: 22.9s remaining: 1.88s 462: learn: 0.4266210 test: 0.4329966 best: 0.4329966 (462) total: 22.9s remaining: 1.83s 463: learn: 0.4264890 test: 0.4328576 best: 0.4328576 (463) total: 22.9s remaining: 1.78s 464: learn: 0.4264282 test: 0.4327972 best: 0.4327972 (464) total: 23s remaining: 1.73s 465: learn: 0.4263249 test: 0.4326504 best: 0.4326504 (465) total: 23s remaining: 1.68s 466: learn: 0.4262436 test: 0.4325789 best: 0.4325789 (466) total: 23.1s remaining: 1.63s 467: learn: 0.4262113 test: 0.4325499 best: 0.4325499 (467) total: 23.1s remaining: 1.58s 468: learn: 0.4261878 test: 0.4325254 best: 0.4325254 (468) total: 23.2s remaining: 1.53s 469: learn: 0.4261825 test: 0.4325247 best: 0.4325247 (469) total: 23.2s remaining: 1.48s 470: learn: 0.4261346 test: 0.4324894 best: 0.4324894 (470) total: 23.3s remaining: 1.43s 471: learn: 0.4260821 test: 0.4324281 best: 0.4324281 (471) total: 23.3s remaining: 1.38s 472: learn: 0.4260091 test: 0.4323717 best: 0.4323717 (472) total: 23.4s remaining: 1.33s 473: learn: 0.4259528 test: 0.4323273 best: 0.4323273 (473) total: 23.4s remaining: 1.28s 474: learn: 0.4259244 test: 0.4323120 best: 0.4323120 (474) total: 23.4s remaining: 1.23s 475: learn: 0.4258273 test: 0.4322748 best: 0.4322748 (475) total: 23.5s remaining: 1.18s 476: learn: 0.4257591 test: 0.4322239 best: 0.4322239 (476) total: 23.5s remaining: 1.13s 477: learn: 0.4257059 test: 0.4321832 best: 0.4321832 (477) total: 23.6s remaining: 1.08s 478: learn: 0.4256467 test: 0.4321258 best: 0.4321258 (478) total: 23.6s remaining: 1.03s 479: learn: 0.4256434 test: 0.4321270 best: 0.4321258 (478) total: 23.7s remaining: 987ms 480: learn: 0.4255770 test: 0.4320853 best: 0.4320853 (480) total: 23.7s remaining: 938ms 481: learn: 0.4255233 test: 0.4320534 best: 0.4320534 (481) total: 23.8s remaining: 888ms 482: learn: 0.4254692 test: 0.4320126 best: 0.4320126 (482) total: 23.8s remaining: 839ms 483: learn: 0.4254086 test: 0.4319532 best: 0.4319532 (483) total: 23.9s remaining: 789ms 484: learn: 0.4253387 test: 0.4319197 best: 0.4319197 (484) total: 23.9s remaining: 740ms 485: learn: 0.4253165 test: 0.4319101 best: 0.4319101 (485) total: 24s remaining: 690ms 486: learn: 0.4252718 test: 0.4318755 best: 0.4318755 (486) total: 24s remaining: 641ms 487: learn: 0.4252085 test: 0.4318213 best: 0.4318213 (487) total: 24.1s remaining: 592ms 488: learn: 0.4251786 test: 0.4318073 best: 0.4318073 (488) total: 24.1s remaining: 542ms 489: learn: 0.4251284 test: 0.4317612 best: 0.4317612 (489) total: 24.1s remaining: 493ms 490: learn: 0.4250929 test: 0.4317326 best: 0.4317326 (490) total: 24.2s remaining: 444ms 491: learn: 0.4249511 test: 0.4315986 best: 0.4315986 (491) total: 24.2s remaining: 394ms 492: learn: 0.4248255 test: 0.4314653 best: 0.4314653 (492) total: 24.3s remaining: 345ms 493: learn: 0.4247513 test: 0.4314524 best: 0.4314524 (493) total: 24.3s remaining: 295ms 494: learn: 0.4247052 test: 0.4314053 best: 0.4314053 (494) total: 24.4s remaining: 246ms 495: learn: 0.4246379 test: 0.4313564 best: 0.4313564 (495) total: 24.4s remaining: 197ms 496: learn: 0.4245950 test: 0.4313252 best: 0.4313252 (496) total: 24.5s remaining: 148ms 497: learn: 0.4245244 test: 0.4312517 best: 0.4312517 (497) total: 24.5s remaining: 98.4ms 498: learn: 0.4245139 test: 0.4312545 best: 0.4312517 (497) total: 24.6s remaining: 49.2ms 499: learn: 0.4245027 test: 0.4312579 best: 0.4312517 (497) total: 24.6s remaining: 0us bestTest = 0.4312516724 bestIteration = 497 Shrink model to first 498 iterations. [CV] learning_rate=0.03, l2_leaf_reg=1, iterations=500, depth=4, total= 25.7s [CV] learning_rate=0.03, l2_leaf_reg=1, iterations=500, depth=4 ...... 0: learn: 4.3482192 test: 4.3431161 best: 4.3431161 (0) total: 50.7ms remaining: 25.3s 1: learn: 4.2200054 test: 4.2152051 best: 4.2152051 (1) total: 96.5ms remaining: 24s 2: learn: 4.0960023 test: 4.0914778 best: 4.0914778 (2) total: 138ms remaining: 22.9s 3: learn: 3.9756525 test: 3.9713964 best: 3.9713964 (3) total: 172ms remaining: 21.4s 4: learn: 3.8590440 test: 3.8549802 best: 3.8549802 (4) total: 213ms remaining: 21.1s 5: learn: 3.7459643 test: 3.7421647 best: 3.7421647 (5) total: 249ms remaining: 20.5s 6: learn: 3.6364692 test: 3.6329279 best: 3.6329279 (6) total: 280ms remaining: 19.7s 7: learn: 3.5302873 test: 3.5269798 best: 3.5269798 (7) total: 318ms remaining: 19.6s 8: learn: 3.4273241 test: 3.4242049 best: 3.4242049 (8) total: 360ms remaining: 19.6s 9: learn: 3.3276385 test: 3.3247546 best: 3.3247546 (9) total: 398ms remaining: 19.5s 10: learn: 3.2309503 test: 3.2282546 best: 3.2282546 (10) total: 439ms remaining: 19.5s 11: learn: 3.1371748 test: 3.1347329 best: 3.1347329 (11) total: 482ms remaining: 19.6s 12: learn: 3.0463919 test: 3.0441289 best: 3.0441289 (12) total: 518ms remaining: 19.4s 13: learn: 2.9582873 test: 2.9562109 best: 2.9562109 (13) total: 556ms remaining: 19.3s 14: learn: 2.8726865 test: 2.8708642 best: 2.8708642 (14) total: 594ms remaining: 19.2s 15: learn: 2.7901467 test: 2.7885129 best: 2.7885129 (15) total: 635ms remaining: 19.2s 16: learn: 2.7101479 test: 2.7087123 best: 2.7087123 (16) total: 683ms remaining: 19.4s 17: learn: 2.6321686 test: 2.6309991 best: 2.6309991 (17) total: 723ms remaining: 19.4s 18: learn: 2.5568643 test: 2.5558421 best: 2.5558421 (18) total: 767ms remaining: 19.4s 19: learn: 2.4838474 test: 2.4830428 best: 2.4830428 (19) total: 815ms remaining: 19.6s 20: learn: 2.4131111 test: 2.4123986 best: 2.4123986 (20) total: 867ms remaining: 19.8s 21: learn: 2.3449015 test: 2.3443569 best: 2.3443569 (21) total: 908ms remaining: 19.7s 22: learn: 2.2787667 test: 2.2783715 best: 2.2783715 (22) total: 963ms remaining: 20s 23: learn: 2.2144179 test: 2.2141973 best: 2.2141973 (23) total: 1.01s remaining: 20s 24: learn: 2.1524882 test: 2.1522641 best: 2.1522641 (24) total: 1.04s remaining: 19.8s 25: learn: 2.0923432 test: 2.0922903 best: 2.0922903 (25) total: 1.09s remaining: 19.9s 26: learn: 2.0339243 test: 2.0340329 best: 2.0340329 (26) total: 1.13s remaining: 19.9s 27: learn: 1.9773903 test: 1.9775969 best: 1.9775969 (27) total: 1.18s remaining: 19.9s 28: learn: 1.9228756 test: 1.9232500 best: 1.9232500 (28) total: 1.22s remaining: 19.9s 29: learn: 1.8698217 test: 1.8703466 best: 1.8703466 (29) total: 1.27s remaining: 19.9s 30: learn: 1.8189789 test: 1.8196600 best: 1.8196600 (30) total: 1.31s remaining: 19.8s 31: learn: 1.7697034 test: 1.7705321 best: 1.7705321 (31) total: 1.35s remaining: 19.7s 32: learn: 1.7217587 test: 1.7227133 best: 1.7227133 (32) total: 1.39s remaining: 19.7s 33: learn: 1.6754609 test: 1.6765201 best: 1.6765201 (33) total: 1.43s remaining: 19.6s 34: learn: 1.6306079 test: 1.6318765 best: 1.6318765 (34) total: 1.47s remaining: 19.5s 35: learn: 1.5869858 test: 1.5884676 best: 1.5884676 (35) total: 1.5s remaining: 19.4s 36: learn: 1.5449754 test: 1.5465702 best: 1.5465702 (36) total: 1.55s remaining: 19.4s 37: learn: 1.5043609 test: 1.5061037 best: 1.5061037 (37) total: 1.59s remaining: 19.4s 38: learn: 1.4649031 test: 1.4668328 best: 1.4668328 (38) total: 1.63s remaining: 19.3s 39: learn: 1.4272461 test: 1.4292886 best: 1.4292886 (39) total: 1.68s remaining: 19.3s 40: learn: 1.3907763 test: 1.3929553 best: 1.3929553 (40) total: 1.72s remaining: 19.2s 41: learn: 1.3556301 test: 1.3578247 best: 1.3578247 (41) total: 1.75s remaining: 19.1s 42: learn: 1.3212878 test: 1.3236359 best: 1.3236359 (42) total: 1.8s remaining: 19.1s 43: learn: 1.2882521 test: 1.2906630 best: 1.2906630 (43) total: 1.84s remaining: 19.1s 44: learn: 1.2564883 test: 1.2590444 best: 1.2590444 (44) total: 1.89s remaining: 19.1s 45: learn: 1.2254670 test: 1.2281715 best: 1.2281715 (45) total: 1.93s remaining: 19.1s 46: learn: 1.1957617 test: 1.1986099 best: 1.1986099 (46) total: 1.98s remaining: 19.1s 47: learn: 1.1674258 test: 1.1703837 best: 1.1703837 (47) total: 2.03s remaining: 19.1s 48: learn: 1.1396296 test: 1.1426789 best: 1.1426789 (48) total: 2.07s remaining: 19s 49: learn: 1.1128757 test: 1.1160768 best: 1.1160768 (49) total: 2.11s remaining: 19s 50: learn: 1.0869383 test: 1.0903019 best: 1.0903019 (50) total: 2.15s remaining: 18.9s 51: learn: 1.0619512 test: 1.0654717 best: 1.0654717 (51) total: 2.19s remaining: 18.9s 52: learn: 1.0380057 test: 1.0417167 best: 1.0417167 (52) total: 2.23s remaining: 18.8s 53: learn: 1.0148818 test: 1.0187263 best: 1.0187263 (53) total: 2.28s remaining: 18.9s 54: learn: 0.9926297 test: 0.9966002 best: 0.9966002 (54) total: 2.33s remaining: 18.9s 55: learn: 0.9713047 test: 0.9753833 best: 0.9753833 (55) total: 2.4s remaining: 19.1s 56: learn: 0.9506823 test: 0.9548746 best: 0.9548746 (56) total: 2.46s remaining: 19.1s 57: learn: 0.9306844 test: 0.9349980 best: 0.9349980 (57) total: 2.5s remaining: 19.1s 58: learn: 0.9114755 test: 0.9158419 best: 0.9158419 (58) total: 2.55s remaining: 19.1s 59: learn: 0.8933581 test: 0.8978340 best: 0.8978340 (59) total: 2.6s remaining: 19.1s 60: learn: 0.8756438 test: 0.8802025 best: 0.8802025 (60) total: 2.65s remaining: 19.1s 61: learn: 0.8586043 test: 0.8632167 best: 0.8632167 (61) total: 2.71s remaining: 19.2s 62: learn: 0.8423802 test: 0.8471323 best: 0.8471323 (62) total: 2.76s remaining: 19.1s 63: learn: 0.8265510 test: 0.8314242 best: 0.8314242 (63) total: 2.81s remaining: 19.2s 64: learn: 0.8113906 test: 0.8163955 best: 0.8163955 (64) total: 2.87s remaining: 19.2s 65: learn: 0.7970535 test: 0.8020974 best: 0.8020974 (65) total: 2.93s remaining: 19.3s 66: learn: 0.7831388 test: 0.7883373 best: 0.7883373 (66) total: 2.99s remaining: 19.3s 67: learn: 0.7695715 test: 0.7748649 best: 0.7748649 (67) total: 3.03s remaining: 19.3s 68: learn: 0.7570451 test: 0.7624196 best: 0.7624196 (68) total: 3.08s remaining: 19.3s 69: learn: 0.7446467 test: 0.7500985 best: 0.7500985 (69) total: 3.13s remaining: 19.2s 70: learn: 0.7328466 test: 0.7384252 best: 0.7384252 (70) total: 3.18s remaining: 19.2s 71: learn: 0.7215904 test: 0.7272316 best: 0.7272316 (71) total: 3.23s remaining: 19.2s 72: learn: 0.7109733 test: 0.7166903 best: 0.7166903 (72) total: 3.28s remaining: 19.2s 73: learn: 0.7006129 test: 0.7064266 best: 0.7064266 (73) total: 3.33s remaining: 19.1s 74: learn: 0.6907036 test: 0.6965689 best: 0.6965689 (74) total: 3.41s remaining: 19.3s 75: learn: 0.6814021 test: 0.6873167 best: 0.6873167 (75) total: 3.5s remaining: 19.5s 76: learn: 0.6726613 test: 0.6786527 best: 0.6786527 (76) total: 3.56s remaining: 19.6s 77: learn: 0.6643053 test: 0.6703382 best: 0.6703382 (77) total: 3.62s remaining: 19.6s 78: learn: 0.6560265 test: 0.6621220 best: 0.6621220 (78) total: 3.68s remaining: 19.6s 79: learn: 0.6478841 test: 0.6540474 best: 0.6540474 (79) total: 3.73s remaining: 19.6s 80: learn: 0.6405774 test: 0.6467613 best: 0.6467613 (80) total: 3.78s remaining: 19.6s 81: learn: 0.6335025 test: 0.6397441 best: 0.6397441 (81) total: 3.84s remaining: 19.6s 82: learn: 0.6266123 test: 0.6329550 best: 0.6329550 (82) total: 3.89s remaining: 19.6s 83: learn: 0.6200260 test: 0.6263757 best: 0.6263757 (83) total: 3.94s remaining: 19.5s 84: learn: 0.6138329 test: 0.6202734 best: 0.6202734 (84) total: 3.99s remaining: 19.5s 85: learn: 0.6078369 test: 0.6143587 best: 0.6143587 (85) total: 4.03s remaining: 19.4s 86: learn: 0.6019083 test: 0.6084496 best: 0.6084496 (86) total: 4.08s remaining: 19.4s 87: learn: 0.5964862 test: 0.6030568 best: 0.6030568 (87) total: 4.13s remaining: 19.3s 88: learn: 0.5902778 test: 0.5969113 best: 0.5969113 (88) total: 4.18s remaining: 19.3s 89: learn: 0.5842576 test: 0.5910124 best: 0.5910124 (89) total: 4.21s remaining: 19.2s 90: learn: 0.5784256 test: 0.5850979 best: 0.5850979 (90) total: 4.25s remaining: 19.1s 91: learn: 0.5732589 test: 0.5799410 best: 0.5799410 (91) total: 4.29s remaining: 19s 92: learn: 0.5680743 test: 0.5748480 best: 0.5748480 (92) total: 4.32s remaining: 18.9s 93: learn: 0.5630767 test: 0.5698808 best: 0.5698808 (93) total: 4.36s remaining: 18.8s 94: learn: 0.5583266 test: 0.5651439 best: 0.5651439 (94) total: 4.4s remaining: 18.7s 95: learn: 0.5538177 test: 0.5607172 best: 0.5607172 (95) total: 4.43s remaining: 18.6s 96: learn: 0.5496571 test: 0.5566261 best: 0.5566261 (96) total: 4.46s remaining: 18.5s 97: learn: 0.5456634 test: 0.5525823 best: 0.5525823 (97) total: 4.49s remaining: 18.4s 98: learn: 0.5416432 test: 0.5486018 best: 0.5486018 (98) total: 4.53s remaining: 18.3s 99: learn: 0.5378429 test: 0.5448275 best: 0.5448275 (99) total: 4.56s remaining: 18.3s 100: learn: 0.5344466 test: 0.5413844 best: 0.5413844 (100) total: 4.61s remaining: 18.2s 101: learn: 0.5309921 test: 0.5379116 best: 0.5379116 (101) total: 4.64s remaining: 18.1s 102: learn: 0.5278163 test: 0.5347946 best: 0.5347946 (102) total: 4.69s remaining: 18.1s 103: learn: 0.5247999 test: 0.5316535 best: 0.5316535 (103) total: 4.73s remaining: 18s 104: learn: 0.5217780 test: 0.5285902 best: 0.5285902 (104) total: 4.77s remaining: 17.9s 105: learn: 0.5191678 test: 0.5259420 best: 0.5259420 (105) total: 4.81s remaining: 17.9s 106: learn: 0.5165743 test: 0.5233416 best: 0.5233416 (106) total: 4.85s remaining: 17.8s 107: learn: 0.5139962 test: 0.5207869 best: 0.5207869 (107) total: 4.91s remaining: 17.8s 108: learn: 0.5114277 test: 0.5182620 best: 0.5182620 (108) total: 4.95s remaining: 17.8s 109: learn: 0.5090958 test: 0.5159758 best: 0.5159758 (109) total: 4.99s remaining: 17.7s 110: learn: 0.5067231 test: 0.5136184 best: 0.5136184 (110) total: 5.04s remaining: 17.7s 111: learn: 0.5045444 test: 0.5114626 best: 0.5114626 (111) total: 5.08s remaining: 17.6s 112: learn: 0.5025824 test: 0.5095017 best: 0.5095017 (112) total: 5.12s remaining: 17.6s 113: learn: 0.5006153 test: 0.5075184 best: 0.5075184 (113) total: 5.16s remaining: 17.5s 114: learn: 0.4988184 test: 0.5057429 best: 0.5057429 (114) total: 5.21s remaining: 17.4s 115: learn: 0.4970539 test: 0.5039922 best: 0.5039922 (115) total: 5.25s remaining: 17.4s 116: learn: 0.4953426 test: 0.5023220 best: 0.5023220 (116) total: 5.29s remaining: 17.3s 117: learn: 0.4937516 test: 0.5007398 best: 0.5007398 (117) total: 5.33s remaining: 17.3s 118: learn: 0.4921625 test: 0.4991221 best: 0.4991221 (118) total: 5.37s remaining: 17.2s 119: learn: 0.4907094 test: 0.4977099 best: 0.4977099 (119) total: 5.41s remaining: 17.1s 120: learn: 0.4893634 test: 0.4963187 best: 0.4963187 (120) total: 5.45s remaining: 17.1s 121: learn: 0.4880335 test: 0.4950289 best: 0.4950289 (121) total: 5.49s remaining: 17s 122: learn: 0.4867440 test: 0.4937607 best: 0.4937607 (122) total: 5.52s remaining: 16.9s 123: learn: 0.4856029 test: 0.4926190 best: 0.4926190 (123) total: 5.56s remaining: 16.8s 124: learn: 0.4844838 test: 0.4914724 best: 0.4914724 (124) total: 5.6s remaining: 16.8s 125: learn: 0.4833490 test: 0.4903140 best: 0.4903140 (125) total: 5.64s remaining: 16.7s 126: learn: 0.4823217 test: 0.4892262 best: 0.4892262 (126) total: 5.69s remaining: 16.7s 127: learn: 0.4812791 test: 0.4883480 best: 0.4883480 (127) total: 5.74s remaining: 16.7s 128: learn: 0.4803102 test: 0.4874022 best: 0.4874022 (128) total: 5.79s remaining: 16.6s 129: learn: 0.4793176 test: 0.4863888 best: 0.4863888 (129) total: 5.84s remaining: 16.6s 130: learn: 0.4784031 test: 0.4855011 best: 0.4855011 (130) total: 5.9s remaining: 16.6s 131: learn: 0.4775279 test: 0.4845424 best: 0.4845424 (131) total: 5.95s remaining: 16.6s 132: learn: 0.4766245 test: 0.4836494 best: 0.4836494 (132) total: 5.99s remaining: 16.5s 133: learn: 0.4757122 test: 0.4827633 best: 0.4827633 (133) total: 6.03s remaining: 16.5s 134: learn: 0.4749449 test: 0.4819474 best: 0.4819474 (134) total: 6.08s remaining: 16.4s 135: learn: 0.4741846 test: 0.4812205 best: 0.4812205 (135) total: 6.12s remaining: 16.4s 136: learn: 0.4734992 test: 0.4804717 best: 0.4804717 (136) total: 6.16s remaining: 16.3s 137: learn: 0.4728434 test: 0.4797438 best: 0.4797438 (137) total: 6.2s remaining: 16.3s 138: learn: 0.4722125 test: 0.4790410 best: 0.4790410 (138) total: 6.24s remaining: 16.2s 139: learn: 0.4716194 test: 0.4784279 best: 0.4784279 (139) total: 6.29s remaining: 16.2s 140: learn: 0.4710674 test: 0.4778633 best: 0.4778633 (140) total: 6.33s remaining: 16.1s 141: learn: 0.4703617 test: 0.4771709 best: 0.4771709 (141) total: 6.38s remaining: 16.1s 142: learn: 0.4697990 test: 0.4766256 best: 0.4766256 (142) total: 6.43s remaining: 16s 143: learn: 0.4692017 test: 0.4760508 best: 0.4760508 (143) total: 6.47s remaining: 16s 144: learn: 0.4687137 test: 0.4755014 best: 0.4755014 (144) total: 6.53s remaining: 16s 145: learn: 0.4681809 test: 0.4749270 best: 0.4749270 (145) total: 6.57s remaining: 15.9s 146: learn: 0.4676639 test: 0.4744272 best: 0.4744272 (146) total: 6.62s remaining: 15.9s 147: learn: 0.4672012 test: 0.4739431 best: 0.4739431 (147) total: 6.66s remaining: 15.8s 148: learn: 0.4667303 test: 0.4734666 best: 0.4734666 (148) total: 6.71s remaining: 15.8s 149: learn: 0.4663388 test: 0.4730153 best: 0.4730153 (149) total: 6.76s remaining: 15.8s 150: learn: 0.4657233 test: 0.4723578 best: 0.4723578 (150) total: 6.82s remaining: 15.8s 151: learn: 0.4652295 test: 0.4718705 best: 0.4718705 (151) total: 6.88s remaining: 15.7s 152: learn: 0.4646015 test: 0.4712224 best: 0.4712224 (152) total: 6.93s remaining: 15.7s 153: learn: 0.4641938 test: 0.4708367 best: 0.4708367 (153) total: 6.99s remaining: 15.7s 154: learn: 0.4638295 test: 0.4704468 best: 0.4704468 (154) total: 7.05s remaining: 15.7s 155: learn: 0.4633472 test: 0.4699429 best: 0.4699429 (155) total: 7.1s remaining: 15.7s 156: learn: 0.4629080 test: 0.4695562 best: 0.4695562 (156) total: 7.15s remaining: 15.6s 157: learn: 0.4624252 test: 0.4691215 best: 0.4691215 (157) total: 7.19s remaining: 15.6s 158: learn: 0.4620424 test: 0.4687450 best: 0.4687450 (158) total: 7.23s remaining: 15.5s 159: learn: 0.4617070 test: 0.4684023 best: 0.4684023 (159) total: 7.27s remaining: 15.5s 160: learn: 0.4612863 test: 0.4680586 best: 0.4680586 (160) total: 7.32s remaining: 15.4s 161: learn: 0.4608635 test: 0.4677330 best: 0.4677330 (161) total: 7.35s remaining: 15.3s 162: learn: 0.4603996 test: 0.4672108 best: 0.4672108 (162) total: 7.39s remaining: 15.3s 163: learn: 0.4600780 test: 0.4669281 best: 0.4669281 (163) total: 7.43s remaining: 15.2s 164: learn: 0.4596514 test: 0.4665643 best: 0.4665643 (164) total: 7.48s remaining: 15.2s 165: learn: 0.4592397 test: 0.4661232 best: 0.4661232 (165) total: 7.53s remaining: 15.2s 166: learn: 0.4589945 test: 0.4658774 best: 0.4658774 (166) total: 7.58s remaining: 15.1s 167: learn: 0.4586424 test: 0.4655531 best: 0.4655531 (167) total: 7.63s remaining: 15.1s 168: learn: 0.4583093 test: 0.4652061 best: 0.4652061 (168) total: 7.68s remaining: 15.1s 169: learn: 0.4579437 test: 0.4648519 best: 0.4648519 (169) total: 7.73s remaining: 15s 170: learn: 0.4576731 test: 0.4645849 best: 0.4645849 (170) total: 7.78s remaining: 15s 171: learn: 0.4573645 test: 0.4643361 best: 0.4643361 (171) total: 7.82s remaining: 14.9s 172: learn: 0.4569898 test: 0.4639819 best: 0.4639819 (172) total: 7.86s remaining: 14.9s 173: learn: 0.4567680 test: 0.4637746 best: 0.4637746 (173) total: 7.91s remaining: 14.8s 174: learn: 0.4565366 test: 0.4635371 best: 0.4635371 (174) total: 7.95s remaining: 14.8s 175: learn: 0.4561908 test: 0.4632208 best: 0.4632208 (175) total: 8s remaining: 14.7s 176: learn: 0.4559052 test: 0.4629695 best: 0.4629695 (176) total: 8.04s remaining: 14.7s 177: learn: 0.4556987 test: 0.4627691 best: 0.4627691 (177) total: 8.08s remaining: 14.6s 178: learn: 0.4555129 test: 0.4625851 best: 0.4625851 (178) total: 8.13s remaining: 14.6s 179: learn: 0.4552417 test: 0.4624752 best: 0.4624752 (179) total: 8.18s remaining: 14.5s 180: learn: 0.4550453 test: 0.4622949 best: 0.4622949 (180) total: 8.23s remaining: 14.5s 181: learn: 0.4547827 test: 0.4620426 best: 0.4620426 (181) total: 8.28s remaining: 14.5s 182: learn: 0.4545629 test: 0.4618399 best: 0.4618399 (182) total: 8.34s remaining: 14.4s 183: learn: 0.4543993 test: 0.4616507 best: 0.4616507 (183) total: 8.38s remaining: 14.4s 184: learn: 0.4541490 test: 0.4613942 best: 0.4613942 (184) total: 8.43s remaining: 14.4s 185: learn: 0.4538132 test: 0.4611271 best: 0.4611271 (185) total: 8.48s remaining: 14.3s 186: learn: 0.4534718 test: 0.4608048 best: 0.4608048 (186) total: 8.54s remaining: 14.3s 187: learn: 0.4532790 test: 0.4606141 best: 0.4606141 (187) total: 8.59s remaining: 14.3s 188: learn: 0.4529894 test: 0.4603941 best: 0.4603941 (188) total: 8.65s remaining: 14.2s 189: learn: 0.4528007 test: 0.4602306 best: 0.4602306 (189) total: 8.71s remaining: 14.2s 190: learn: 0.4527147 test: 0.4601406 best: 0.4601406 (190) total: 8.75s remaining: 14.2s 191: learn: 0.4524906 test: 0.4599343 best: 0.4599343 (191) total: 8.82s remaining: 14.1s 192: learn: 0.4522044 test: 0.4596709 best: 0.4596709 (192) total: 8.87s remaining: 14.1s 193: learn: 0.4519381 test: 0.4594210 best: 0.4594210 (193) total: 8.93s remaining: 14.1s 194: learn: 0.4517577 test: 0.4592919 best: 0.4592919 (194) total: 8.99s remaining: 14.1s 195: learn: 0.4515746 test: 0.4591385 best: 0.4591385 (195) total: 9.04s remaining: 14s 196: learn: 0.4513204 test: 0.4590192 best: 0.4590192 (196) total: 9.09s remaining: 14s 197: learn: 0.4510681 test: 0.4587846 best: 0.4587846 (197) total: 9.15s remaining: 14s 198: learn: 0.4509296 test: 0.4586505 best: 0.4586505 (198) total: 9.21s remaining: 13.9s 199: learn: 0.4507086 test: 0.4585112 best: 0.4585112 (199) total: 9.26s remaining: 13.9s 200: learn: 0.4504576 test: 0.4582441 best: 0.4582441 (200) total: 9.3s remaining: 13.8s 201: learn: 0.4502727 test: 0.4580667 best: 0.4580667 (201) total: 9.36s remaining: 13.8s 202: learn: 0.4499558 test: 0.4577151 best: 0.4577151 (202) total: 9.41s remaining: 13.8s 203: learn: 0.4497462 test: 0.4575420 best: 0.4575420 (203) total: 9.46s remaining: 13.7s 204: learn: 0.4495069 test: 0.4573297 best: 0.4573297 (204) total: 9.51s remaining: 13.7s 205: learn: 0.4493702 test: 0.4571788 best: 0.4571788 (205) total: 9.56s remaining: 13.6s 206: learn: 0.4491961 test: 0.4570350 best: 0.4570350 (206) total: 9.61s remaining: 13.6s 207: learn: 0.4488965 test: 0.4567852 best: 0.4567852 (207) total: 9.67s remaining: 13.6s 208: learn: 0.4487554 test: 0.4566644 best: 0.4566644 (208) total: 9.72s remaining: 13.5s 209: learn: 0.4485964 test: 0.4565668 best: 0.4565668 (209) total: 9.78s remaining: 13.5s 210: learn: 0.4484039 test: 0.4563851 best: 0.4563851 (210) total: 9.84s remaining: 13.5s 211: learn: 0.4483505 test: 0.4563298 best: 0.4563298 (211) total: 9.89s remaining: 13.4s 212: learn: 0.4482450 test: 0.4562385 best: 0.4562385 (212) total: 9.94s remaining: 13.4s 213: learn: 0.4480609 test: 0.4561090 best: 0.4561090 (213) total: 10s remaining: 13.4s 214: learn: 0.4477865 test: 0.4558636 best: 0.4558636 (214) total: 10.1s remaining: 13.3s 215: learn: 0.4475802 test: 0.4556867 best: 0.4556867 (215) total: 10.1s remaining: 13.3s 216: learn: 0.4473377 test: 0.4554904 best: 0.4554904 (216) total: 10.2s remaining: 13.3s 217: learn: 0.4471628 test: 0.4554033 best: 0.4554033 (217) total: 10.2s remaining: 13.2s 218: learn: 0.4469702 test: 0.4551940 best: 0.4551940 (218) total: 10.3s remaining: 13.2s 219: learn: 0.4468278 test: 0.4550691 best: 0.4550691 (219) total: 10.3s remaining: 13.1s 220: learn: 0.4465724 test: 0.4547646 best: 0.4547646 (220) total: 10.4s remaining: 13.1s 221: learn: 0.4463104 test: 0.4545913 best: 0.4545913 (221) total: 10.4s remaining: 13.1s 222: learn: 0.4461576 test: 0.4544411 best: 0.4544411 (222) total: 10.5s remaining: 13s 223: learn: 0.4459647 test: 0.4542516 best: 0.4542516 (223) total: 10.5s remaining: 13s 224: learn: 0.4458188 test: 0.4541387 best: 0.4541387 (224) total: 10.6s remaining: 12.9s 225: learn: 0.4456415 test: 0.4539879 best: 0.4539879 (225) total: 10.6s remaining: 12.9s 226: learn: 0.4454913 test: 0.4538637 best: 0.4538637 (226) total: 10.7s remaining: 12.9s 227: learn: 0.4452906 test: 0.4536862 best: 0.4536862 (227) total: 10.8s remaining: 12.8s 228: learn: 0.4450989 test: 0.4534727 best: 0.4534727 (228) total: 10.8s remaining: 12.8s 229: learn: 0.4450813 test: 0.4534577 best: 0.4534577 (229) total: 10.9s remaining: 12.8s 230: learn: 0.4448841 test: 0.4532930 best: 0.4532930 (230) total: 10.9s remaining: 12.7s 231: learn: 0.4447322 test: 0.4531711 best: 0.4531711 (231) total: 11s remaining: 12.7s 232: learn: 0.4445947 test: 0.4530478 best: 0.4530478 (232) total: 11s remaining: 12.6s 233: learn: 0.4444327 test: 0.4529167 best: 0.4529167 (233) total: 11.1s remaining: 12.6s 234: learn: 0.4442464 test: 0.4527504 best: 0.4527504 (234) total: 11.1s remaining: 12.6s 235: learn: 0.4441080 test: 0.4526435 best: 0.4526435 (235) total: 11.2s remaining: 12.5s 236: learn: 0.4438924 test: 0.4524772 best: 0.4524772 (236) total: 11.2s remaining: 12.5s 237: learn: 0.4437129 test: 0.4522888 best: 0.4522888 (237) total: 11.3s remaining: 12.4s 238: learn: 0.4435213 test: 0.4521351 best: 0.4521351 (238) total: 11.3s remaining: 12.4s 239: learn: 0.4433926 test: 0.4521032 best: 0.4521032 (239) total: 11.4s remaining: 12.3s 240: learn: 0.4432216 test: 0.4520188 best: 0.4520188 (240) total: 11.4s remaining: 12.3s 241: learn: 0.4430797 test: 0.4518796 best: 0.4518796 (241) total: 11.5s remaining: 12.2s 242: learn: 0.4428680 test: 0.4517202 best: 0.4517202 (242) total: 11.5s remaining: 12.2s 243: learn: 0.4427407 test: 0.4516047 best: 0.4516047 (243) total: 11.6s remaining: 12.1s 244: learn: 0.4425731 test: 0.4514443 best: 0.4514443 (244) total: 11.6s remaining: 12.1s 245: learn: 0.4423877 test: 0.4512706 best: 0.4512706 (245) total: 11.6s remaining: 12s 246: learn: 0.4421324 test: 0.4509855 best: 0.4509855 (246) total: 11.7s remaining: 12s 247: learn: 0.4419943 test: 0.4508569 best: 0.4508569 (247) total: 11.8s remaining: 11.9s 248: learn: 0.4418687 test: 0.4507405 best: 0.4507405 (248) total: 11.8s remaining: 11.9s 249: learn: 0.4417757 test: 0.4506568 best: 0.4506568 (249) total: 11.9s remaining: 11.9s 250: learn: 0.4415941 test: 0.4505077 best: 0.4505077 (250) total: 11.9s remaining: 11.8s 251: learn: 0.4414061 test: 0.4503353 best: 0.4503353 (251) total: 12s remaining: 11.8s 252: learn: 0.4412549 test: 0.4502097 best: 0.4502097 (252) total: 12s remaining: 11.7s 253: learn: 0.4411266 test: 0.4501358 best: 0.4501358 (253) total: 12.1s remaining: 11.7s 254: learn: 0.4410853 test: 0.4501292 best: 0.4501292 (254) total: 12.1s remaining: 11.6s 255: learn: 0.4409526 test: 0.4501058 best: 0.4501058 (255) total: 12.2s remaining: 11.6s 256: learn: 0.4405744 test: 0.4496687 best: 0.4496687 (256) total: 12.2s remaining: 11.5s 257: learn: 0.4404380 test: 0.4495386 best: 0.4495386 (257) total: 12.3s remaining: 11.5s 258: learn: 0.4402888 test: 0.4494409 best: 0.4494409 (258) total: 12.3s remaining: 11.4s 259: learn: 0.4401872 test: 0.4493570 best: 0.4493570 (259) total: 12.3s remaining: 11.4s 260: learn: 0.4400656 test: 0.4492608 best: 0.4492608 (260) total: 12.4s remaining: 11.3s 261: learn: 0.4399199 test: 0.4491218 best: 0.4491218 (261) total: 12.4s remaining: 11.3s 262: learn: 0.4397778 test: 0.4490122 best: 0.4490122 (262) total: 12.5s remaining: 11.3s 263: learn: 0.4397053 test: 0.4489602 best: 0.4489602 (263) total: 12.5s remaining: 11.2s 264: learn: 0.4395940 test: 0.4488591 best: 0.4488591 (264) total: 12.6s remaining: 11.2s 265: learn: 0.4394679 test: 0.4487875 best: 0.4487875 (265) total: 12.6s remaining: 11.1s 266: learn: 0.4392843 test: 0.4486357 best: 0.4486357 (266) total: 12.7s remaining: 11.1s 267: learn: 0.4391638 test: 0.4485266 best: 0.4485266 (267) total: 12.7s remaining: 11s 268: learn: 0.4390641 test: 0.4484291 best: 0.4484291 (268) total: 12.8s remaining: 11s 269: learn: 0.4389492 test: 0.4483402 best: 0.4483402 (269) total: 12.8s remaining: 10.9s 270: learn: 0.4387471 test: 0.4480963 best: 0.4480963 (270) total: 12.9s remaining: 10.9s 271: learn: 0.4384752 test: 0.4477946 best: 0.4477946 (271) total: 12.9s remaining: 10.8s 272: learn: 0.4383142 test: 0.4476242 best: 0.4476242 (272) total: 13s remaining: 10.8s 273: learn: 0.4381693 test: 0.4474863 best: 0.4474863 (273) total: 13s remaining: 10.7s 274: learn: 0.4380559 test: 0.4473965 best: 0.4473965 (274) total: 13.1s remaining: 10.7s 275: learn: 0.4379093 test: 0.4473272 best: 0.4473272 (275) total: 13.1s remaining: 10.6s 276: learn: 0.4377433 test: 0.4471591 best: 0.4471591 (276) total: 13.2s remaining: 10.6s 277: learn: 0.4376276 test: 0.4470550 best: 0.4470550 (277) total: 13.2s remaining: 10.6s 278: learn: 0.4375395 test: 0.4470061 best: 0.4470061 (278) total: 13.3s remaining: 10.5s 279: learn: 0.4374816 test: 0.4469444 best: 0.4469444 (279) total: 13.3s remaining: 10.5s 280: learn: 0.4373146 test: 0.4468143 best: 0.4468143 (280) total: 13.4s remaining: 10.4s 281: learn: 0.4371776 test: 0.4466763 best: 0.4466763 (281) total: 13.4s remaining: 10.4s 282: learn: 0.4370433 test: 0.4465619 best: 0.4465619 (282) total: 13.4s remaining: 10.3s 283: learn: 0.4369490 test: 0.4464948 best: 0.4464948 (283) total: 13.5s remaining: 10.3s 284: learn: 0.4367406 test: 0.4462551 best: 0.4462551 (284) total: 13.5s remaining: 10.2s 285: learn: 0.4364875 test: 0.4459721 best: 0.4459721 (285) total: 13.6s remaining: 10.2s 286: learn: 0.4363706 test: 0.4458663 best: 0.4458663 (286) total: 13.6s remaining: 10.1s 287: learn: 0.4361663 test: 0.4456787 best: 0.4456787 (287) total: 13.7s remaining: 10.1s 288: learn: 0.4360476 test: 0.4456020 best: 0.4456020 (288) total: 13.7s remaining: 10s 289: learn: 0.4358927 test: 0.4454597 best: 0.4454597 (289) total: 13.8s remaining: 9.96s 290: learn: 0.4356991 test: 0.4452869 best: 0.4452869 (290) total: 13.8s remaining: 9.91s 291: learn: 0.4355959 test: 0.4451836 best: 0.4451836 (291) total: 13.8s remaining: 9.87s 292: learn: 0.4354750 test: 0.4450727 best: 0.4450727 (292) total: 13.9s remaining: 9.82s 293: learn: 0.4353136 test: 0.4448903 best: 0.4448903 (293) total: 13.9s remaining: 9.77s 294: learn: 0.4352138 test: 0.4448406 best: 0.4448406 (294) total: 14s remaining: 9.72s 295: learn: 0.4351022 test: 0.4447427 best: 0.4447427 (295) total: 14s remaining: 9.67s 296: learn: 0.4350145 test: 0.4446702 best: 0.4446702 (296) total: 14.1s remaining: 9.62s 297: learn: 0.4349156 test: 0.4445929 best: 0.4445929 (297) total: 14.1s remaining: 9.58s 298: learn: 0.4347906 test: 0.4444859 best: 0.4444859 (298) total: 14.2s remaining: 9.53s 299: learn: 0.4346867 test: 0.4443829 best: 0.4443829 (299) total: 14.2s remaining: 9.48s 300: learn: 0.4345830 test: 0.4442931 best: 0.4442931 (300) total: 14.3s remaining: 9.44s 301: learn: 0.4344131 test: 0.4441354 best: 0.4441354 (301) total: 14.3s remaining: 9.39s 302: learn: 0.4342994 test: 0.4440238 best: 0.4440238 (302) total: 14.4s remaining: 9.35s 303: learn: 0.4341884 test: 0.4439168 best: 0.4439168 (303) total: 14.4s remaining: 9.3s 304: learn: 0.4340765 test: 0.4438308 best: 0.4438308 (304) total: 14.5s remaining: 9.25s 305: learn: 0.4339334 test: 0.4437674 best: 0.4437674 (305) total: 14.5s remaining: 9.2s 306: learn: 0.4338677 test: 0.4437213 best: 0.4437213 (306) total: 14.6s remaining: 9.15s 307: learn: 0.4337504 test: 0.4436620 best: 0.4436620 (307) total: 14.6s remaining: 9.11s 308: learn: 0.4335633 test: 0.4434783 best: 0.4434783 (308) total: 14.7s remaining: 9.06s 309: learn: 0.4334111 test: 0.4433604 best: 0.4433604 (309) total: 14.7s remaining: 9.01s 310: learn: 0.4332822 test: 0.4432637 best: 0.4432637 (310) total: 14.8s remaining: 8.97s 311: learn: 0.4331597 test: 0.4431840 best: 0.4431840 (311) total: 14.8s remaining: 8.92s 312: learn: 0.4330745 test: 0.4431157 best: 0.4431157 (312) total: 14.8s remaining: 8.87s 313: learn: 0.4329319 test: 0.4429203 best: 0.4429203 (313) total: 14.9s remaining: 8.82s 314: learn: 0.4328564 test: 0.4428463 best: 0.4428463 (314) total: 14.9s remaining: 8.78s 315: learn: 0.4327510 test: 0.4427528 best: 0.4427528 (315) total: 15s remaining: 8.72s 316: learn: 0.4326295 test: 0.4426480 best: 0.4426480 (316) total: 15s remaining: 8.69s 317: learn: 0.4326020 test: 0.4426262 best: 0.4426262 (317) total: 15.1s remaining: 8.64s 318: learn: 0.4325372 test: 0.4425778 best: 0.4425778 (318) total: 15.1s remaining: 8.59s 319: learn: 0.4323308 test: 0.4423110 best: 0.4423110 (319) total: 15.2s remaining: 8.54s 320: learn: 0.4322403 test: 0.4422398 best: 0.4422398 (320) total: 15.2s remaining: 8.49s 321: learn: 0.4321148 test: 0.4421172 best: 0.4421172 (321) total: 15.3s remaining: 8.44s 322: learn: 0.4320090 test: 0.4420216 best: 0.4420216 (322) total: 15.3s remaining: 8.39s 323: learn: 0.4318640 test: 0.4419395 best: 0.4419395 (323) total: 15.4s remaining: 8.34s 324: learn: 0.4317530 test: 0.4418370 best: 0.4418370 (324) total: 15.4s remaining: 8.3s 325: learn: 0.4316968 test: 0.4417789 best: 0.4417789 (325) total: 15.5s remaining: 8.25s 326: learn: 0.4315916 test: 0.4416578 best: 0.4416578 (326) total: 15.5s remaining: 8.2s 327: learn: 0.4314776 test: 0.4415557 best: 0.4415557 (327) total: 15.6s remaining: 8.16s 328: learn: 0.4313874 test: 0.4414990 best: 0.4414990 (328) total: 15.6s remaining: 8.12s 329: learn: 0.4312892 test: 0.4414062 best: 0.4414062 (329) total: 15.7s remaining: 8.07s 330: learn: 0.4311925 test: 0.4413288 best: 0.4413288 (330) total: 15.7s remaining: 8.02s 331: learn: 0.4311837 test: 0.4413285 best: 0.4413285 (331) total: 15.8s remaining: 7.97s 332: learn: 0.4310340 test: 0.4412252 best: 0.4412252 (332) total: 15.8s remaining: 7.92s 333: learn: 0.4309355 test: 0.4411477 best: 0.4411477 (333) total: 15.8s remaining: 7.87s 334: learn: 0.4308907 test: 0.4411064 best: 0.4411064 (334) total: 15.9s remaining: 7.83s 335: learn: 0.4306343 test: 0.4408350 best: 0.4408350 (335) total: 15.9s remaining: 7.78s 336: learn: 0.4305427 test: 0.4407565 best: 0.4407565 (336) total: 16s remaining: 7.74s 337: learn: 0.4304704 test: 0.4406878 best: 0.4406878 (337) total: 16s remaining: 7.69s 338: learn: 0.4303999 test: 0.4406213 best: 0.4406213 (338) total: 16.1s remaining: 7.64s 339: learn: 0.4302102 test: 0.4404796 best: 0.4404796 (339) total: 16.2s remaining: 7.6s 340: learn: 0.4301482 test: 0.4404189 best: 0.4404189 (340) total: 16.2s remaining: 7.56s 341: learn: 0.4300981 test: 0.4403757 best: 0.4403757 (341) total: 16.3s remaining: 7.51s 342: learn: 0.4300229 test: 0.4402999 best: 0.4402999 (342) total: 16.3s remaining: 7.47s 343: learn: 0.4299275 test: 0.4401525 best: 0.4401525 (343) total: 16.4s remaining: 7.42s 344: learn: 0.4298384 test: 0.4400859 best: 0.4400859 (344) total: 16.4s remaining: 7.38s 345: learn: 0.4297558 test: 0.4400110 best: 0.4400110 (345) total: 16.5s remaining: 7.33s 346: learn: 0.4297038 test: 0.4399744 best: 0.4399744 (346) total: 16.5s remaining: 7.28s 347: learn: 0.4295715 test: 0.4398800 best: 0.4398800 (347) total: 16.6s remaining: 7.24s 348: learn: 0.4294607 test: 0.4397804 best: 0.4397804 (348) total: 16.6s remaining: 7.19s 349: learn: 0.4293617 test: 0.4396997 best: 0.4396997 (349) total: 16.7s remaining: 7.15s 350: learn: 0.4292612 test: 0.4396396 best: 0.4396396 (350) total: 16.7s remaining: 7.1s 351: learn: 0.4291111 test: 0.4394620 best: 0.4394620 (351) total: 16.8s remaining: 7.06s 352: learn: 0.4290041 test: 0.4393269 best: 0.4393269 (352) total: 16.8s remaining: 7.01s 353: learn: 0.4289557 test: 0.4392604 best: 0.4392604 (353) total: 16.9s remaining: 6.96s 354: learn: 0.4288005 test: 0.4391149 best: 0.4391149 (354) total: 16.9s remaining: 6.91s 355: learn: 0.4287887 test: 0.4391085 best: 0.4391085 (355) total: 17s remaining: 6.87s 356: learn: 0.4286851 test: 0.4390518 best: 0.4390518 (356) total: 17s remaining: 6.83s 357: learn: 0.4286214 test: 0.4390092 best: 0.4390092 (357) total: 17.1s remaining: 6.78s 358: learn: 0.4285669 test: 0.4389786 best: 0.4389786 (358) total: 17.1s remaining: 6.73s 359: learn: 0.4284770 test: 0.4388936 best: 0.4388936 (359) total: 17.2s remaining: 6.69s 360: learn: 0.4283413 test: 0.4387915 best: 0.4387915 (360) total: 17.2s remaining: 6.63s 361: learn: 0.4283153 test: 0.4387711 best: 0.4387711 (361) total: 17.3s remaining: 6.59s 362: learn: 0.4282283 test: 0.4386958 best: 0.4386958 (362) total: 17.3s remaining: 6.54s 363: learn: 0.4281709 test: 0.4386419 best: 0.4386419 (363) total: 17.4s remaining: 6.5s 364: learn: 0.4281076 test: 0.4385821 best: 0.4385821 (364) total: 17.4s remaining: 6.45s 365: learn: 0.4280667 test: 0.4385651 best: 0.4385651 (365) total: 17.5s remaining: 6.4s 366: learn: 0.4280148 test: 0.4385209 best: 0.4385209 (366) total: 17.5s remaining: 6.35s 367: learn: 0.4279597 test: 0.4384778 best: 0.4384778 (367) total: 17.6s remaining: 6.31s 368: learn: 0.4278602 test: 0.4384099 best: 0.4384099 (368) total: 17.6s remaining: 6.26s 369: learn: 0.4277658 test: 0.4383163 best: 0.4383163 (369) total: 17.7s remaining: 6.21s 370: learn: 0.4276500 test: 0.4382127 best: 0.4382127 (370) total: 17.7s remaining: 6.17s 371: learn: 0.4276085 test: 0.4381822 best: 0.4381822 (371) total: 17.8s remaining: 6.12s 372: learn: 0.4275305 test: 0.4380961 best: 0.4380961 (372) total: 17.8s remaining: 6.07s 373: learn: 0.4274756 test: 0.4380512 best: 0.4380512 (373) total: 17.9s remaining: 6.03s 374: learn: 0.4274248 test: 0.4380566 best: 0.4380512 (373) total: 17.9s remaining: 5.98s 375: learn: 0.4271770 test: 0.4377543 best: 0.4377543 (375) total: 18s remaining: 5.93s 376: learn: 0.4271142 test: 0.4377041 best: 0.4377041 (376) total: 18s remaining: 5.88s 377: learn: 0.4270129 test: 0.4376135 best: 0.4376135 (377) total: 18.1s remaining: 5.84s 378: learn: 0.4269593 test: 0.4375615 best: 0.4375615 (378) total: 18.1s remaining: 5.79s 379: learn: 0.4268146 test: 0.4374218 best: 0.4374218 (379) total: 18.2s remaining: 5.74s 380: learn: 0.4267552 test: 0.4373736 best: 0.4373736 (380) total: 18.2s remaining: 5.69s 381: learn: 0.4266866 test: 0.4373205 best: 0.4373205 (381) total: 18.3s remaining: 5.64s 382: learn: 0.4266538 test: 0.4373118 best: 0.4373118 (382) total: 18.3s remaining: 5.6s 383: learn: 0.4266295 test: 0.4373061 best: 0.4373061 (383) total: 18.4s remaining: 5.55s 384: learn: 0.4266244 test: 0.4373046 best: 0.4373046 (384) total: 18.4s remaining: 5.5s 385: learn: 0.4265694 test: 0.4372574 best: 0.4372574 (385) total: 18.5s remaining: 5.45s 386: learn: 0.4264620 test: 0.4371683 best: 0.4371683 (386) total: 18.5s remaining: 5.41s 387: learn: 0.4264282 test: 0.4371260 best: 0.4371260 (387) total: 18.6s remaining: 5.36s 388: learn: 0.4263377 test: 0.4370520 best: 0.4370520 (388) total: 18.6s remaining: 5.31s 389: learn: 0.4262780 test: 0.4369976 best: 0.4369976 (389) total: 18.7s remaining: 5.27s 390: learn: 0.4262485 test: 0.4369788 best: 0.4369788 (390) total: 18.7s remaining: 5.22s 391: learn: 0.4262236 test: 0.4369427 best: 0.4369427 (391) total: 18.8s remaining: 5.18s 392: learn: 0.4261341 test: 0.4368640 best: 0.4368640 (392) total: 18.8s remaining: 5.13s 393: learn: 0.4260969 test: 0.4368470 best: 0.4368470 (393) total: 18.9s remaining: 5.08s 394: learn: 0.4260287 test: 0.4367825 best: 0.4367825 (394) total: 18.9s remaining: 5.03s 395: learn: 0.4259667 test: 0.4367309 best: 0.4367309 (395) total: 19s remaining: 4.99s 396: learn: 0.4258789 test: 0.4366559 best: 0.4366559 (396) total: 19s remaining: 4.94s 397: learn: 0.4258361 test: 0.4366344 best: 0.4366344 (397) total: 19.1s remaining: 4.89s 398: learn: 0.4257911 test: 0.4366189 best: 0.4366189 (398) total: 19.1s remaining: 4.84s 399: learn: 0.4257207 test: 0.4365615 best: 0.4365615 (399) total: 19.2s remaining: 4.8s 400: learn: 0.4256288 test: 0.4364719 best: 0.4364719 (400) total: 19.3s remaining: 4.77s 401: learn: 0.4255602 test: 0.4364121 best: 0.4364121 (401) total: 19.4s remaining: 4.73s 402: learn: 0.4254993 test: 0.4363528 best: 0.4363528 (402) total: 19.5s remaining: 4.68s 403: learn: 0.4254449 test: 0.4363159 best: 0.4363159 (403) total: 19.5s remaining: 4.64s 404: learn: 0.4253764 test: 0.4362447 best: 0.4362447 (404) total: 19.6s remaining: 4.59s 405: learn: 0.4253370 test: 0.4362051 best: 0.4362051 (405) total: 19.6s remaining: 4.54s 406: learn: 0.4251827 test: 0.4360056 best: 0.4360056 (406) total: 19.7s remaining: 4.5s 407: learn: 0.4250506 test: 0.4358937 best: 0.4358937 (407) total: 19.7s remaining: 4.45s 408: learn: 0.4249812 test: 0.4358354 best: 0.4358354 (408) total: 19.8s remaining: 4.4s 409: learn: 0.4249387 test: 0.4358240 best: 0.4358240 (409) total: 19.8s remaining: 4.35s 410: learn: 0.4248777 test: 0.4357740 best: 0.4357740 (410) total: 19.9s remaining: 4.31s 411: learn: 0.4247858 test: 0.4357085 best: 0.4357085 (411) total: 19.9s remaining: 4.26s 412: learn: 0.4246297 test: 0.4355292 best: 0.4355292 (412) total: 20s remaining: 4.21s 413: learn: 0.4245766 test: 0.4354761 best: 0.4354761 (413) total: 20s remaining: 4.16s 414: learn: 0.4244549 test: 0.4353654 best: 0.4353654 (414) total: 20.1s remaining: 4.11s 415: learn: 0.4243952 test: 0.4353016 best: 0.4353016 (415) total: 20.1s remaining: 4.06s 416: learn: 0.4243385 test: 0.4352468 best: 0.4352468 (416) total: 20.2s remaining: 4.02s 417: learn: 0.4242260 test: 0.4351986 best: 0.4351986 (417) total: 20.2s remaining: 3.97s 418: learn: 0.4241945 test: 0.4351914 best: 0.4351914 (418) total: 20.3s remaining: 3.92s 419: learn: 0.4240487 test: 0.4349868 best: 0.4349868 (419) total: 20.3s remaining: 3.87s 420: learn: 0.4240129 test: 0.4349619 best: 0.4349619 (420) total: 20.4s remaining: 3.82s 421: learn: 0.4239751 test: 0.4349339 best: 0.4349339 (421) total: 20.4s remaining: 3.77s 422: learn: 0.4239212 test: 0.4348942 best: 0.4348942 (422) total: 20.5s remaining: 3.73s 423: learn: 0.4238560 test: 0.4348313 best: 0.4348313 (423) total: 20.5s remaining: 3.68s 424: learn: 0.4237571 test: 0.4347562 best: 0.4347562 (424) total: 20.6s remaining: 3.63s 425: learn: 0.4237188 test: 0.4347424 best: 0.4347424 (425) total: 20.6s remaining: 3.58s 426: learn: 0.4237027 test: 0.4347286 best: 0.4347286 (426) total: 20.7s remaining: 3.54s 427: learn: 0.4236185 test: 0.4346642 best: 0.4346642 (427) total: 20.7s remaining: 3.49s 428: learn: 0.4235129 test: 0.4345112 best: 0.4345112 (428) total: 20.8s remaining: 3.44s 429: learn: 0.4234877 test: 0.4344971 best: 0.4344971 (429) total: 20.9s remaining: 3.39s 430: learn: 0.4233045 test: 0.4342975 best: 0.4342975 (430) total: 20.9s remaining: 3.35s 431: learn: 0.4232406 test: 0.4342549 best: 0.4342549 (431) total: 21s remaining: 3.3s 432: learn: 0.4231662 test: 0.4342344 best: 0.4342344 (432) total: 21s remaining: 3.25s 433: learn: 0.4231129 test: 0.4341819 best: 0.4341819 (433) total: 21.1s remaining: 3.2s 434: learn: 0.4229376 test: 0.4339890 best: 0.4339890 (434) total: 21.1s remaining: 3.15s 435: learn: 0.4228980 test: 0.4339514 best: 0.4339514 (435) total: 21.2s remaining: 3.1s 436: learn: 0.4228761 test: 0.4339483 best: 0.4339483 (436) total: 21.2s remaining: 3.06s 437: learn: 0.4228066 test: 0.4338868 best: 0.4338868 (437) total: 21.3s remaining: 3.01s 438: learn: 0.4227697 test: 0.4338617 best: 0.4338617 (438) total: 21.3s remaining: 2.96s 439: learn: 0.4227237 test: 0.4338207 best: 0.4338207 (439) total: 21.4s remaining: 2.91s 440: learn: 0.4226753 test: 0.4337796 best: 0.4337796 (440) total: 21.4s remaining: 2.86s 441: learn: 0.4226418 test: 0.4337447 best: 0.4337447 (441) total: 21.4s remaining: 2.81s 442: learn: 0.4226014 test: 0.4337127 best: 0.4337127 (442) total: 21.5s remaining: 2.77s 443: learn: 0.4225610 test: 0.4336836 best: 0.4336836 (443) total: 21.6s remaining: 2.72s 444: learn: 0.4225266 test: 0.4336812 best: 0.4336812 (444) total: 21.6s remaining: 2.67s 445: learn: 0.4224778 test: 0.4336616 best: 0.4336616 (445) total: 21.7s remaining: 2.62s 446: learn: 0.4223814 test: 0.4335871 best: 0.4335871 (446) total: 21.7s remaining: 2.57s 447: learn: 0.4223329 test: 0.4335444 best: 0.4335444 (447) total: 21.8s remaining: 2.52s 448: learn: 0.4221930 test: 0.4333840 best: 0.4333840 (448) total: 21.8s remaining: 2.48s 449: learn: 0.4221264 test: 0.4333461 best: 0.4333461 (449) total: 21.9s remaining: 2.43s 450: learn: 0.4220846 test: 0.4333124 best: 0.4333124 (450) total: 21.9s remaining: 2.38s 451: learn: 0.4220045 test: 0.4332430 best: 0.4332430 (451) total: 22s remaining: 2.33s 452: learn: 0.4219910 test: 0.4332278 best: 0.4332278 (452) total: 22s remaining: 2.28s 453: learn: 0.4219491 test: 0.4331911 best: 0.4331911 (453) total: 22.1s remaining: 2.23s 454: learn: 0.4219061 test: 0.4331464 best: 0.4331464 (454) total: 22.1s remaining: 2.18s 455: learn: 0.4218714 test: 0.4331248 best: 0.4331248 (455) total: 22.1s remaining: 2.13s 456: learn: 0.4218241 test: 0.4330825 best: 0.4330825 (456) total: 22.2s remaining: 2.09s 457: learn: 0.4217751 test: 0.4330586 best: 0.4330586 (457) total: 22.2s remaining: 2.04s 458: learn: 0.4217588 test: 0.4330566 best: 0.4330566 (458) total: 22.3s remaining: 1.99s 459: learn: 0.4217239 test: 0.4330211 best: 0.4330211 (459) total: 22.3s remaining: 1.94s 460: learn: 0.4216494 test: 0.4329567 best: 0.4329567 (460) total: 22.4s remaining: 1.89s 461: learn: 0.4216039 test: 0.4329427 best: 0.4329427 (461) total: 22.4s remaining: 1.84s 462: learn: 0.4215936 test: 0.4329420 best: 0.4329420 (462) total: 22.5s remaining: 1.79s 463: learn: 0.4215640 test: 0.4329204 best: 0.4329204 (463) total: 22.5s remaining: 1.75s 464: learn: 0.4215594 test: 0.4329200 best: 0.4329200 (464) total: 22.6s remaining: 1.7s 465: learn: 0.4214863 test: 0.4328660 best: 0.4328660 (465) total: 22.6s remaining: 1.65s 466: learn: 0.4214776 test: 0.4328646 best: 0.4328646 (466) total: 22.6s remaining: 1.6s 467: learn: 0.4214203 test: 0.4328310 best: 0.4328310 (467) total: 22.7s remaining: 1.55s 468: learn: 0.4213719 test: 0.4327781 best: 0.4327781 (468) total: 22.7s remaining: 1.5s 469: learn: 0.4213063 test: 0.4327331 best: 0.4327331 (469) total: 22.8s remaining: 1.45s 470: learn: 0.4212495 test: 0.4326934 best: 0.4326934 (470) total: 22.8s remaining: 1.41s 471: learn: 0.4211294 test: 0.4325477 best: 0.4325477 (471) total: 22.9s remaining: 1.36s 472: learn: 0.4210951 test: 0.4325336 best: 0.4325336 (472) total: 22.9s remaining: 1.31s 473: learn: 0.4210598 test: 0.4325226 best: 0.4325226 (473) total: 23s remaining: 1.26s 474: learn: 0.4210131 test: 0.4324850 best: 0.4324850 (474) total: 23.1s remaining: 1.21s 475: learn: 0.4209150 test: 0.4324132 best: 0.4324132 (475) total: 23.1s remaining: 1.16s 476: learn: 0.4208813 test: 0.4323910 best: 0.4323910 (476) total: 23.1s remaining: 1.12s 477: learn: 0.4208335 test: 0.4323517 best: 0.4323517 (477) total: 23.2s remaining: 1.07s 478: learn: 0.4208163 test: 0.4323326 best: 0.4323326 (478) total: 23.2s remaining: 1.02s 479: learn: 0.4207856 test: 0.4323040 best: 0.4323040 (479) total: 23.3s remaining: 970ms 480: learn: 0.4207364 test: 0.4322616 best: 0.4322616 (480) total: 23.3s remaining: 922ms 481: learn: 0.4207155 test: 0.4322548 best: 0.4322548 (481) total: 23.4s remaining: 873ms 482: learn: 0.4206854 test: 0.4322343 best: 0.4322343 (482) total: 23.4s remaining: 825ms 483: learn: 0.4205860 test: 0.4321787 best: 0.4321787 (483) total: 23.5s remaining: 776ms 484: learn: 0.4205749 test: 0.4321640 best: 0.4321640 (484) total: 23.5s remaining: 728ms 485: learn: 0.4204953 test: 0.4321266 best: 0.4321266 (485) total: 23.6s remaining: 679ms 486: learn: 0.4204489 test: 0.4321200 best: 0.4321200 (486) total: 23.6s remaining: 630ms 487: learn: 0.4203259 test: 0.4320235 best: 0.4320235 (487) total: 23.7s remaining: 582ms 488: learn: 0.4202835 test: 0.4319987 best: 0.4319987 (488) total: 23.7s remaining: 533ms 489: learn: 0.4202155 test: 0.4319502 best: 0.4319502 (489) total: 23.8s remaining: 485ms 490: learn: 0.4201905 test: 0.4319495 best: 0.4319495 (490) total: 23.8s remaining: 436ms 491: learn: 0.4201679 test: 0.4319356 best: 0.4319356 (491) total: 23.9s remaining: 388ms 492: learn: 0.4200855 test: 0.4318786 best: 0.4318786 (492) total: 23.9s remaining: 340ms 493: learn: 0.4200631 test: 0.4318610 best: 0.4318610 (493) total: 24s remaining: 291ms 494: learn: 0.4199766 test: 0.4318177 best: 0.4318177 (494) total: 24s remaining: 243ms 495: learn: 0.4199320 test: 0.4317893 best: 0.4317893 (495) total: 24.1s remaining: 194ms 496: learn: 0.4198990 test: 0.4317652 best: 0.4317652 (496) total: 24.1s remaining: 146ms 497: learn: 0.4198233 test: 0.4317554 best: 0.4317554 (497) total: 24.2s remaining: 97.1ms 498: learn: 0.4197713 test: 0.4317171 best: 0.4317171 (498) total: 24.2s remaining: 48.6ms 499: learn: 0.4197437 test: 0.4316996 best: 0.4316996 (499) total: 24.3s remaining: 0us bestTest = 0.4316996074 bestIteration = 499 [CV] learning_rate=0.03, l2_leaf_reg=1, iterations=500, depth=4, total= 25.3s [CV] learning_rate=0.03, l2_leaf_reg=1, iterations=500, depth=4 ...... 0: learn: 4.3418831 test: 4.3431489 best: 4.3431489 (0) total: 50.6ms remaining: 25.3s 1: learn: 4.2139003 test: 4.2152681 best: 4.2152681 (1) total: 98.4ms remaining: 24.5s 2: learn: 4.0901173 test: 4.0916028 best: 4.0916028 (2) total: 143ms remaining: 23.6s 3: learn: 3.9699796 test: 3.9715643 best: 3.9715643 (3) total: 185ms remaining: 23s 4: learn: 3.8535773 test: 3.8552089 best: 3.8552089 (4) total: 229ms remaining: 22.7s 5: learn: 3.7406987 test: 3.7424211 best: 3.7424211 (5) total: 281ms remaining: 23.2s 6: learn: 3.6314056 test: 3.6332348 best: 3.6332348 (6) total: 319ms remaining: 22.5s 7: learn: 3.5251227 test: 3.5270577 best: 3.5270577 (7) total: 358ms remaining: 22s 8: learn: 3.4223450 test: 3.4243370 best: 3.4243370 (8) total: 403ms remaining: 22s 9: learn: 3.3228327 test: 3.3249322 best: 3.3249322 (9) total: 450ms remaining: 22.1s 10: learn: 3.2263195 test: 3.2284582 best: 3.2284582 (10) total: 503ms remaining: 22.4s 11: learn: 3.1327263 test: 3.1349582 best: 3.1349582 (11) total: 550ms remaining: 22.4s 12: learn: 3.0420976 test: 3.0444129 best: 3.0444129 (12) total: 604ms remaining: 22.6s 13: learn: 2.9541555 test: 2.9565099 best: 2.9565099 (13) total: 649ms remaining: 22.5s 14: learn: 2.8687367 test: 2.8711673 best: 2.8711673 (14) total: 695ms remaining: 22.5s 15: learn: 2.7863480 test: 2.7888415 best: 2.7888415 (15) total: 742ms remaining: 22.5s 16: learn: 2.7065060 test: 2.7090795 best: 2.7090795 (16) total: 783ms remaining: 22.3s 17: learn: 2.6287153 test: 2.6313415 best: 2.6313415 (17) total: 825ms remaining: 22.1s 18: learn: 2.5536561 test: 2.5562510 best: 2.5562510 (18) total: 867ms remaining: 22s 19: learn: 2.4807975 test: 2.4834397 best: 2.4834397 (19) total: 912ms remaining: 21.9s 20: learn: 2.4102231 test: 2.4127722 best: 2.4127722 (20) total: 965ms remaining: 22s 21: learn: 2.3421444 test: 2.3447509 best: 2.3447509 (21) total: 1.01s remaining: 22s 22: learn: 2.2761500 test: 2.2787648 best: 2.2787648 (22) total: 1.05s remaining: 21.8s 23: learn: 2.2119467 test: 2.2145877 best: 2.2145877 (23) total: 1.09s remaining: 21.7s 24: learn: 2.1497339 test: 2.1523556 best: 2.1523556 (24) total: 1.13s remaining: 21.5s 25: learn: 2.0897643 test: 2.0924116 best: 2.0924116 (25) total: 1.18s remaining: 21.4s 26: learn: 2.0313819 test: 2.0340626 best: 2.0340626 (26) total: 1.22s remaining: 21.4s 27: learn: 1.9750422 test: 1.9778000 best: 1.9778000 (27) total: 1.26s remaining: 21.3s 28: learn: 1.9208466 test: 1.9236699 best: 1.9236699 (28) total: 1.3s remaining: 21.2s 29: learn: 1.8681352 test: 1.8710427 best: 1.8710427 (29) total: 1.34s remaining: 21s 30: learn: 1.8169902 test: 1.8199076 best: 1.8199076 (30) total: 1.39s remaining: 21s 31: learn: 1.7676279 test: 1.7706241 best: 1.7706241 (31) total: 1.43s remaining: 20.9s 32: learn: 1.7199331 test: 1.7229755 best: 1.7229755 (32) total: 1.47s remaining: 20.8s 33: learn: 1.6737760 test: 1.6768326 best: 1.6768326 (33) total: 1.51s remaining: 20.7s 34: learn: 1.6290134 test: 1.6320335 best: 1.6320335 (34) total: 1.55s remaining: 20.6s 35: learn: 1.5856252 test: 1.5886813 best: 1.5886813 (35) total: 1.59s remaining: 20.5s 36: learn: 1.5437888 test: 1.5468511 best: 1.5468511 (36) total: 1.63s remaining: 20.4s 37: learn: 1.5033088 test: 1.5063702 best: 1.5063702 (37) total: 1.67s remaining: 20.3s 38: learn: 1.4645031 test: 1.4675245 best: 1.4675245 (38) total: 1.73s remaining: 20.4s 39: learn: 1.4266183 test: 1.4295861 best: 1.4295861 (39) total: 1.78s remaining: 20.4s 40: learn: 1.3900293 test: 1.3930300 best: 1.3930300 (40) total: 1.83s remaining: 20.5s 41: learn: 1.3549038 test: 1.3578608 best: 1.3578608 (41) total: 1.89s remaining: 20.6s 42: learn: 1.3207173 test: 1.3236688 best: 1.3236688 (42) total: 1.94s remaining: 20.6s 43: learn: 1.2877133 test: 1.2906676 best: 1.2906676 (43) total: 1.99s remaining: 20.6s 44: learn: 1.2560062 test: 1.2589681 best: 1.2589681 (44) total: 2.04s remaining: 20.6s 45: learn: 1.2253744 test: 1.2283307 best: 1.2283307 (45) total: 2.08s remaining: 20.5s 46: learn: 1.1958812 test: 1.1988434 best: 1.1988434 (46) total: 2.13s remaining: 20.5s 47: learn: 1.1674926 test: 1.1704495 best: 1.1704495 (47) total: 2.17s remaining: 20.4s 48: learn: 1.1396509 test: 1.1426044 best: 1.1426044 (48) total: 2.22s remaining: 20.4s 49: learn: 1.1132209 test: 1.1161854 best: 1.1161854 (49) total: 2.26s remaining: 20.4s 50: learn: 1.0876700 test: 1.0906001 best: 1.0906001 (50) total: 2.31s remaining: 20.3s 51: learn: 1.0631259 test: 1.0660422 best: 1.0660422 (51) total: 2.35s remaining: 20.3s 52: learn: 1.0392236 test: 1.0420840 best: 1.0420840 (52) total: 2.4s remaining: 20.2s 53: learn: 1.0165427 test: 1.0194117 best: 1.0194117 (53) total: 2.45s remaining: 20.2s 54: learn: 0.9946321 test: 0.9975019 best: 0.9975019 (54) total: 2.49s remaining: 20.1s 55: learn: 0.9732800 test: 0.9761525 best: 0.9761525 (55) total: 2.52s remaining: 20s 56: learn: 0.9523861 test: 0.9552244 best: 0.9552244 (56) total: 2.56s remaining: 19.9s 57: learn: 0.9326830 test: 0.9355847 best: 0.9355847 (57) total: 2.6s remaining: 19.8s 58: learn: 0.9137275 test: 0.9165787 best: 0.9165787 (58) total: 2.64s remaining: 19.7s 59: learn: 0.8954434 test: 0.8982666 best: 0.8982666 (59) total: 2.68s remaining: 19.6s 60: learn: 0.8780800 test: 0.8809257 best: 0.8809257 (60) total: 2.72s remaining: 19.6s 61: learn: 0.8614385 test: 0.8642683 best: 0.8642683 (61) total: 2.77s remaining: 19.6s 62: learn: 0.8451823 test: 0.8480242 best: 0.8480242 (62) total: 2.82s remaining: 19.5s 63: learn: 0.8294887 test: 0.8323365 best: 0.8323365 (63) total: 2.86s remaining: 19.5s 64: learn: 0.8145366 test: 0.8173908 best: 0.8173908 (64) total: 2.9s remaining: 19.4s 65: learn: 0.7999605 test: 0.8027874 best: 0.8027874 (65) total: 2.96s remaining: 19.5s 66: learn: 0.7863092 test: 0.7890969 best: 0.7890969 (66) total: 3.02s remaining: 19.5s 67: learn: 0.7730291 test: 0.7757935 best: 0.7757935 (67) total: 3.06s remaining: 19.4s 68: learn: 0.7606358 test: 0.7634127 best: 0.7634127 (68) total: 3.1s remaining: 19.4s 69: learn: 0.7486094 test: 0.7513805 best: 0.7513805 (69) total: 3.14s remaining: 19.3s 70: learn: 0.7369427 test: 0.7396973 best: 0.7396973 (70) total: 3.19s remaining: 19.3s 71: learn: 0.7257307 test: 0.7284595 best: 0.7284595 (71) total: 3.23s remaining: 19.2s 72: learn: 0.7149655 test: 0.7176682 best: 0.7176682 (72) total: 3.28s remaining: 19.2s 73: learn: 0.7048874 test: 0.7075723 best: 0.7075723 (73) total: 3.33s remaining: 19.1s 74: learn: 0.6951390 test: 0.6977772 best: 0.6977772 (74) total: 3.36s remaining: 19.1s 75: learn: 0.6859186 test: 0.6885043 best: 0.6885043 (75) total: 3.41s remaining: 19s 76: learn: 0.6771062 test: 0.6796713 best: 0.6796713 (76) total: 3.45s remaining: 19s 77: learn: 0.6686837 test: 0.6712398 best: 0.6712398 (77) total: 3.49s remaining: 18.9s 78: learn: 0.6604892 test: 0.6629983 best: 0.6629983 (78) total: 3.53s remaining: 18.8s 79: learn: 0.6524914 test: 0.6550066 best: 0.6550066 (79) total: 3.56s remaining: 18.7s 80: learn: 0.6451786 test: 0.6476864 best: 0.6476864 (80) total: 3.6s remaining: 18.6s 81: learn: 0.6378844 test: 0.6403822 best: 0.6403822 (81) total: 3.65s remaining: 18.6s 82: learn: 0.6311789 test: 0.6336595 best: 0.6336595 (82) total: 3.69s remaining: 18.6s 83: learn: 0.6245569 test: 0.6269956 best: 0.6269956 (83) total: 3.74s remaining: 18.5s 84: learn: 0.6181184 test: 0.6205271 best: 0.6205271 (84) total: 3.78s remaining: 18.4s 85: learn: 0.6120310 test: 0.6143875 best: 0.6143875 (85) total: 3.81s remaining: 18.4s 86: learn: 0.6059798 test: 0.6083119 best: 0.6083119 (86) total: 3.86s remaining: 18.3s 87: learn: 0.6005457 test: 0.6028540 best: 0.6028540 (87) total: 3.91s remaining: 18.3s 88: learn: 0.5953784 test: 0.5976478 best: 0.5976478 (88) total: 3.97s remaining: 18.3s 89: learn: 0.5902914 test: 0.5925351 best: 0.5925351 (89) total: 4.01s remaining: 18.3s 90: learn: 0.5857743 test: 0.5879469 best: 0.5879469 (90) total: 4.06s remaining: 18.2s 91: learn: 0.5811999 test: 0.5833023 best: 0.5833023 (91) total: 4.11s remaining: 18.2s 92: learn: 0.5769178 test: 0.5789956 best: 0.5789956 (92) total: 4.16s remaining: 18.2s 93: learn: 0.5718256 test: 0.5738792 best: 0.5738792 (93) total: 4.21s remaining: 18.2s 94: learn: 0.5669136 test: 0.5688485 best: 0.5688485 (94) total: 4.25s remaining: 18.1s 95: learn: 0.5622654 test: 0.5640531 best: 0.5640531 (95) total: 4.28s remaining: 18s 96: learn: 0.5579595 test: 0.5596181 best: 0.5596181 (96) total: 4.32s remaining: 17.9s 97: learn: 0.5539795 test: 0.5555238 best: 0.5555238 (97) total: 4.35s remaining: 17.8s 98: learn: 0.5499644 test: 0.5514142 best: 0.5514142 (98) total: 4.39s remaining: 17.8s 99: learn: 0.5460687 test: 0.5474745 best: 0.5474745 (99) total: 4.41s remaining: 17.7s 100: learn: 0.5424128 test: 0.5437426 best: 0.5437426 (100) total: 4.45s remaining: 17.6s 101: learn: 0.5388541 test: 0.5400703 best: 0.5400703 (101) total: 4.48s remaining: 17.5s 102: learn: 0.5355298 test: 0.5366526 best: 0.5366526 (102) total: 4.51s remaining: 17.4s 103: learn: 0.5323953 test: 0.5334373 best: 0.5334373 (103) total: 4.55s remaining: 17.3s 104: learn: 0.5293704 test: 0.5304298 best: 0.5304298 (104) total: 4.59s remaining: 17.3s 105: learn: 0.5264704 test: 0.5274747 best: 0.5274747 (105) total: 4.62s remaining: 17.2s 106: learn: 0.5238048 test: 0.5247803 best: 0.5247803 (106) total: 4.66s remaining: 17.1s 107: learn: 0.5212433 test: 0.5221147 best: 0.5221147 (107) total: 4.7s remaining: 17s 108: learn: 0.5187687 test: 0.5196127 best: 0.5196127 (108) total: 4.73s remaining: 17s 109: learn: 0.5164485 test: 0.5172521 best: 0.5172521 (109) total: 4.78s remaining: 16.9s 110: learn: 0.5141255 test: 0.5148813 best: 0.5148813 (110) total: 4.81s remaining: 16.9s 111: learn: 0.5119687 test: 0.5127090 best: 0.5127090 (111) total: 4.85s remaining: 16.8s 112: learn: 0.5099971 test: 0.5106555 best: 0.5106555 (112) total: 4.89s remaining: 16.7s 113: learn: 0.5080263 test: 0.5085957 best: 0.5085957 (113) total: 4.93s remaining: 16.7s 114: learn: 0.5061958 test: 0.5066667 best: 0.5066667 (114) total: 4.97s remaining: 16.7s 115: learn: 0.5044319 test: 0.5048131 best: 0.5048131 (115) total: 5.01s remaining: 16.6s 116: learn: 0.5026726 test: 0.5030381 best: 0.5030381 (116) total: 5.05s remaining: 16.5s 117: learn: 0.5010435 test: 0.5013913 best: 0.5013913 (117) total: 5.1s remaining: 16.5s 118: learn: 0.4993543 test: 0.4997116 best: 0.4997116 (118) total: 5.14s remaining: 16.4s 119: learn: 0.4978753 test: 0.4982151 best: 0.4982151 (119) total: 5.18s remaining: 16.4s 120: learn: 0.4963822 test: 0.4966383 best: 0.4966383 (120) total: 5.22s remaining: 16.4s 121: learn: 0.4950958 test: 0.4953110 best: 0.4953110 (121) total: 5.27s remaining: 16.3s 122: learn: 0.4937864 test: 0.4939552 best: 0.4939552 (122) total: 5.3s remaining: 16.2s 123: learn: 0.4924153 test: 0.4925088 best: 0.4925088 (123) total: 5.33s remaining: 16.2s 124: learn: 0.4911791 test: 0.4912643 best: 0.4912643 (124) total: 5.37s remaining: 16.1s 125: learn: 0.4900791 test: 0.4901214 best: 0.4901214 (125) total: 5.41s remaining: 16.1s 126: learn: 0.4889405 test: 0.4889601 best: 0.4889601 (126) total: 5.45s remaining: 16s 127: learn: 0.4878195 test: 0.4878478 best: 0.4878478 (127) total: 5.49s remaining: 16s 128: learn: 0.4868209 test: 0.4868193 best: 0.4868193 (128) total: 5.53s remaining: 15.9s 129: learn: 0.4858855 test: 0.4858700 best: 0.4858700 (129) total: 5.57s remaining: 15.8s 130: learn: 0.4850050 test: 0.4849334 best: 0.4849334 (130) total: 5.6s remaining: 15.8s 131: learn: 0.4841070 test: 0.4839805 best: 0.4839805 (131) total: 5.65s remaining: 15.7s 132: learn: 0.4833182 test: 0.4831808 best: 0.4831808 (132) total: 5.68s remaining: 15.7s 133: learn: 0.4824225 test: 0.4822198 best: 0.4822198 (133) total: 5.73s remaining: 15.6s 134: learn: 0.4816296 test: 0.4814069 best: 0.4814069 (134) total: 5.77s remaining: 15.6s 135: learn: 0.4809452 test: 0.4807039 best: 0.4807039 (135) total: 5.8s remaining: 15.5s 136: learn: 0.4801771 test: 0.4799020 best: 0.4799020 (136) total: 5.84s remaining: 15.5s 137: learn: 0.4795063 test: 0.4792212 best: 0.4792212 (137) total: 5.89s remaining: 15.4s 138: learn: 0.4788788 test: 0.4785554 best: 0.4785554 (138) total: 5.93s remaining: 15.4s 139: learn: 0.4781920 test: 0.4778567 best: 0.4778567 (139) total: 5.96s remaining: 15.3s 140: learn: 0.4776123 test: 0.4772451 best: 0.4772451 (140) total: 6.01s remaining: 15.3s 141: learn: 0.4768963 test: 0.4765002 best: 0.4765002 (141) total: 6.06s remaining: 15.3s 142: learn: 0.4763171 test: 0.4759246 best: 0.4759246 (142) total: 6.11s remaining: 15.3s 143: learn: 0.4757203 test: 0.4752884 best: 0.4752884 (143) total: 6.17s remaining: 15.2s 144: learn: 0.4751566 test: 0.4747295 best: 0.4747295 (144) total: 6.21s remaining: 15.2s 145: learn: 0.4746127 test: 0.4742140 best: 0.4742140 (145) total: 6.26s remaining: 15.2s 146: learn: 0.4741293 test: 0.4737279 best: 0.4737279 (146) total: 6.3s remaining: 15.1s 147: learn: 0.4736337 test: 0.4732268 best: 0.4732268 (147) total: 6.34s remaining: 15.1s 148: learn: 0.4732215 test: 0.4728146 best: 0.4728146 (148) total: 6.39s remaining: 15.1s 149: learn: 0.4727915 test: 0.4723753 best: 0.4723753 (149) total: 6.44s remaining: 15s 150: learn: 0.4723544 test: 0.4719210 best: 0.4719210 (150) total: 6.49s remaining: 15s 151: learn: 0.4718932 test: 0.4714334 best: 0.4714334 (151) total: 6.53s remaining: 14.9s 152: learn: 0.4715253 test: 0.4710511 best: 0.4710511 (152) total: 6.57s remaining: 14.9s 153: learn: 0.4709778 test: 0.4705347 best: 0.4705347 (153) total: 6.61s remaining: 14.8s 154: learn: 0.4705950 test: 0.4701853 best: 0.4701853 (154) total: 6.64s remaining: 14.8s 155: learn: 0.4702134 test: 0.4697708 best: 0.4697708 (155) total: 6.67s remaining: 14.7s 156: learn: 0.4697802 test: 0.4693213 best: 0.4693213 (156) total: 6.72s remaining: 14.7s 157: learn: 0.4694932 test: 0.4690117 best: 0.4690117 (157) total: 6.76s remaining: 14.6s 158: learn: 0.4692120 test: 0.4687300 best: 0.4687300 (158) total: 6.81s remaining: 14.6s 159: learn: 0.4688872 test: 0.4684504 best: 0.4684504 (159) total: 6.85s remaining: 14.6s 160: learn: 0.4684964 test: 0.4680372 best: 0.4680372 (160) total: 6.9s remaining: 14.5s 161: learn: 0.4681532 test: 0.4676940 best: 0.4676940 (161) total: 6.95s remaining: 14.5s 162: learn: 0.4678433 test: 0.4673808 best: 0.4673808 (162) total: 7s remaining: 14.5s 163: learn: 0.4675336 test: 0.4670378 best: 0.4670378 (163) total: 7.05s remaining: 14.5s 164: learn: 0.4671651 test: 0.4666777 best: 0.4666777 (164) total: 7.11s remaining: 14.4s 165: learn: 0.4668601 test: 0.4663634 best: 0.4663634 (165) total: 7.15s remaining: 14.4s 166: learn: 0.4664808 test: 0.4659776 best: 0.4659776 (166) total: 7.2s remaining: 14.4s 167: learn: 0.4662041 test: 0.4656785 best: 0.4656785 (167) total: 7.24s remaining: 14.3s 168: learn: 0.4658848 test: 0.4653831 best: 0.4653831 (168) total: 7.29s remaining: 14.3s 169: learn: 0.4656056 test: 0.4650927 best: 0.4650927 (169) total: 7.34s remaining: 14.2s 170: learn: 0.4652743 test: 0.4647720 best: 0.4647720 (170) total: 7.38s remaining: 14.2s 171: learn: 0.4650489 test: 0.4645207 best: 0.4645207 (171) total: 7.42s remaining: 14.2s 172: learn: 0.4648225 test: 0.4642818 best: 0.4642818 (172) total: 7.47s remaining: 14.1s 173: learn: 0.4645033 test: 0.4639987 best: 0.4639987 (173) total: 7.52s remaining: 14.1s 174: learn: 0.4642636 test: 0.4637387 best: 0.4637387 (174) total: 7.57s remaining: 14.1s 175: learn: 0.4640134 test: 0.4635262 best: 0.4635262 (175) total: 7.61s remaining: 14s 176: learn: 0.4637782 test: 0.4632936 best: 0.4632936 (176) total: 7.66s remaining: 14s 177: learn: 0.4633923 test: 0.4628444 best: 0.4628444 (177) total: 7.7s remaining: 13.9s 178: learn: 0.4631591 test: 0.4625938 best: 0.4625938 (178) total: 7.75s remaining: 13.9s 179: learn: 0.4629953 test: 0.4624361 best: 0.4624361 (179) total: 7.79s remaining: 13.8s 180: learn: 0.4627828 test: 0.4622359 best: 0.4622359 (180) total: 7.83s remaining: 13.8s 181: learn: 0.4625446 test: 0.4620144 best: 0.4620144 (181) total: 7.87s remaining: 13.8s 182: learn: 0.4623298 test: 0.4618199 best: 0.4618199 (182) total: 7.92s remaining: 13.7s 183: learn: 0.4620930 test: 0.4615726 best: 0.4615726 (183) total: 7.97s remaining: 13.7s 184: learn: 0.4617399 test: 0.4611487 best: 0.4611487 (184) total: 8.02s remaining: 13.7s 185: learn: 0.4615138 test: 0.4609580 best: 0.4609580 (185) total: 8.08s remaining: 13.6s 186: learn: 0.4612623 test: 0.4607120 best: 0.4607120 (186) total: 8.13s remaining: 13.6s 187: learn: 0.4611066 test: 0.4605806 best: 0.4605806 (187) total: 8.18s remaining: 13.6s 188: learn: 0.4609179 test: 0.4603883 best: 0.4603883 (188) total: 8.23s remaining: 13.5s 189: learn: 0.4606632 test: 0.4601372 best: 0.4601372 (189) total: 8.29s remaining: 13.5s 190: learn: 0.4604725 test: 0.4599377 best: 0.4599377 (190) total: 8.34s remaining: 13.5s 191: learn: 0.4602324 test: 0.4597178 best: 0.4597178 (191) total: 8.38s remaining: 13.4s 192: learn: 0.4600198 test: 0.4595083 best: 0.4595083 (192) total: 8.43s remaining: 13.4s 193: learn: 0.4598671 test: 0.4594040 best: 0.4594040 (193) total: 8.49s remaining: 13.4s 194: learn: 0.4595236 test: 0.4589889 best: 0.4589889 (194) total: 8.54s remaining: 13.4s 195: learn: 0.4592036 test: 0.4587124 best: 0.4587124 (195) total: 8.59s remaining: 13.3s 196: learn: 0.4590699 test: 0.4585753 best: 0.4585753 (196) total: 8.65s remaining: 13.3s 197: learn: 0.4588991 test: 0.4584258 best: 0.4584258 (197) total: 8.71s remaining: 13.3s 198: learn: 0.4586773 test: 0.4582146 best: 0.4582146 (198) total: 8.76s remaining: 13.3s 199: learn: 0.4585258 test: 0.4581012 best: 0.4581012 (199) total: 8.81s remaining: 13.2s 200: learn: 0.4583902 test: 0.4579886 best: 0.4579886 (200) total: 8.87s remaining: 13.2s 201: learn: 0.4582234 test: 0.4578606 best: 0.4578606 (201) total: 8.94s remaining: 13.2s 202: learn: 0.4580616 test: 0.4577145 best: 0.4577145 (202) total: 8.99s remaining: 13.2s 203: learn: 0.4578283 test: 0.4574772 best: 0.4574772 (203) total: 9.04s remaining: 13.1s 204: learn: 0.4576492 test: 0.4573472 best: 0.4573472 (204) total: 9.08s remaining: 13.1s 205: learn: 0.4574609 test: 0.4572385 best: 0.4572385 (205) total: 9.14s remaining: 13s 206: learn: 0.4572484 test: 0.4570474 best: 0.4570474 (206) total: 9.2s remaining: 13s 207: learn: 0.4570788 test: 0.4568771 best: 0.4568771 (207) total: 9.27s remaining: 13s 208: learn: 0.4568983 test: 0.4567208 best: 0.4567208 (208) total: 9.32s remaining: 13s 209: learn: 0.4566610 test: 0.4564162 best: 0.4564162 (209) total: 9.38s remaining: 13s 210: learn: 0.4564347 test: 0.4562267 best: 0.4562267 (210) total: 9.45s remaining: 12.9s 211: learn: 0.4562777 test: 0.4560858 best: 0.4560858 (211) total: 9.54s remaining: 13s 212: learn: 0.4561441 test: 0.4559894 best: 0.4559894 (212) total: 9.62s remaining: 13s 213: learn: 0.4560186 test: 0.4558599 best: 0.4558599 (213) total: 9.68s remaining: 12.9s 214: learn: 0.4558762 test: 0.4557301 best: 0.4557301 (214) total: 9.74s remaining: 12.9s 215: learn: 0.4557512 test: 0.4556122 best: 0.4556122 (215) total: 9.79s remaining: 12.9s 216: learn: 0.4554957 test: 0.4552758 best: 0.4552758 (216) total: 9.85s remaining: 12.8s 217: learn: 0.4553110 test: 0.4551051 best: 0.4551051 (217) total: 9.92s remaining: 12.8s 218: learn: 0.4550801 test: 0.4548778 best: 0.4548778 (218) total: 9.98s remaining: 12.8s 219: learn: 0.4548472 test: 0.4546690 best: 0.4546690 (219) total: 10s remaining: 12.8s 220: learn: 0.4546815 test: 0.4545101 best: 0.4545101 (220) total: 10.1s remaining: 12.7s 221: learn: 0.4543217 test: 0.4540444 best: 0.4540444 (221) total: 10.2s remaining: 12.7s 222: learn: 0.4540873 test: 0.4538195 best: 0.4538195 (222) total: 10.2s remaining: 12.7s 223: learn: 0.4539525 test: 0.4536832 best: 0.4536832 (223) total: 10.3s remaining: 12.7s 224: learn: 0.4538021 test: 0.4535386 best: 0.4535386 (224) total: 10.3s remaining: 12.6s 225: learn: 0.4535789 test: 0.4532155 best: 0.4532155 (225) total: 10.4s remaining: 12.6s 226: learn: 0.4534109 test: 0.4530523 best: 0.4530523 (226) total: 10.4s remaining: 12.6s 227: learn: 0.4532109 test: 0.4528734 best: 0.4528734 (227) total: 10.5s remaining: 12.5s 228: learn: 0.4530293 test: 0.4527132 best: 0.4527132 (228) total: 10.5s remaining: 12.5s 229: learn: 0.4528460 test: 0.4525144 best: 0.4525144 (229) total: 10.6s remaining: 12.4s 230: learn: 0.4526842 test: 0.4523514 best: 0.4523514 (230) total: 10.7s remaining: 12.4s 231: learn: 0.4525239 test: 0.4522230 best: 0.4522230 (231) total: 10.7s remaining: 12.4s 232: learn: 0.4523436 test: 0.4520789 best: 0.4520789 (232) total: 10.7s remaining: 12.3s 233: learn: 0.4522383 test: 0.4519748 best: 0.4519748 (233) total: 10.8s remaining: 12.3s 234: learn: 0.4520783 test: 0.4518351 best: 0.4518351 (234) total: 10.8s remaining: 12.2s 235: learn: 0.4519180 test: 0.4516986 best: 0.4516986 (235) total: 10.9s remaining: 12.2s 236: learn: 0.4516363 test: 0.4513106 best: 0.4513106 (236) total: 10.9s remaining: 12.1s 237: learn: 0.4515093 test: 0.4511993 best: 0.4511993 (237) total: 11s remaining: 12.1s 238: learn: 0.4513774 test: 0.4510737 best: 0.4510737 (238) total: 11.1s remaining: 12.1s 239: learn: 0.4512860 test: 0.4509770 best: 0.4509770 (239) total: 11.1s remaining: 12s 240: learn: 0.4511262 test: 0.4508068 best: 0.4508068 (240) total: 11.2s remaining: 12s 241: learn: 0.4510317 test: 0.4507094 best: 0.4507094 (241) total: 11.2s remaining: 12s 242: learn: 0.4509475 test: 0.4506582 best: 0.4506582 (242) total: 11.3s remaining: 11.9s 243: learn: 0.4507642 test: 0.4503842 best: 0.4503842 (243) total: 11.3s remaining: 11.9s 244: learn: 0.4506115 test: 0.4502489 best: 0.4502489 (244) total: 11.4s remaining: 11.8s 245: learn: 0.4504294 test: 0.4500712 best: 0.4500712 (245) total: 11.4s remaining: 11.8s 246: learn: 0.4502858 test: 0.4499280 best: 0.4499280 (246) total: 11.5s remaining: 11.8s 247: learn: 0.4501354 test: 0.4498167 best: 0.4498167 (247) total: 11.5s remaining: 11.7s 248: learn: 0.4501028 test: 0.4497884 best: 0.4497884 (248) total: 11.6s remaining: 11.7s 249: learn: 0.4500930 test: 0.4497875 best: 0.4497875 (249) total: 11.6s remaining: 11.6s 250: learn: 0.4500203 test: 0.4497211 best: 0.4497211 (250) total: 11.7s remaining: 11.6s 251: learn: 0.4499017 test: 0.4496415 best: 0.4496415 (251) total: 11.7s remaining: 11.5s 252: learn: 0.4498134 test: 0.4495580 best: 0.4495580 (252) total: 11.8s remaining: 11.5s 253: learn: 0.4496358 test: 0.4494063 best: 0.4494063 (253) total: 11.8s remaining: 11.4s 254: learn: 0.4495701 test: 0.4493425 best: 0.4493425 (254) total: 11.9s remaining: 11.4s 255: learn: 0.4495622 test: 0.4493453 best: 0.4493425 (254) total: 11.9s remaining: 11.3s 256: learn: 0.4494270 test: 0.4492215 best: 0.4492215 (256) total: 11.9s remaining: 11.3s 257: learn: 0.4492620 test: 0.4490494 best: 0.4490494 (257) total: 12s remaining: 11.2s 258: learn: 0.4491354 test: 0.4489087 best: 0.4489087 (258) total: 12s remaining: 11.2s 259: learn: 0.4489536 test: 0.4487579 best: 0.4487579 (259) total: 12.1s remaining: 11.2s 260: learn: 0.4488500 test: 0.4486896 best: 0.4486896 (260) total: 12.2s remaining: 11.1s 261: learn: 0.4487022 test: 0.4485672 best: 0.4485672 (261) total: 12.2s remaining: 11.1s 262: learn: 0.4485490 test: 0.4484156 best: 0.4484156 (262) total: 12.3s remaining: 11s 263: learn: 0.4484445 test: 0.4483267 best: 0.4483267 (263) total: 12.3s remaining: 11s 264: learn: 0.4483108 test: 0.4481925 best: 0.4481925 (264) total: 12.4s remaining: 11s 265: learn: 0.4481480 test: 0.4480284 best: 0.4480284 (265) total: 12.4s remaining: 10.9s 266: learn: 0.4480823 test: 0.4479635 best: 0.4479635 (266) total: 12.4s remaining: 10.9s 267: learn: 0.4480000 test: 0.4478731 best: 0.4478731 (267) total: 12.5s remaining: 10.8s 268: learn: 0.4478527 test: 0.4477200 best: 0.4477200 (268) total: 12.5s remaining: 10.8s 269: learn: 0.4478493 test: 0.4477205 best: 0.4477200 (268) total: 12.6s remaining: 10.7s 270: learn: 0.4478210 test: 0.4477209 best: 0.4477200 (268) total: 12.6s remaining: 10.6s 271: learn: 0.4477123 test: 0.4476388 best: 0.4476388 (271) total: 12.7s remaining: 10.6s 272: learn: 0.4475965 test: 0.4475274 best: 0.4475274 (272) total: 12.7s remaining: 10.6s 273: learn: 0.4475691 test: 0.4475226 best: 0.4475226 (273) total: 12.8s remaining: 10.6s 274: learn: 0.4475024 test: 0.4474841 best: 0.4474841 (274) total: 12.9s remaining: 10.5s 275: learn: 0.4473728 test: 0.4473686 best: 0.4473686 (275) total: 12.9s remaining: 10.5s 276: learn: 0.4473598 test: 0.4473704 best: 0.4473686 (275) total: 13s remaining: 10.5s 277: learn: 0.4472311 test: 0.4472680 best: 0.4472680 (277) total: 13.1s remaining: 10.4s 278: learn: 0.4469680 test: 0.4469555 best: 0.4469555 (278) total: 13.1s remaining: 10.4s 279: learn: 0.4469081 test: 0.4468740 best: 0.4468740 (279) total: 13.2s remaining: 10.4s 280: learn: 0.4468774 test: 0.4468725 best: 0.4468725 (280) total: 13.2s remaining: 10.3s 281: learn: 0.4468101 test: 0.4468091 best: 0.4468091 (281) total: 13.3s remaining: 10.3s 282: learn: 0.4466713 test: 0.4466789 best: 0.4466789 (282) total: 13.3s remaining: 10.2s 283: learn: 0.4465308 test: 0.4465526 best: 0.4465526 (283) total: 13.4s remaining: 10.2s 284: learn: 0.4464595 test: 0.4464800 best: 0.4464800 (284) total: 13.4s remaining: 10.1s 285: learn: 0.4464039 test: 0.4464302 best: 0.4464302 (285) total: 13.5s remaining: 10.1s 286: learn: 0.4462849 test: 0.4463228 best: 0.4463228 (286) total: 13.6s remaining: 10.1s 287: learn: 0.4461831 test: 0.4462131 best: 0.4462131 (287) total: 13.6s remaining: 10s 288: learn: 0.4459981 test: 0.4460708 best: 0.4460708 (288) total: 13.7s remaining: 10s 289: learn: 0.4458939 test: 0.4459699 best: 0.4459699 (289) total: 13.8s remaining: 9.97s 290: learn: 0.4458685 test: 0.4459724 best: 0.4459699 (289) total: 13.8s remaining: 9.94s 291: learn: 0.4456505 test: 0.4456664 best: 0.4456664 (291) total: 13.9s remaining: 9.92s 292: learn: 0.4455358 test: 0.4455440 best: 0.4455440 (292) total: 14s remaining: 9.88s 293: learn: 0.4454590 test: 0.4454658 best: 0.4454658 (293) total: 14.1s remaining: 9.85s 294: learn: 0.4454568 test: 0.4454670 best: 0.4454658 (293) total: 14.1s remaining: 9.8s 295: learn: 0.4453859 test: 0.4454010 best: 0.4454010 (295) total: 14.1s remaining: 9.75s 296: learn: 0.4452773 test: 0.4453069 best: 0.4453069 (296) total: 14.2s remaining: 9.7s 297: learn: 0.4452140 test: 0.4452640 best: 0.4452640 (297) total: 14.3s remaining: 9.67s 298: learn: 0.4451065 test: 0.4451493 best: 0.4451493 (298) total: 14.3s remaining: 9.62s 299: learn: 0.4450622 test: 0.4451301 best: 0.4451301 (299) total: 14.4s remaining: 9.58s 300: learn: 0.4448877 test: 0.4449733 best: 0.4449733 (300) total: 14.4s remaining: 9.54s 301: learn: 0.4448164 test: 0.4449019 best: 0.4449019 (301) total: 14.5s remaining: 9.49s 302: learn: 0.4446810 test: 0.4447873 best: 0.4447873 (302) total: 14.5s remaining: 9.44s 303: learn: 0.4445513 test: 0.4446626 best: 0.4446626 (303) total: 14.6s remaining: 9.39s 304: learn: 0.4444872 test: 0.4446089 best: 0.4446089 (304) total: 14.6s remaining: 9.34s 305: learn: 0.4443608 test: 0.4445178 best: 0.4445178 (305) total: 14.7s remaining: 9.29s 306: learn: 0.4442477 test: 0.4444035 best: 0.4444035 (306) total: 14.7s remaining: 9.24s 307: learn: 0.4442077 test: 0.4443643 best: 0.4443643 (307) total: 14.7s remaining: 9.19s 308: learn: 0.4441654 test: 0.4443467 best: 0.4443467 (308) total: 14.8s remaining: 9.15s 309: learn: 0.4440582 test: 0.4442513 best: 0.4442513 (309) total: 14.9s remaining: 9.11s 310: learn: 0.4439118 test: 0.4440826 best: 0.4440826 (310) total: 14.9s remaining: 9.07s 311: learn: 0.4438114 test: 0.4439842 best: 0.4439842 (311) total: 15s remaining: 9.03s 312: learn: 0.4436311 test: 0.4438041 best: 0.4438041 (312) total: 15.1s remaining: 8.99s 313: learn: 0.4435600 test: 0.4437498 best: 0.4437498 (313) total: 15.1s remaining: 8.96s 314: learn: 0.4433851 test: 0.4435346 best: 0.4435346 (314) total: 15.2s remaining: 8.92s 315: learn: 0.4433306 test: 0.4434921 best: 0.4434921 (315) total: 15.2s remaining: 8.87s 316: learn: 0.4432541 test: 0.4434139 best: 0.4434139 (316) total: 15.3s remaining: 8.82s 317: learn: 0.4431658 test: 0.4433352 best: 0.4433352 (317) total: 15.3s remaining: 8.78s 318: learn: 0.4430063 test: 0.4431927 best: 0.4431927 (318) total: 15.4s remaining: 8.73s 319: learn: 0.4429160 test: 0.4430924 best: 0.4430924 (319) total: 15.4s remaining: 8.69s 320: learn: 0.4427863 test: 0.4429893 best: 0.4429893 (320) total: 15.5s remaining: 8.64s 321: learn: 0.4427188 test: 0.4429541 best: 0.4429541 (321) total: 15.5s remaining: 8.6s 322: learn: 0.4426818 test: 0.4429209 best: 0.4429209 (322) total: 15.6s remaining: 8.55s 323: learn: 0.4426280 test: 0.4429038 best: 0.4429038 (323) total: 15.6s remaining: 8.5s 324: learn: 0.4425753 test: 0.4428820 best: 0.4428820 (324) total: 15.7s remaining: 8.44s 325: learn: 0.4425398 test: 0.4428516 best: 0.4428516 (325) total: 15.7s remaining: 8.39s 326: learn: 0.4424041 test: 0.4427206 best: 0.4427206 (326) total: 15.8s remaining: 8.35s 327: learn: 0.4423092 test: 0.4426481 best: 0.4426481 (327) total: 15.8s remaining: 8.3s 328: learn: 0.4423042 test: 0.4426495 best: 0.4426481 (327) total: 15.9s remaining: 8.25s 329: learn: 0.4421963 test: 0.4425616 best: 0.4425616 (329) total: 15.9s remaining: 8.2s 330: learn: 0.4420572 test: 0.4424856 best: 0.4424856 (330) total: 16s remaining: 8.15s 331: learn: 0.4419698 test: 0.4424243 best: 0.4424243 (331) total: 16s remaining: 8.11s 332: learn: 0.4419247 test: 0.4423856 best: 0.4423856 (332) total: 16.1s remaining: 8.06s 333: learn: 0.4418012 test: 0.4423030 best: 0.4423030 (333) total: 16.1s remaining: 8.01s 334: learn: 0.4417434 test: 0.4422487 best: 0.4422487 (334) total: 16.2s remaining: 7.97s 335: learn: 0.4414824 test: 0.4419285 best: 0.4419285 (335) total: 16.2s remaining: 7.93s 336: learn: 0.4412856 test: 0.4416752 best: 0.4416752 (336) total: 16.3s remaining: 7.89s 337: learn: 0.4412172 test: 0.4416629 best: 0.4416629 (337) total: 16.4s remaining: 7.84s 338: learn: 0.4411146 test: 0.4415688 best: 0.4415688 (338) total: 16.4s remaining: 7.8s 339: learn: 0.4410558 test: 0.4415261 best: 0.4415261 (339) total: 16.5s remaining: 7.75s 340: learn: 0.4409510 test: 0.4414404 best: 0.4414404 (340) total: 16.5s remaining: 7.7s 341: learn: 0.4408786 test: 0.4413767 best: 0.4413767 (341) total: 16.6s remaining: 7.66s 342: learn: 0.4408065 test: 0.4413093 best: 0.4413093 (342) total: 16.6s remaining: 7.62s 343: learn: 0.4406604 test: 0.4411566 best: 0.4411566 (343) total: 16.7s remaining: 7.57s 344: learn: 0.4405592 test: 0.4410558 best: 0.4410558 (344) total: 16.7s remaining: 7.52s 345: learn: 0.4405296 test: 0.4410313 best: 0.4410313 (345) total: 16.8s remaining: 7.47s 346: learn: 0.4405286 test: 0.4410326 best: 0.4410313 (345) total: 16.8s remaining: 7.41s 347: learn: 0.4404704 test: 0.4409801 best: 0.4409801 (347) total: 16.9s remaining: 7.37s 348: learn: 0.4404699 test: 0.4409814 best: 0.4409801 (347) total: 16.9s remaining: 7.31s 349: learn: 0.4403716 test: 0.4408911 best: 0.4408911 (349) total: 16.9s remaining: 7.26s 350: learn: 0.4403041 test: 0.4408217 best: 0.4408217 (350) total: 17s remaining: 7.21s 351: learn: 0.4402135 test: 0.4407638 best: 0.4407638 (351) total: 17s remaining: 7.16s 352: learn: 0.4401641 test: 0.4407258 best: 0.4407258 (352) total: 17.1s remaining: 7.11s 353: learn: 0.4400519 test: 0.4406488 best: 0.4406488 (353) total: 17.1s remaining: 7.06s 354: learn: 0.4398841 test: 0.4405151 best: 0.4405151 (354) total: 17.2s remaining: 7.01s 355: learn: 0.4398816 test: 0.4405160 best: 0.4405151 (354) total: 17.2s remaining: 6.96s 356: learn: 0.4397917 test: 0.4404256 best: 0.4404256 (356) total: 17.3s remaining: 6.92s 357: learn: 0.4397779 test: 0.4404212 best: 0.4404212 (357) total: 17.3s remaining: 6.87s 358: learn: 0.4397687 test: 0.4404240 best: 0.4404212 (357) total: 17.4s remaining: 6.82s 359: learn: 0.4397498 test: 0.4404251 best: 0.4404212 (357) total: 17.4s remaining: 6.78s 360: learn: 0.4396376 test: 0.4403134 best: 0.4403134 (360) total: 17.5s remaining: 6.72s 361: learn: 0.4395864 test: 0.4402651 best: 0.4402651 (361) total: 17.5s remaining: 6.67s 362: learn: 0.4393999 test: 0.4400315 best: 0.4400315 (362) total: 17.6s remaining: 6.63s 363: learn: 0.4392634 test: 0.4399271 best: 0.4399271 (363) total: 17.6s remaining: 6.58s 364: learn: 0.4392141 test: 0.4398932 best: 0.4398932 (364) total: 17.7s remaining: 6.53s 365: learn: 0.4390871 test: 0.4397276 best: 0.4397276 (365) total: 17.7s remaining: 6.48s 366: learn: 0.4390802 test: 0.4397307 best: 0.4397276 (365) total: 17.7s remaining: 6.42s 367: learn: 0.4390068 test: 0.4396621 best: 0.4396621 (367) total: 17.8s remaining: 6.38s 368: learn: 0.4389504 test: 0.4396064 best: 0.4396064 (368) total: 17.8s remaining: 6.33s 369: learn: 0.4387860 test: 0.4394488 best: 0.4394488 (369) total: 17.9s remaining: 6.28s 370: learn: 0.4387774 test: 0.4394529 best: 0.4394488 (369) total: 17.9s remaining: 6.23s 371: learn: 0.4387319 test: 0.4394513 best: 0.4394488 (369) total: 18s remaining: 6.18s 372: learn: 0.4386603 test: 0.4393917 best: 0.4393917 (372) total: 18s remaining: 6.13s 373: learn: 0.4385626 test: 0.4392941 best: 0.4392941 (373) total: 18.1s remaining: 6.09s 374: learn: 0.4384401 test: 0.4392288 best: 0.4392288 (374) total: 18.1s remaining: 6.04s 375: learn: 0.4384135 test: 0.4392288 best: 0.4392288 (374) total: 18.2s remaining: 6s 376: learn: 0.4384031 test: 0.4392282 best: 0.4392282 (376) total: 18.2s remaining: 5.95s 377: learn: 0.4383093 test: 0.4391386 best: 0.4391386 (377) total: 18.3s remaining: 5.9s 378: learn: 0.4382924 test: 0.4391366 best: 0.4391366 (378) total: 18.3s remaining: 5.85s 379: learn: 0.4382017 test: 0.4390561 best: 0.4390561 (379) total: 18.4s remaining: 5.8s 380: learn: 0.4380813 test: 0.4389384 best: 0.4389384 (380) total: 18.4s remaining: 5.76s 381: learn: 0.4380281 test: 0.4388907 best: 0.4388907 (381) total: 18.5s remaining: 5.71s 382: learn: 0.4380163 test: 0.4388972 best: 0.4388907 (381) total: 18.5s remaining: 5.66s 383: learn: 0.4379765 test: 0.4388577 best: 0.4388577 (383) total: 18.6s remaining: 5.62s 384: learn: 0.4377951 test: 0.4386478 best: 0.4386478 (384) total: 18.7s remaining: 5.57s 385: learn: 0.4377150 test: 0.4385677 best: 0.4385677 (385) total: 18.7s remaining: 5.53s 386: learn: 0.4375232 test: 0.4383236 best: 0.4383236 (386) total: 18.8s remaining: 5.49s 387: learn: 0.4375054 test: 0.4383099 best: 0.4383099 (387) total: 18.8s remaining: 5.44s 388: learn: 0.4374076 test: 0.4382222 best: 0.4382222 (388) total: 18.9s remaining: 5.39s 389: learn: 0.4373170 test: 0.4381449 best: 0.4381449 (389) total: 19s remaining: 5.35s 390: learn: 0.4372805 test: 0.4381089 best: 0.4381089 (390) total: 19s remaining: 5.3s 391: learn: 0.4372072 test: 0.4380425 best: 0.4380425 (391) total: 19.1s remaining: 5.25s 392: learn: 0.4371578 test: 0.4380028 best: 0.4380028 (392) total: 19.1s remaining: 5.21s 393: learn: 0.4370083 test: 0.4378563 best: 0.4378563 (393) total: 19.2s remaining: 5.16s 394: learn: 0.4369360 test: 0.4377909 best: 0.4377909 (394) total: 19.2s remaining: 5.12s 395: learn: 0.4368793 test: 0.4377441 best: 0.4377441 (395) total: 19.3s remaining: 5.07s 396: learn: 0.4368737 test: 0.4377477 best: 0.4377441 (395) total: 19.4s remaining: 5.02s 397: learn: 0.4368181 test: 0.4377056 best: 0.4377056 (397) total: 19.4s remaining: 4.98s 398: learn: 0.4367866 test: 0.4376862 best: 0.4376862 (398) total: 19.5s remaining: 4.93s 399: learn: 0.4367592 test: 0.4376655 best: 0.4376655 (399) total: 19.5s remaining: 4.89s 400: learn: 0.4366605 test: 0.4375742 best: 0.4375742 (400) total: 19.6s remaining: 4.84s 401: learn: 0.4366499 test: 0.4375812 best: 0.4375742 (400) total: 19.7s remaining: 4.79s 402: learn: 0.4366328 test: 0.4375780 best: 0.4375742 (400) total: 19.7s remaining: 4.74s 403: learn: 0.4365677 test: 0.4374980 best: 0.4374980 (403) total: 19.8s remaining: 4.7s 404: learn: 0.4365524 test: 0.4374960 best: 0.4374960 (404) total: 19.8s remaining: 4.65s 405: learn: 0.4364808 test: 0.4374266 best: 0.4374266 (405) total: 19.9s remaining: 4.6s 406: learn: 0.4364709 test: 0.4374341 best: 0.4374266 (405) total: 19.9s remaining: 4.55s 407: learn: 0.4364283 test: 0.4374124 best: 0.4374124 (407) total: 20s remaining: 4.51s 408: learn: 0.4362895 test: 0.4372902 best: 0.4372902 (408) total: 20.1s remaining: 4.47s 409: learn: 0.4362289 test: 0.4372736 best: 0.4372736 (409) total: 20.1s remaining: 4.42s 410: learn: 0.4361347 test: 0.4371590 best: 0.4371590 (410) total: 20.2s remaining: 4.37s 411: learn: 0.4360817 test: 0.4371142 best: 0.4371142 (411) total: 20.3s remaining: 4.33s 412: learn: 0.4359980 test: 0.4370353 best: 0.4370353 (412) total: 20.3s remaining: 4.28s 413: learn: 0.4359627 test: 0.4370005 best: 0.4370005 (413) total: 20.4s remaining: 4.23s 414: learn: 0.4359495 test: 0.4370096 best: 0.4370005 (413) total: 20.4s remaining: 4.18s 415: learn: 0.4359365 test: 0.4370085 best: 0.4370005 (413) total: 20.5s remaining: 4.14s 416: learn: 0.4358829 test: 0.4369554 best: 0.4369554 (416) total: 20.5s remaining: 4.09s 417: learn: 0.4358580 test: 0.4369308 best: 0.4369308 (417) total: 20.6s remaining: 4.04s 418: learn: 0.4358124 test: 0.4368915 best: 0.4368915 (418) total: 20.6s remaining: 3.99s 419: learn: 0.4357955 test: 0.4368768 best: 0.4368768 (419) total: 20.7s remaining: 3.94s 420: learn: 0.4357851 test: 0.4368824 best: 0.4368768 (419) total: 20.7s remaining: 3.89s 421: learn: 0.4357160 test: 0.4368140 best: 0.4368140 (421) total: 20.8s remaining: 3.84s 422: learn: 0.4356266 test: 0.4367076 best: 0.4367076 (422) total: 20.9s remaining: 3.8s 423: learn: 0.4355430 test: 0.4366026 best: 0.4366026 (423) total: 20.9s remaining: 3.75s 424: learn: 0.4354571 test: 0.4365309 best: 0.4365309 (424) total: 21s remaining: 3.7s 425: learn: 0.4353632 test: 0.4364254 best: 0.4364254 (425) total: 21s remaining: 3.65s 426: learn: 0.4353543 test: 0.4364324 best: 0.4364254 (425) total: 21.1s remaining: 3.6s 427: learn: 0.4353253 test: 0.4364014 best: 0.4364014 (427) total: 21.1s remaining: 3.55s 428: learn: 0.4352924 test: 0.4363946 best: 0.4363946 (428) total: 21.2s remaining: 3.5s 429: learn: 0.4352522 test: 0.4363919 best: 0.4363919 (429) total: 21.2s remaining: 3.46s 430: learn: 0.4352408 test: 0.4363831 best: 0.4363831 (430) total: 21.3s remaining: 3.41s 431: learn: 0.4352127 test: 0.4363651 best: 0.4363651 (431) total: 21.3s remaining: 3.36s 432: learn: 0.4351830 test: 0.4363620 best: 0.4363620 (432) total: 21.4s remaining: 3.31s 433: learn: 0.4351227 test: 0.4363127 best: 0.4363127 (433) total: 21.4s remaining: 3.26s 434: learn: 0.4350466 test: 0.4362589 best: 0.4362589 (434) total: 21.5s remaining: 3.21s 435: learn: 0.4349680 test: 0.4362103 best: 0.4362103 (435) total: 21.5s remaining: 3.16s 436: learn: 0.4348536 test: 0.4360569 best: 0.4360569 (436) total: 21.6s remaining: 3.11s 437: learn: 0.4347840 test: 0.4359933 best: 0.4359933 (437) total: 21.6s remaining: 3.06s 438: learn: 0.4347673 test: 0.4359865 best: 0.4359865 (438) total: 21.7s remaining: 3.02s 439: learn: 0.4346901 test: 0.4359201 best: 0.4359201 (439) total: 21.7s remaining: 2.96s 440: learn: 0.4346140 test: 0.4358510 best: 0.4358510 (440) total: 21.8s remaining: 2.92s 441: learn: 0.4345106 test: 0.4357522 best: 0.4357522 (441) total: 21.9s remaining: 2.87s 442: learn: 0.4344729 test: 0.4357335 best: 0.4357335 (442) total: 21.9s remaining: 2.82s 443: learn: 0.4344025 test: 0.4356869 best: 0.4356869 (443) total: 22s remaining: 2.77s 444: learn: 0.4343597 test: 0.4356425 best: 0.4356425 (444) total: 22s remaining: 2.72s 445: learn: 0.4342493 test: 0.4354826 best: 0.4354826 (445) total: 22.1s remaining: 2.67s 446: learn: 0.4341940 test: 0.4354315 best: 0.4354315 (446) total: 22.1s remaining: 2.62s 447: learn: 0.4341887 test: 0.4354373 best: 0.4354315 (446) total: 22.2s remaining: 2.57s 448: learn: 0.4340640 test: 0.4352825 best: 0.4352825 (448) total: 22.2s remaining: 2.52s 449: learn: 0.4339647 test: 0.4351867 best: 0.4351867 (449) total: 22.3s remaining: 2.47s 450: learn: 0.4339272 test: 0.4351724 best: 0.4351724 (450) total: 22.3s remaining: 2.42s 451: learn: 0.4338152 test: 0.4350499 best: 0.4350499 (451) total: 22.3s remaining: 2.37s 452: learn: 0.4337476 test: 0.4349751 best: 0.4349751 (452) total: 22.4s remaining: 2.32s 453: learn: 0.4337288 test: 0.4349733 best: 0.4349733 (453) total: 22.4s remaining: 2.27s 454: learn: 0.4335891 test: 0.4348616 best: 0.4348616 (454) total: 22.5s remaining: 2.22s 455: learn: 0.4335787 test: 0.4348507 best: 0.4348507 (455) total: 22.5s remaining: 2.17s 456: learn: 0.4335595 test: 0.4348507 best: 0.4348507 (455) total: 22.6s remaining: 2.12s 457: learn: 0.4335148 test: 0.4348254 best: 0.4348254 (457) total: 22.6s remaining: 2.07s 458: learn: 0.4335067 test: 0.4348340 best: 0.4348254 (457) total: 22.7s remaining: 2.03s 459: learn: 0.4334104 test: 0.4347274 best: 0.4347274 (459) total: 22.7s remaining: 1.98s 460: learn: 0.4333943 test: 0.4347276 best: 0.4347274 (459) total: 22.8s remaining: 1.93s 461: learn: 0.4333515 test: 0.4347201 best: 0.4347201 (461) total: 22.9s remaining: 1.88s 462: learn: 0.4332409 test: 0.4345732 best: 0.4345732 (462) total: 22.9s remaining: 1.83s 463: learn: 0.4331657 test: 0.4344942 best: 0.4344942 (463) total: 23s remaining: 1.78s 464: learn: 0.4330972 test: 0.4344265 best: 0.4344265 (464) total: 23.1s remaining: 1.73s 465: learn: 0.4330213 test: 0.4343601 best: 0.4343601 (465) total: 23.1s remaining: 1.69s 466: learn: 0.4329524 test: 0.4343165 best: 0.4343165 (466) total: 23.2s remaining: 1.64s 467: learn: 0.4328787 test: 0.4342327 best: 0.4342327 (467) total: 23.2s remaining: 1.59s 468: learn: 0.4328778 test: 0.4342327 best: 0.4342327 (467) total: 23.3s remaining: 1.54s 469: learn: 0.4328611 test: 0.4342364 best: 0.4342327 (467) total: 23.3s remaining: 1.49s 470: learn: 0.4328054 test: 0.4341675 best: 0.4341675 (470) total: 23.4s remaining: 1.44s 471: learn: 0.4327563 test: 0.4341250 best: 0.4341250 (471) total: 23.4s remaining: 1.39s 472: learn: 0.4327029 test: 0.4340626 best: 0.4340626 (472) total: 23.5s remaining: 1.34s 473: learn: 0.4326377 test: 0.4340234 best: 0.4340234 (473) total: 23.5s remaining: 1.29s 474: learn: 0.4325699 test: 0.4339547 best: 0.4339547 (474) total: 23.6s remaining: 1.24s 475: learn: 0.4324895 test: 0.4338702 best: 0.4338702 (475) total: 23.6s remaining: 1.19s 476: learn: 0.4324809 test: 0.4338774 best: 0.4338702 (475) total: 23.7s remaining: 1.14s 477: learn: 0.4323718 test: 0.4337428 best: 0.4337428 (477) total: 23.7s remaining: 1.09s 478: learn: 0.4323400 test: 0.4337189 best: 0.4337189 (478) total: 23.8s remaining: 1.04s 479: learn: 0.4323152 test: 0.4337095 best: 0.4337095 (479) total: 23.8s remaining: 993ms 480: learn: 0.4322203 test: 0.4336034 best: 0.4336034 (480) total: 23.9s remaining: 943ms 481: learn: 0.4321676 test: 0.4335561 best: 0.4335561 (481) total: 23.9s remaining: 894ms 482: learn: 0.4321404 test: 0.4335503 best: 0.4335503 (482) total: 24s remaining: 844ms 483: learn: 0.4320366 test: 0.4335000 best: 0.4335000 (483) total: 24s remaining: 795ms 484: learn: 0.4319639 test: 0.4334388 best: 0.4334388 (484) total: 24.1s remaining: 745ms 485: learn: 0.4318422 test: 0.4332983 best: 0.4332983 (485) total: 24.1s remaining: 695ms 486: learn: 0.4318282 test: 0.4332817 best: 0.4332817 (486) total: 24.2s remaining: 645ms 487: learn: 0.4318183 test: 0.4332921 best: 0.4332817 (486) total: 24.2s remaining: 596ms 488: learn: 0.4317719 test: 0.4332348 best: 0.4332348 (488) total: 24.3s remaining: 546ms 489: learn: 0.4317455 test: 0.4332235 best: 0.4332235 (489) total: 24.3s remaining: 496ms 490: learn: 0.4316689 test: 0.4331643 best: 0.4331643 (490) total: 24.3s remaining: 446ms 491: learn: 0.4316519 test: 0.4331461 best: 0.4331461 (491) total: 24.4s remaining: 397ms 492: learn: 0.4316233 test: 0.4331390 best: 0.4331390 (492) total: 24.4s remaining: 347ms 493: learn: 0.4315274 test: 0.4330305 best: 0.4330305 (493) total: 24.5s remaining: 297ms 494: learn: 0.4314646 test: 0.4329606 best: 0.4329606 (494) total: 24.5s remaining: 248ms 495: learn: 0.4313804 test: 0.4328723 best: 0.4328723 (495) total: 24.6s remaining: 198ms 496: learn: 0.4313082 test: 0.4328402 best: 0.4328402 (496) total: 24.6s remaining: 149ms 497: learn: 0.4312355 test: 0.4327784 best: 0.4327784 (497) total: 24.7s remaining: 99ms 498: learn: 0.4311534 test: 0.4326921 best: 0.4326921 (498) total: 24.7s remaining: 49.5ms 499: learn: 0.4311463 test: 0.4327011 best: 0.4326921 (498) total: 24.7s remaining: 0us bestTest = 0.4326921323 bestIteration = 498 Shrink model to first 499 iterations. [CV] learning_rate=0.03, l2_leaf_reg=1, iterations=500, depth=4, total= 25.9s [CV] learning_rate=0.15, l2_leaf_reg=1, iterations=2000, depth=4 ..... 0: learn: 3.8259635 test: 3.8212863 best: 3.8212863 (0) total: 41ms remaining: 1m 21s 1: learn: 3.2703925 test: 3.2663187 best: 3.2663187 (1) total: 87.2ms remaining: 1m 27s 2: learn: 2.7956428 test: 2.7925143 best: 2.7925143 (2) total: 130ms remaining: 1m 26s 3: learn: 2.3952401 test: 2.3929713 best: 2.3929713 (3) total: 176ms remaining: 1m 27s 4: learn: 2.0569462 test: 2.0552754 best: 2.0552754 (4) total: 217ms remaining: 1m 26s 5: learn: 1.7721659 test: 1.7712636 best: 1.7712636 (5) total: 261ms remaining: 1m 26s 6: learn: 1.5340082 test: 1.5337823 best: 1.5337823 (6) total: 305ms remaining: 1m 26s 7: learn: 1.3352668 test: 1.3355700 best: 1.3355700 (7) total: 350ms remaining: 1m 27s 8: learn: 1.1694549 test: 1.1698474 best: 1.1698474 (8) total: 392ms remaining: 1m 26s 9: learn: 1.0328601 test: 1.0337181 best: 1.0337181 (9) total: 434ms remaining: 1m 26s 10: learn: 0.9196315 test: 0.9209206 best: 0.9209206 (10) total: 481ms remaining: 1m 27s 11: learn: 0.8294279 test: 0.8312187 best: 0.8312187 (11) total: 531ms remaining: 1m 27s 12: learn: 0.7558955 test: 0.7580254 best: 0.7580254 (12) total: 578ms remaining: 1m 28s 13: learn: 0.6981274 test: 0.7004736 best: 0.7004736 (13) total: 627ms remaining: 1m 28s 14: learn: 0.6509720 test: 0.6538785 best: 0.6538785 (14) total: 671ms remaining: 1m 28s 15: learn: 0.6145449 test: 0.6177297 best: 0.6177297 (15) total: 718ms remaining: 1m 29s 16: learn: 0.5872023 test: 0.5907854 best: 0.5907854 (16) total: 767ms remaining: 1m 29s 17: learn: 0.5659975 test: 0.5698711 best: 0.5698711 (17) total: 815ms remaining: 1m 29s 18: learn: 0.5446903 test: 0.5489744 best: 0.5489744 (18) total: 862ms remaining: 1m 29s 19: learn: 0.5268613 test: 0.5314955 best: 0.5314955 (19) total: 907ms remaining: 1m 29s 20: learn: 0.5133966 test: 0.5180506 best: 0.5180506 (20) total: 946ms remaining: 1m 29s 21: learn: 0.5025683 test: 0.5071541 best: 0.5071541 (21) total: 993ms remaining: 1m 29s 22: learn: 0.4937867 test: 0.4983888 best: 0.4983888 (22) total: 1.04s remaining: 1m 29s 23: learn: 0.4875158 test: 0.4915728 best: 0.4915728 (23) total: 1.08s remaining: 1m 29s 24: learn: 0.4824594 test: 0.4863887 best: 0.4863887 (24) total: 1.12s remaining: 1m 28s 25: learn: 0.4783338 test: 0.4822167 best: 0.4822167 (25) total: 1.16s remaining: 1m 28s 26: learn: 0.4743409 test: 0.4782102 best: 0.4782102 (26) total: 1.2s remaining: 1m 27s 27: learn: 0.4715277 test: 0.4754716 best: 0.4754716 (27) total: 1.24s remaining: 1m 27s 28: learn: 0.4697525 test: 0.4735033 best: 0.4735033 (28) total: 1.28s remaining: 1m 27s 29: learn: 0.4677975 test: 0.4714874 best: 0.4714874 (29) total: 1.32s remaining: 1m 26s 30: learn: 0.4662224 test: 0.4697685 best: 0.4697685 (30) total: 1.36s remaining: 1m 26s 31: learn: 0.4645123 test: 0.4682148 best: 0.4682148 (31) total: 1.4s remaining: 1m 25s 32: learn: 0.4632924 test: 0.4670441 best: 0.4670441 (32) total: 1.44s remaining: 1m 25s 33: learn: 0.4619747 test: 0.4656883 best: 0.4656883 (33) total: 1.48s remaining: 1m 25s 34: learn: 0.4609888 test: 0.4645074 best: 0.4645074 (34) total: 1.52s remaining: 1m 25s 35: learn: 0.4589838 test: 0.4627074 best: 0.4627074 (35) total: 1.57s remaining: 1m 25s 36: learn: 0.4581428 test: 0.4618000 best: 0.4618000 (36) total: 1.62s remaining: 1m 25s 37: learn: 0.4559589 test: 0.4594389 best: 0.4594389 (37) total: 1.67s remaining: 1m 26s 38: learn: 0.4549129 test: 0.4583894 best: 0.4583894 (38) total: 1.71s remaining: 1m 26s 39: learn: 0.4538496 test: 0.4573207 best: 0.4573207 (39) total: 1.75s remaining: 1m 26s 40: learn: 0.4532541 test: 0.4567143 best: 0.4567143 (40) total: 1.8s remaining: 1m 26s 41: learn: 0.4523958 test: 0.4559810 best: 0.4559810 (41) total: 1.85s remaining: 1m 26s 42: learn: 0.4513326 test: 0.4548783 best: 0.4548783 (42) total: 1.89s remaining: 1m 26s 43: learn: 0.4502472 test: 0.4540844 best: 0.4540844 (43) total: 1.93s remaining: 1m 25s 44: learn: 0.4496707 test: 0.4536213 best: 0.4536213 (44) total: 1.98s remaining: 1m 26s 45: learn: 0.4488643 test: 0.4528843 best: 0.4528843 (45) total: 2.03s remaining: 1m 26s 46: learn: 0.4482273 test: 0.4521901 best: 0.4521901 (46) total: 2.08s remaining: 1m 26s 47: learn: 0.4471710 test: 0.4507478 best: 0.4507478 (47) total: 2.12s remaining: 1m 26s 48: learn: 0.4465903 test: 0.4501670 best: 0.4501670 (48) total: 2.17s remaining: 1m 26s 49: learn: 0.4455107 test: 0.4493926 best: 0.4493926 (49) total: 2.23s remaining: 1m 26s 50: learn: 0.4450557 test: 0.4489872 best: 0.4489872 (50) total: 2.27s remaining: 1m 26s 51: learn: 0.4444671 test: 0.4483939 best: 0.4483939 (51) total: 2.33s remaining: 1m 27s 52: learn: 0.4439400 test: 0.4479194 best: 0.4479194 (52) total: 2.39s remaining: 1m 27s 53: learn: 0.4432486 test: 0.4473020 best: 0.4473020 (53) total: 2.44s remaining: 1m 27s 54: learn: 0.4429582 test: 0.4471074 best: 0.4471074 (54) total: 2.49s remaining: 1m 28s 55: learn: 0.4422120 test: 0.4464990 best: 0.4464990 (55) total: 2.55s remaining: 1m 28s 56: learn: 0.4417341 test: 0.4461750 best: 0.4461750 (56) total: 2.6s remaining: 1m 28s 57: learn: 0.4412779 test: 0.4457860 best: 0.4457860 (57) total: 2.64s remaining: 1m 28s 58: learn: 0.4407851 test: 0.4452744 best: 0.4452744 (58) total: 2.69s remaining: 1m 28s 59: learn: 0.4402499 test: 0.4447795 best: 0.4447795 (59) total: 2.76s remaining: 1m 29s 60: learn: 0.4395568 test: 0.4442140 best: 0.4442140 (60) total: 2.82s remaining: 1m 29s 61: learn: 0.4387152 test: 0.4434693 best: 0.4434693 (61) total: 2.88s remaining: 1m 30s 62: learn: 0.4381687 test: 0.4432338 best: 0.4432338 (62) total: 2.94s remaining: 1m 30s 63: learn: 0.4378259 test: 0.4428990 best: 0.4428990 (63) total: 3.01s remaining: 1m 30s 64: learn: 0.4374507 test: 0.4426121 best: 0.4426121 (64) total: 3.06s remaining: 1m 31s 65: learn: 0.4370476 test: 0.4423339 best: 0.4423339 (65) total: 3.11s remaining: 1m 31s 66: learn: 0.4361824 test: 0.4413618 best: 0.4413618 (66) total: 3.16s remaining: 1m 31s 67: learn: 0.4356634 test: 0.4410001 best: 0.4410001 (67) total: 3.21s remaining: 1m 31s 68: learn: 0.4348585 test: 0.4399983 best: 0.4399983 (68) total: 3.26s remaining: 1m 31s 69: learn: 0.4345245 test: 0.4396781 best: 0.4396781 (69) total: 3.32s remaining: 1m 31s 70: learn: 0.4343778 test: 0.4395309 best: 0.4395309 (70) total: 3.37s remaining: 1m 31s 71: learn: 0.4339486 test: 0.4390704 best: 0.4390704 (71) total: 3.42s remaining: 1m 31s 72: learn: 0.4332043 test: 0.4382976 best: 0.4382976 (72) total: 3.49s remaining: 1m 32s 73: learn: 0.4328103 test: 0.4378667 best: 0.4378667 (73) total: 3.55s remaining: 1m 32s 74: learn: 0.4325550 test: 0.4376088 best: 0.4376088 (74) total: 3.61s remaining: 1m 32s 75: learn: 0.4321341 test: 0.4371033 best: 0.4371033 (75) total: 3.66s remaining: 1m 32s 76: learn: 0.4317521 test: 0.4367159 best: 0.4367159 (76) total: 3.72s remaining: 1m 32s 77: learn: 0.4316030 test: 0.4366086 best: 0.4366086 (77) total: 3.77s remaining: 1m 33s 78: learn: 0.4311778 test: 0.4363263 best: 0.4363263 (78) total: 3.83s remaining: 1m 33s 79: learn: 0.4307954 test: 0.4360914 best: 0.4360914 (79) total: 3.89s remaining: 1m 33s 80: learn: 0.4305194 test: 0.4358375 best: 0.4358375 (80) total: 3.94s remaining: 1m 33s 81: learn: 0.4302609 test: 0.4356218 best: 0.4356218 (81) total: 4s remaining: 1m 33s 82: learn: 0.4300363 test: 0.4353990 best: 0.4353990 (82) total: 4.05s remaining: 1m 33s 83: learn: 0.4299392 test: 0.4353367 best: 0.4353367 (83) total: 4.11s remaining: 1m 33s 84: learn: 0.4294800 test: 0.4351230 best: 0.4351230 (84) total: 4.16s remaining: 1m 33s 85: learn: 0.4293093 test: 0.4350137 best: 0.4350137 (85) total: 4.2s remaining: 1m 33s 86: learn: 0.4291636 test: 0.4348782 best: 0.4348782 (86) total: 4.26s remaining: 1m 33s 87: learn: 0.4291240 test: 0.4348680 best: 0.4348680 (87) total: 4.31s remaining: 1m 33s 88: learn: 0.4289216 test: 0.4346817 best: 0.4346817 (88) total: 4.35s remaining: 1m 33s 89: learn: 0.4285640 test: 0.4343743 best: 0.4343743 (89) total: 4.39s remaining: 1m 33s 90: learn: 0.4282143 test: 0.4340216 best: 0.4340216 (90) total: 4.44s remaining: 1m 33s 91: learn: 0.4278602 test: 0.4337004 best: 0.4337004 (91) total: 4.5s remaining: 1m 33s 92: learn: 0.4277018 test: 0.4336268 best: 0.4336268 (92) total: 4.56s remaining: 1m 33s 93: learn: 0.4275379 test: 0.4334552 best: 0.4334552 (93) total: 4.61s remaining: 1m 33s 94: learn: 0.4274023 test: 0.4334341 best: 0.4334341 (94) total: 4.67s remaining: 1m 33s 95: learn: 0.4271935 test: 0.4332865 best: 0.4332865 (95) total: 4.73s remaining: 1m 33s 96: learn: 0.4270116 test: 0.4331645 best: 0.4331645 (96) total: 4.78s remaining: 1m 33s 97: learn: 0.4268584 test: 0.4330939 best: 0.4330939 (97) total: 4.84s remaining: 1m 33s 98: learn: 0.4265005 test: 0.4328690 best: 0.4328690 (98) total: 4.89s remaining: 1m 33s 99: learn: 0.4261993 test: 0.4326269 best: 0.4326269 (99) total: 4.96s remaining: 1m 34s 100: learn: 0.4261126 test: 0.4325520 best: 0.4325520 (100) total: 5.02s remaining: 1m 34s 101: learn: 0.4260866 test: 0.4325432 best: 0.4325432 (101) total: 5.07s remaining: 1m 34s 102: learn: 0.4259456 test: 0.4324447 best: 0.4324447 (102) total: 5.12s remaining: 1m 34s 103: learn: 0.4259246 test: 0.4324441 best: 0.4324441 (103) total: 5.17s remaining: 1m 34s 104: learn: 0.4257012 test: 0.4322551 best: 0.4322551 (104) total: 5.21s remaining: 1m 34s 105: learn: 0.4254812 test: 0.4320226 best: 0.4320226 (105) total: 5.26s remaining: 1m 34s 106: learn: 0.4252991 test: 0.4318524 best: 0.4318524 (106) total: 5.31s remaining: 1m 33s 107: learn: 0.4251894 test: 0.4317990 best: 0.4317990 (107) total: 5.36s remaining: 1m 33s 108: learn: 0.4250546 test: 0.4317755 best: 0.4317755 (108) total: 5.41s remaining: 1m 33s 109: learn: 0.4247657 test: 0.4316173 best: 0.4316173 (109) total: 5.46s remaining: 1m 33s 110: learn: 0.4247094 test: 0.4315770 best: 0.4315770 (110) total: 5.5s remaining: 1m 33s 111: learn: 0.4243003 test: 0.4312319 best: 0.4312319 (111) total: 5.55s remaining: 1m 33s 112: learn: 0.4241934 test: 0.4311743 best: 0.4311743 (112) total: 5.6s remaining: 1m 33s 113: learn: 0.4238441 test: 0.4308086 best: 0.4308086 (113) total: 5.64s remaining: 1m 33s 114: learn: 0.4236972 test: 0.4307192 best: 0.4307192 (114) total: 5.7s remaining: 1m 33s 115: learn: 0.4236972 test: 0.4307188 best: 0.4307188 (115) total: 5.75s remaining: 1m 33s 116: learn: 0.4235998 test: 0.4306556 best: 0.4306556 (116) total: 5.8s remaining: 1m 33s 117: learn: 0.4233580 test: 0.4303844 best: 0.4303844 (117) total: 5.87s remaining: 1m 33s 118: learn: 0.4233491 test: 0.4303917 best: 0.4303844 (117) total: 5.91s remaining: 1m 33s 119: learn: 0.4230410 test: 0.4301714 best: 0.4301714 (119) total: 5.96s remaining: 1m 33s 120: learn: 0.4227800 test: 0.4299734 best: 0.4299734 (120) total: 6.01s remaining: 1m 33s 121: learn: 0.4226607 test: 0.4299034 best: 0.4299034 (121) total: 6.07s remaining: 1m 33s 122: learn: 0.4224459 test: 0.4297151 best: 0.4297151 (122) total: 6.12s remaining: 1m 33s 123: learn: 0.4223683 test: 0.4296097 best: 0.4296097 (123) total: 6.17s remaining: 1m 33s 124: learn: 0.4217449 test: 0.4290146 best: 0.4290146 (124) total: 6.22s remaining: 1m 33s 125: learn: 0.4216024 test: 0.4289380 best: 0.4289380 (125) total: 6.27s remaining: 1m 33s 126: learn: 0.4215715 test: 0.4289345 best: 0.4289345 (126) total: 6.31s remaining: 1m 33s 127: learn: 0.4214689 test: 0.4288984 best: 0.4288984 (127) total: 6.36s remaining: 1m 32s 128: learn: 0.4214307 test: 0.4289098 best: 0.4288984 (127) total: 6.4s remaining: 1m 32s 129: learn: 0.4213873 test: 0.4289184 best: 0.4288984 (127) total: 6.45s remaining: 1m 32s 130: learn: 0.4211919 test: 0.4288006 best: 0.4288006 (130) total: 6.5s remaining: 1m 32s 131: learn: 0.4209468 test: 0.4285352 best: 0.4285352 (131) total: 6.55s remaining: 1m 32s 132: learn: 0.4209434 test: 0.4285352 best: 0.4285352 (132) total: 6.6s remaining: 1m 32s 133: learn: 0.4209270 test: 0.4285444 best: 0.4285352 (132) total: 6.65s remaining: 1m 32s 134: learn: 0.4208232 test: 0.4285151 best: 0.4285151 (134) total: 6.71s remaining: 1m 32s 135: learn: 0.4207559 test: 0.4284538 best: 0.4284538 (135) total: 6.77s remaining: 1m 32s 136: learn: 0.4206125 test: 0.4283789 best: 0.4283789 (136) total: 6.82s remaining: 1m 32s 137: learn: 0.4204494 test: 0.4282406 best: 0.4282406 (137) total: 6.88s remaining: 1m 32s 138: learn: 0.4201842 test: 0.4279612 best: 0.4279612 (138) total: 6.95s remaining: 1m 33s 139: learn: 0.4200269 test: 0.4278327 best: 0.4278327 (139) total: 7s remaining: 1m 32s 140: learn: 0.4196249 test: 0.4272794 best: 0.4272794 (140) total: 7.05s remaining: 1m 32s 141: learn: 0.4195604 test: 0.4272327 best: 0.4272327 (141) total: 7.1s remaining: 1m 32s 142: learn: 0.4193101 test: 0.4270205 best: 0.4270205 (142) total: 7.14s remaining: 1m 32s 143: learn: 0.4193024 test: 0.4270258 best: 0.4270205 (142) total: 7.2s remaining: 1m 32s 144: learn: 0.4192516 test: 0.4269974 best: 0.4269974 (144) total: 7.25s remaining: 1m 32s 145: learn: 0.4190865 test: 0.4268964 best: 0.4268964 (145) total: 7.29s remaining: 1m 32s 146: learn: 0.4187326 test: 0.4265464 best: 0.4265464 (146) total: 7.33s remaining: 1m 32s 147: learn: 0.4187117 test: 0.4265520 best: 0.4265464 (146) total: 7.39s remaining: 1m 32s 148: learn: 0.4185888 test: 0.4264441 best: 0.4264441 (148) total: 7.44s remaining: 1m 32s 149: learn: 0.4183087 test: 0.4260815 best: 0.4260815 (149) total: 7.5s remaining: 1m 32s 150: learn: 0.4182340 test: 0.4259737 best: 0.4259737 (150) total: 7.56s remaining: 1m 32s 151: learn: 0.4182204 test: 0.4259689 best: 0.4259689 (151) total: 7.61s remaining: 1m 32s 152: learn: 0.4180545 test: 0.4257798 best: 0.4257798 (152) total: 7.67s remaining: 1m 32s 153: learn: 0.4178846 test: 0.4256020 best: 0.4256020 (153) total: 7.72s remaining: 1m 32s 154: learn: 0.4176958 test: 0.4255755 best: 0.4255755 (154) total: 7.78s remaining: 1m 32s 155: learn: 0.4176658 test: 0.4255659 best: 0.4255659 (155) total: 7.83s remaining: 1m 32s 156: learn: 0.4176580 test: 0.4255659 best: 0.4255659 (156) total: 7.87s remaining: 1m 32s 157: learn: 0.4176523 test: 0.4255660 best: 0.4255659 (156) total: 7.93s remaining: 1m 32s 158: learn: 0.4176289 test: 0.4255708 best: 0.4255659 (156) total: 7.98s remaining: 1m 32s 159: learn: 0.4175438 test: 0.4254942 best: 0.4254942 (159) total: 8.03s remaining: 1m 32s 160: learn: 0.4173757 test: 0.4253653 best: 0.4253653 (160) total: 8.09s remaining: 1m 32s 161: learn: 0.4173707 test: 0.4253650 best: 0.4253650 (161) total: 8.13s remaining: 1m 32s 162: learn: 0.4173323 test: 0.4253393 best: 0.4253393 (162) total: 8.21s remaining: 1m 32s 163: learn: 0.4173244 test: 0.4253318 best: 0.4253318 (163) total: 8.27s remaining: 1m 32s 164: learn: 0.4172375 test: 0.4252810 best: 0.4252810 (164) total: 8.35s remaining: 1m 32s 165: learn: 0.4171860 test: 0.4252796 best: 0.4252796 (165) total: 8.41s remaining: 1m 32s 166: learn: 0.4170434 test: 0.4252181 best: 0.4252181 (166) total: 8.47s remaining: 1m 33s 167: learn: 0.4170291 test: 0.4252243 best: 0.4252181 (166) total: 8.56s remaining: 1m 33s 168: learn: 0.4169349 test: 0.4251790 best: 0.4251790 (168) total: 8.63s remaining: 1m 33s 169: learn: 0.4169213 test: 0.4251938 best: 0.4251790 (168) total: 8.69s remaining: 1m 33s 170: learn: 0.4168651 test: 0.4251281 best: 0.4251281 (170) total: 8.75s remaining: 1m 33s 171: learn: 0.4166488 test: 0.4249044 best: 0.4249044 (171) total: 8.82s remaining: 1m 33s 172: learn: 0.4166126 test: 0.4248947 best: 0.4248947 (172) total: 8.89s remaining: 1m 33s 173: learn: 0.4166052 test: 0.4248947 best: 0.4248947 (173) total: 8.94s remaining: 1m 33s 174: learn: 0.4165941 test: 0.4249016 best: 0.4248947 (173) total: 8.99s remaining: 1m 33s 175: learn: 0.4165200 test: 0.4248280 best: 0.4248280 (175) total: 9.06s remaining: 1m 33s 176: learn: 0.4164517 test: 0.4248128 best: 0.4248128 (176) total: 9.12s remaining: 1m 33s 177: learn: 0.4162514 test: 0.4247932 best: 0.4247932 (177) total: 9.18s remaining: 1m 33s 178: learn: 0.4161118 test: 0.4247380 best: 0.4247380 (178) total: 9.23s remaining: 1m 33s 179: learn: 0.4160983 test: 0.4247408 best: 0.4247380 (178) total: 9.29s remaining: 1m 33s 180: learn: 0.4158993 test: 0.4245959 best: 0.4245959 (180) total: 9.35s remaining: 1m 33s 181: learn: 0.4156861 test: 0.4243945 best: 0.4243945 (181) total: 9.4s remaining: 1m 33s 182: learn: 0.4156852 test: 0.4243946 best: 0.4243945 (181) total: 9.47s remaining: 1m 34s 183: learn: 0.4156845 test: 0.4243968 best: 0.4243945 (181) total: 9.53s remaining: 1m 34s 184: learn: 0.4156799 test: 0.4243979 best: 0.4243945 (181) total: 9.57s remaining: 1m 33s 185: learn: 0.4154724 test: 0.4242565 best: 0.4242565 (185) total: 9.62s remaining: 1m 33s 186: learn: 0.4153672 test: 0.4241864 best: 0.4241864 (186) total: 9.67s remaining: 1m 33s 187: learn: 0.4153263 test: 0.4241879 best: 0.4241864 (186) total: 9.73s remaining: 1m 33s 188: learn: 0.4152567 test: 0.4241632 best: 0.4241632 (188) total: 9.78s remaining: 1m 33s 189: learn: 0.4152534 test: 0.4241630 best: 0.4241630 (189) total: 9.82s remaining: 1m 33s 190: learn: 0.4152295 test: 0.4241540 best: 0.4241540 (190) total: 9.87s remaining: 1m 33s 191: learn: 0.4151894 test: 0.4241161 best: 0.4241161 (191) total: 9.92s remaining: 1m 33s 192: learn: 0.4150781 test: 0.4240545 best: 0.4240545 (192) total: 9.96s remaining: 1m 33s 193: learn: 0.4148525 test: 0.4237469 best: 0.4237469 (193) total: 10s remaining: 1m 33s 194: learn: 0.4148172 test: 0.4237573 best: 0.4237469 (193) total: 10s remaining: 1m 32s 195: learn: 0.4148074 test: 0.4237573 best: 0.4237469 (193) total: 10.1s remaining: 1m 32s 196: learn: 0.4148039 test: 0.4237580 best: 0.4237469 (193) total: 10.1s remaining: 1m 32s 197: learn: 0.4148007 test: 0.4237629 best: 0.4237469 (193) total: 10.2s remaining: 1m 32s 198: learn: 0.4145623 test: 0.4236135 best: 0.4236135 (198) total: 10.2s remaining: 1m 32s 199: learn: 0.4144975 test: 0.4235830 best: 0.4235830 (199) total: 10.2s remaining: 1m 32s 200: learn: 0.4144268 test: 0.4235783 best: 0.4235783 (200) total: 10.3s remaining: 1m 32s 201: learn: 0.4144220 test: 0.4235845 best: 0.4235783 (200) total: 10.3s remaining: 1m 31s 202: learn: 0.4143858 test: 0.4235598 best: 0.4235598 (202) total: 10.4s remaining: 1m 31s 203: learn: 0.4143777 test: 0.4235598 best: 0.4235598 (203) total: 10.4s remaining: 1m 31s 204: learn: 0.4143739 test: 0.4235731 best: 0.4235598 (203) total: 10.4s remaining: 1m 31s 205: learn: 0.4143118 test: 0.4235459 best: 0.4235459 (205) total: 10.5s remaining: 1m 31s 206: learn: 0.4142662 test: 0.4235404 best: 0.4235404 (206) total: 10.5s remaining: 1m 31s 207: learn: 0.4142559 test: 0.4235301 best: 0.4235301 (207) total: 10.6s remaining: 1m 31s 208: learn: 0.4142367 test: 0.4234958 best: 0.4234958 (208) total: 10.6s remaining: 1m 31s 209: learn: 0.4141758 test: 0.4234980 best: 0.4234958 (208) total: 10.7s remaining: 1m 30s 210: learn: 0.4140081 test: 0.4234683 best: 0.4234683 (210) total: 10.7s remaining: 1m 30s 211: learn: 0.4140071 test: 0.4234681 best: 0.4234681 (211) total: 10.8s remaining: 1m 30s 212: learn: 0.4139988 test: 0.4234716 best: 0.4234681 (211) total: 10.8s remaining: 1m 30s 213: learn: 0.4138011 test: 0.4233724 best: 0.4233724 (213) total: 10.9s remaining: 1m 30s 214: learn: 0.4136845 test: 0.4233038 best: 0.4233038 (214) total: 10.9s remaining: 1m 30s 215: learn: 0.4136825 test: 0.4233100 best: 0.4233038 (214) total: 11s remaining: 1m 30s 216: learn: 0.4136629 test: 0.4233107 best: 0.4233038 (214) total: 11s remaining: 1m 30s 217: learn: 0.4134731 test: 0.4231470 best: 0.4231470 (217) total: 11s remaining: 1m 30s 218: learn: 0.4134492 test: 0.4231443 best: 0.4231443 (218) total: 11.1s remaining: 1m 30s 219: learn: 0.4134440 test: 0.4231430 best: 0.4231430 (219) total: 11.2s remaining: 1m 30s 220: learn: 0.4134335 test: 0.4231430 best: 0.4231430 (220) total: 11.2s remaining: 1m 30s 221: learn: 0.4134277 test: 0.4231430 best: 0.4231430 (221) total: 11.3s remaining: 1m 30s 222: learn: 0.4133949 test: 0.4231424 best: 0.4231424 (222) total: 11.3s remaining: 1m 30s 223: learn: 0.4133141 test: 0.4230768 best: 0.4230768 (223) total: 11.4s remaining: 1m 30s 224: learn: 0.4132963 test: 0.4230900 best: 0.4230768 (223) total: 11.5s remaining: 1m 30s 225: learn: 0.4132894 test: 0.4230900 best: 0.4230768 (223) total: 11.5s remaining: 1m 30s 226: learn: 0.4132748 test: 0.4231089 best: 0.4230768 (223) total: 11.6s remaining: 1m 30s 227: learn: 0.4132729 test: 0.4231126 best: 0.4230768 (223) total: 11.6s remaining: 1m 30s 228: learn: 0.4132652 test: 0.4231254 best: 0.4230768 (223) total: 11.7s remaining: 1m 30s 229: learn: 0.4131182 test: 0.4230217 best: 0.4230217 (229) total: 11.7s remaining: 1m 30s 230: learn: 0.4131051 test: 0.4229996 best: 0.4229996 (230) total: 11.8s remaining: 1m 30s 231: learn: 0.4128666 test: 0.4229017 best: 0.4229017 (231) total: 11.8s remaining: 1m 30s 232: learn: 0.4128601 test: 0.4228946 best: 0.4228946 (232) total: 11.9s remaining: 1m 30s 233: learn: 0.4127648 test: 0.4228494 best: 0.4228494 (233) total: 11.9s remaining: 1m 29s 234: learn: 0.4127408 test: 0.4228311 best: 0.4228311 (234) total: 12s remaining: 1m 29s 235: learn: 0.4126735 test: 0.4227695 best: 0.4227695 (235) total: 12s remaining: 1m 29s 236: learn: 0.4125621 test: 0.4226877 best: 0.4226877 (236) total: 12s remaining: 1m 29s 237: learn: 0.4125576 test: 0.4226798 best: 0.4226798 (237) total: 12.1s remaining: 1m 29s 238: learn: 0.4125064 test: 0.4226283 best: 0.4226283 (238) total: 12.1s remaining: 1m 29s 239: learn: 0.4123722 test: 0.4224615 best: 0.4224615 (239) total: 12.2s remaining: 1m 29s 240: learn: 0.4122312 test: 0.4224000 best: 0.4224000 (240) total: 12.2s remaining: 1m 29s 241: learn: 0.4122045 test: 0.4223839 best: 0.4223839 (241) total: 12.3s remaining: 1m 29s 242: learn: 0.4121995 test: 0.4223836 best: 0.4223836 (242) total: 12.3s remaining: 1m 29s 243: learn: 0.4120036 test: 0.4221793 best: 0.4221793 (243) total: 12.4s remaining: 1m 29s 244: learn: 0.4119991 test: 0.4221793 best: 0.4221793 (243) total: 12.5s remaining: 1m 29s 245: learn: 0.4119440 test: 0.4221588 best: 0.4221588 (245) total: 12.5s remaining: 1m 29s 246: learn: 0.4118511 test: 0.4221306 best: 0.4221306 (246) total: 12.6s remaining: 1m 29s 247: learn: 0.4118410 test: 0.4221302 best: 0.4221302 (247) total: 12.6s remaining: 1m 29s 248: learn: 0.4118398 test: 0.4221329 best: 0.4221302 (247) total: 12.7s remaining: 1m 29s 249: learn: 0.4118392 test: 0.4221314 best: 0.4221302 (247) total: 12.8s remaining: 1m 29s 250: learn: 0.4118388 test: 0.4221312 best: 0.4221302 (247) total: 12.8s remaining: 1m 29s 251: learn: 0.4117976 test: 0.4221294 best: 0.4221294 (251) total: 12.9s remaining: 1m 29s 252: learn: 0.4117131 test: 0.4220660 best: 0.4220660 (252) total: 12.9s remaining: 1m 29s 253: learn: 0.4117099 test: 0.4220660 best: 0.4220660 (252) total: 13s remaining: 1m 29s 254: learn: 0.4117018 test: 0.4220527 best: 0.4220527 (254) total: 13s remaining: 1m 28s 255: learn: 0.4116994 test: 0.4220553 best: 0.4220527 (254) total: 13s remaining: 1m 28s 256: learn: 0.4116536 test: 0.4220545 best: 0.4220527 (254) total: 13.1s remaining: 1m 28s 257: learn: 0.4116536 test: 0.4220543 best: 0.4220527 (254) total: 13.1s remaining: 1m 28s 258: learn: 0.4116397 test: 0.4220417 best: 0.4220417 (258) total: 13.2s remaining: 1m 28s 259: learn: 0.4115048 test: 0.4219687 best: 0.4219687 (259) total: 13.2s remaining: 1m 28s 260: learn: 0.4114993 test: 0.4219685 best: 0.4219685 (260) total: 13.3s remaining: 1m 28s 261: learn: 0.4114993 test: 0.4219684 best: 0.4219684 (261) total: 13.3s remaining: 1m 28s 262: learn: 0.4114538 test: 0.4219481 best: 0.4219481 (262) total: 13.4s remaining: 1m 28s 263: learn: 0.4114497 test: 0.4219481 best: 0.4219481 (263) total: 13.4s remaining: 1m 28s 264: learn: 0.4114460 test: 0.4219481 best: 0.4219481 (264) total: 13.5s remaining: 1m 28s 265: learn: 0.4114453 test: 0.4219481 best: 0.4219481 (265) total: 13.5s remaining: 1m 28s 266: learn: 0.4112441 test: 0.4217633 best: 0.4217633 (266) total: 13.6s remaining: 1m 28s 267: learn: 0.4110917 test: 0.4216589 best: 0.4216589 (267) total: 13.6s remaining: 1m 28s 268: learn: 0.4109296 test: 0.4216629 best: 0.4216589 (267) total: 13.7s remaining: 1m 27s 269: learn: 0.4107373 test: 0.4215304 best: 0.4215304 (269) total: 13.7s remaining: 1m 27s 270: learn: 0.4107119 test: 0.4215472 best: 0.4215304 (269) total: 13.8s remaining: 1m 27s 271: learn: 0.4107075 test: 0.4215472 best: 0.4215304 (269) total: 13.8s remaining: 1m 27s 272: learn: 0.4107060 test: 0.4215485 best: 0.4215304 (269) total: 13.8s remaining: 1m 27s 273: learn: 0.4106622 test: 0.4215318 best: 0.4215304 (269) total: 13.9s remaining: 1m 27s 274: learn: 0.4106543 test: 0.4215356 best: 0.4215304 (269) total: 13.9s remaining: 1m 27s 275: learn: 0.4104860 test: 0.4213054 best: 0.4213054 (275) total: 14s remaining: 1m 27s 276: learn: 0.4104823 test: 0.4213156 best: 0.4213054 (275) total: 14s remaining: 1m 27s 277: learn: 0.4104805 test: 0.4213224 best: 0.4213054 (275) total: 14s remaining: 1m 27s 278: learn: 0.4102896 test: 0.4211719 best: 0.4211719 (278) total: 14.1s remaining: 1m 26s 279: learn: 0.4102881 test: 0.4211815 best: 0.4211719 (278) total: 14.1s remaining: 1m 26s 280: learn: 0.4102823 test: 0.4211906 best: 0.4211719 (278) total: 14.2s remaining: 1m 26s 281: learn: 0.4102732 test: 0.4211906 best: 0.4211719 (278) total: 14.2s remaining: 1m 26s 282: learn: 0.4102705 test: 0.4211933 best: 0.4211719 (278) total: 14.2s remaining: 1m 26s 283: learn: 0.4102697 test: 0.4211927 best: 0.4211719 (278) total: 14.3s remaining: 1m 26s 284: learn: 0.4102374 test: 0.4211713 best: 0.4211713 (284) total: 14.3s remaining: 1m 26s 285: learn: 0.4102356 test: 0.4211721 best: 0.4211713 (284) total: 14.4s remaining: 1m 26s 286: learn: 0.4102353 test: 0.4211731 best: 0.4211713 (284) total: 14.4s remaining: 1m 26s 287: learn: 0.4102345 test: 0.4211822 best: 0.4211713 (284) total: 14.5s remaining: 1m 26s 288: learn: 0.4102342 test: 0.4211822 best: 0.4211713 (284) total: 14.5s remaining: 1m 25s 289: learn: 0.4102302 test: 0.4211816 best: 0.4211713 (284) total: 14.5s remaining: 1m 25s 290: learn: 0.4102293 test: 0.4211899 best: 0.4211713 (284) total: 14.6s remaining: 1m 25s 291: learn: 0.4102251 test: 0.4211901 best: 0.4211713 (284) total: 14.6s remaining: 1m 25s 292: learn: 0.4102191 test: 0.4211877 best: 0.4211713 (284) total: 14.7s remaining: 1m 25s 293: learn: 0.4100519 test: 0.4211368 best: 0.4211368 (293) total: 14.7s remaining: 1m 25s 294: learn: 0.4100475 test: 0.4211259 best: 0.4211259 (294) total: 14.8s remaining: 1m 25s 295: learn: 0.4100440 test: 0.4211270 best: 0.4211259 (294) total: 14.9s remaining: 1m 25s 296: learn: 0.4100413 test: 0.4211269 best: 0.4211259 (294) total: 14.9s remaining: 1m 25s 297: learn: 0.4099478 test: 0.4211412 best: 0.4211259 (294) total: 15s remaining: 1m 25s 298: learn: 0.4099152 test: 0.4211364 best: 0.4211259 (294) total: 15.1s remaining: 1m 25s 299: learn: 0.4098224 test: 0.4210981 best: 0.4210981 (299) total: 15.1s remaining: 1m 25s 300: learn: 0.4098116 test: 0.4210899 best: 0.4210899 (300) total: 15.2s remaining: 1m 25s 301: learn: 0.4097707 test: 0.4210890 best: 0.4210890 (301) total: 15.2s remaining: 1m 25s 302: learn: 0.4097694 test: 0.4210963 best: 0.4210890 (301) total: 15.3s remaining: 1m 25s 303: learn: 0.4097655 test: 0.4211031 best: 0.4210890 (301) total: 15.3s remaining: 1m 25s 304: learn: 0.4097425 test: 0.4211033 best: 0.4210890 (301) total: 15.4s remaining: 1m 25s 305: learn: 0.4096569 test: 0.4210810 best: 0.4210810 (305) total: 15.4s remaining: 1m 25s 306: learn: 0.4096120 test: 0.4210224 best: 0.4210224 (306) total: 15.5s remaining: 1m 25s 307: learn: 0.4096084 test: 0.4210224 best: 0.4210224 (307) total: 15.5s remaining: 1m 25s 308: learn: 0.4095239 test: 0.4209778 best: 0.4209778 (308) total: 15.6s remaining: 1m 25s 309: learn: 0.4094140 test: 0.4209115 best: 0.4209115 (309) total: 15.6s remaining: 1m 25s 310: learn: 0.4092975 test: 0.4207700 best: 0.4207700 (310) total: 15.7s remaining: 1m 25s 311: learn: 0.4092131 test: 0.4206594 best: 0.4206594 (311) total: 15.7s remaining: 1m 25s 312: learn: 0.4091876 test: 0.4206506 best: 0.4206506 (312) total: 15.8s remaining: 1m 25s 313: learn: 0.4090929 test: 0.4206151 best: 0.4206151 (313) total: 15.8s remaining: 1m 24s 314: learn: 0.4090555 test: 0.4205823 best: 0.4205823 (314) total: 15.9s remaining: 1m 24s 315: learn: 0.4090521 test: 0.4205811 best: 0.4205811 (315) total: 15.9s remaining: 1m 24s 316: learn: 0.4088714 test: 0.4204131 best: 0.4204131 (316) total: 16s remaining: 1m 24s 317: learn: 0.4088590 test: 0.4204132 best: 0.4204131 (316) total: 16s remaining: 1m 24s 318: learn: 0.4087160 test: 0.4202555 best: 0.4202555 (318) total: 16.1s remaining: 1m 24s 319: learn: 0.4087120 test: 0.4202556 best: 0.4202555 (318) total: 16.1s remaining: 1m 24s 320: learn: 0.4087103 test: 0.4202566 best: 0.4202555 (318) total: 16.2s remaining: 1m 24s 321: learn: 0.4086984 test: 0.4202722 best: 0.4202555 (318) total: 16.2s remaining: 1m 24s 322: learn: 0.4086695 test: 0.4202886 best: 0.4202555 (318) total: 16.3s remaining: 1m 24s 323: learn: 0.4082754 test: 0.4197921 best: 0.4197921 (323) total: 16.3s remaining: 1m 24s 324: learn: 0.4082434 test: 0.4197153 best: 0.4197153 (324) total: 16.3s remaining: 1m 24s 325: learn: 0.4082433 test: 0.4197152 best: 0.4197152 (325) total: 16.4s remaining: 1m 24s 326: learn: 0.4082432 test: 0.4197150 best: 0.4197150 (326) total: 16.4s remaining: 1m 24s 327: learn: 0.4082381 test: 0.4197150 best: 0.4197150 (327) total: 16.5s remaining: 1m 24s 328: learn: 0.4082370 test: 0.4197139 best: 0.4197139 (328) total: 16.5s remaining: 1m 23s 329: learn: 0.4082369 test: 0.4197137 best: 0.4197137 (329) total: 16.6s remaining: 1m 23s 330: learn: 0.4079551 test: 0.4197988 best: 0.4197137 (329) total: 16.6s remaining: 1m 23s 331: learn: 0.4079537 test: 0.4197988 best: 0.4197137 (329) total: 16.7s remaining: 1m 23s 332: learn: 0.4079454 test: 0.4198013 best: 0.4197137 (329) total: 16.7s remaining: 1m 23s 333: learn: 0.4079450 test: 0.4198014 best: 0.4197137 (329) total: 16.8s remaining: 1m 23s 334: learn: 0.4078798 test: 0.4197521 best: 0.4197137 (329) total: 16.8s remaining: 1m 23s 335: learn: 0.4078790 test: 0.4197521 best: 0.4197137 (329) total: 16.8s remaining: 1m 23s 336: learn: 0.4078381 test: 0.4197305 best: 0.4197137 (329) total: 16.9s remaining: 1m 23s 337: learn: 0.4078381 test: 0.4197305 best: 0.4197137 (329) total: 16.9s remaining: 1m 23s 338: learn: 0.4078381 test: 0.4197304 best: 0.4197137 (329) total: 16.9s remaining: 1m 23s 339: learn: 0.4078362 test: 0.4197276 best: 0.4197137 (329) total: 17s remaining: 1m 22s 340: learn: 0.4078255 test: 0.4197286 best: 0.4197137 (329) total: 17s remaining: 1m 22s 341: learn: 0.4078072 test: 0.4197279 best: 0.4197137 (329) total: 17.1s remaining: 1m 22s 342: learn: 0.4078052 test: 0.4197289 best: 0.4197137 (329) total: 17.2s remaining: 1m 22s 343: learn: 0.4078037 test: 0.4197289 best: 0.4197137 (329) total: 17.2s remaining: 1m 22s 344: learn: 0.4077188 test: 0.4196892 best: 0.4196892 (344) total: 17.2s remaining: 1m 22s 345: learn: 0.4076389 test: 0.4196641 best: 0.4196641 (345) total: 17.3s remaining: 1m 22s 346: learn: 0.4076350 test: 0.4196636 best: 0.4196636 (346) total: 17.3s remaining: 1m 22s 347: learn: 0.4076270 test: 0.4196613 best: 0.4196613 (347) total: 17.4s remaining: 1m 22s 348: learn: 0.4076265 test: 0.4196613 best: 0.4196613 (347) total: 17.4s remaining: 1m 22s 349: learn: 0.4076249 test: 0.4196613 best: 0.4196613 (347) total: 17.5s remaining: 1m 22s 350: learn: 0.4076188 test: 0.4196678 best: 0.4196613 (347) total: 17.5s remaining: 1m 22s 351: learn: 0.4075343 test: 0.4196304 best: 0.4196304 (351) total: 17.6s remaining: 1m 22s 352: learn: 0.4074989 test: 0.4196308 best: 0.4196304 (351) total: 17.6s remaining: 1m 22s 353: learn: 0.4074126 test: 0.4196096 best: 0.4196096 (353) total: 17.7s remaining: 1m 22s 354: learn: 0.4074114 test: 0.4196122 best: 0.4196096 (353) total: 17.7s remaining: 1m 22s 355: learn: 0.4074069 test: 0.4196093 best: 0.4196093 (355) total: 17.8s remaining: 1m 22s 356: learn: 0.4074050 test: 0.4196093 best: 0.4196093 (355) total: 17.8s remaining: 1m 21s 357: learn: 0.4074042 test: 0.4196142 best: 0.4196093 (355) total: 17.9s remaining: 1m 21s 358: learn: 0.4074025 test: 0.4196252 best: 0.4196093 (355) total: 17.9s remaining: 1m 21s 359: learn: 0.4074014 test: 0.4196252 best: 0.4196093 (355) total: 17.9s remaining: 1m 21s 360: learn: 0.4073201 test: 0.4195963 best: 0.4195963 (360) total: 18s remaining: 1m 21s 361: learn: 0.4073201 test: 0.4195963 best: 0.4195963 (360) total: 18s remaining: 1m 21s 362: learn: 0.4072895 test: 0.4195869 best: 0.4195869 (362) total: 18.1s remaining: 1m 21s 363: learn: 0.4072829 test: 0.4195859 best: 0.4195859 (363) total: 18.1s remaining: 1m 21s 364: learn: 0.4072721 test: 0.4195875 best: 0.4195859 (363) total: 18.2s remaining: 1m 21s 365: learn: 0.4072719 test: 0.4195917 best: 0.4195859 (363) total: 18.3s remaining: 1m 21s 366: learn: 0.4071919 test: 0.4195848 best: 0.4195848 (366) total: 18.3s remaining: 1m 21s 367: learn: 0.4071864 test: 0.4195840 best: 0.4195840 (367) total: 18.4s remaining: 1m 21s 368: learn: 0.4071678 test: 0.4195647 best: 0.4195647 (368) total: 18.4s remaining: 1m 21s 369: learn: 0.4071610 test: 0.4195650 best: 0.4195647 (368) total: 18.5s remaining: 1m 21s 370: learn: 0.4071608 test: 0.4195650 best: 0.4195647 (368) total: 18.5s remaining: 1m 21s 371: learn: 0.4071601 test: 0.4195650 best: 0.4195647 (368) total: 18.5s remaining: 1m 21s 372: learn: 0.4071584 test: 0.4195644 best: 0.4195644 (372) total: 18.6s remaining: 1m 21s 373: learn: 0.4071258 test: 0.4195312 best: 0.4195312 (373) total: 18.6s remaining: 1m 21s 374: learn: 0.4071223 test: 0.4195239 best: 0.4195239 (374) total: 18.7s remaining: 1m 21s 375: learn: 0.4071209 test: 0.4195239 best: 0.4195239 (375) total: 18.7s remaining: 1m 20s 376: learn: 0.4071143 test: 0.4195252 best: 0.4195239 (375) total: 18.8s remaining: 1m 20s 377: learn: 0.4070834 test: 0.4194953 best: 0.4194953 (377) total: 18.8s remaining: 1m 20s 378: learn: 0.4070740 test: 0.4194977 best: 0.4194953 (377) total: 18.9s remaining: 1m 20s 379: learn: 0.4070736 test: 0.4195012 best: 0.4194953 (377) total: 18.9s remaining: 1m 20s 380: learn: 0.4070672 test: 0.4195060 best: 0.4194953 (377) total: 19s remaining: 1m 20s 381: learn: 0.4070416 test: 0.4194929 best: 0.4194929 (381) total: 19s remaining: 1m 20s 382: learn: 0.4069892 test: 0.4194576 best: 0.4194576 (382) total: 19.1s remaining: 1m 20s 383: learn: 0.4069881 test: 0.4194580 best: 0.4194576 (382) total: 19.1s remaining: 1m 20s 384: learn: 0.4069880 test: 0.4194579 best: 0.4194576 (382) total: 19.1s remaining: 1m 20s 385: learn: 0.4069851 test: 0.4194582 best: 0.4194576 (382) total: 19.2s remaining: 1m 20s 386: learn: 0.4069790 test: 0.4194471 best: 0.4194471 (386) total: 19.2s remaining: 1m 20s 387: learn: 0.4069670 test: 0.4194448 best: 0.4194448 (387) total: 19.3s remaining: 1m 20s 388: learn: 0.4069663 test: 0.4194480 best: 0.4194448 (387) total: 19.3s remaining: 1m 20s 389: learn: 0.4069550 test: 0.4194451 best: 0.4194448 (387) total: 19.4s remaining: 1m 19s 390: learn: 0.4069518 test: 0.4194491 best: 0.4194448 (387) total: 19.4s remaining: 1m 19s 391: learn: 0.4069517 test: 0.4194490 best: 0.4194448 (387) total: 19.5s remaining: 1m 19s 392: learn: 0.4069504 test: 0.4194491 best: 0.4194448 (387) total: 19.5s remaining: 1m 19s 393: learn: 0.4069172 test: 0.4194274 best: 0.4194274 (393) total: 19.5s remaining: 1m 19s 394: learn: 0.4069114 test: 0.4194225 best: 0.4194225 (394) total: 19.6s remaining: 1m 19s 395: learn: 0.4068845 test: 0.4194008 best: 0.4194008 (395) total: 19.6s remaining: 1m 19s 396: learn: 0.4068784 test: 0.4194019 best: 0.4194008 (395) total: 19.7s remaining: 1m 19s 397: learn: 0.4068784 test: 0.4194019 best: 0.4194008 (395) total: 19.7s remaining: 1m 19s 398: learn: 0.4068015 test: 0.4193560 best: 0.4193560 (398) total: 19.8s remaining: 1m 19s 399: learn: 0.4068011 test: 0.4193586 best: 0.4193560 (398) total: 19.8s remaining: 1m 19s 400: learn: 0.4067998 test: 0.4193606 best: 0.4193560 (398) total: 19.9s remaining: 1m 19s 401: learn: 0.4067991 test: 0.4193609 best: 0.4193560 (398) total: 19.9s remaining: 1m 19s 402: learn: 0.4067987 test: 0.4193609 best: 0.4193560 (398) total: 20s remaining: 1m 19s 403: learn: 0.4067582 test: 0.4193225 best: 0.4193225 (403) total: 20s remaining: 1m 19s 404: learn: 0.4067535 test: 0.4193167 best: 0.4193167 (404) total: 20s remaining: 1m 18s 405: learn: 0.4067160 test: 0.4192934 best: 0.4192934 (405) total: 20.1s remaining: 1m 18s 406: learn: 0.4066182 test: 0.4191625 best: 0.4191625 (406) total: 20.1s remaining: 1m 18s 407: learn: 0.4066178 test: 0.4191645 best: 0.4191625 (406) total: 20.2s remaining: 1m 18s 408: learn: 0.4066175 test: 0.4191665 best: 0.4191625 (406) total: 20.2s remaining: 1m 18s 409: learn: 0.4066157 test: 0.4191668 best: 0.4191625 (406) total: 20.3s remaining: 1m 18s 410: learn: 0.4065692 test: 0.4191326 best: 0.4191326 (410) total: 20.3s remaining: 1m 18s 411: learn: 0.4065658 test: 0.4191292 best: 0.4191292 (411) total: 20.4s remaining: 1m 18s 412: learn: 0.4065529 test: 0.4191206 best: 0.4191206 (412) total: 20.4s remaining: 1m 18s 413: learn: 0.4065525 test: 0.4191190 best: 0.4191190 (413) total: 20.5s remaining: 1m 18s 414: learn: 0.4065225 test: 0.4190933 best: 0.4190933 (414) total: 20.5s remaining: 1m 18s 415: learn: 0.4065223 test: 0.4190933 best: 0.4190933 (415) total: 20.6s remaining: 1m 18s 416: learn: 0.4065154 test: 0.4190915 best: 0.4190915 (416) total: 20.6s remaining: 1m 18s 417: learn: 0.4065039 test: 0.4190989 best: 0.4190915 (416) total: 20.7s remaining: 1m 18s 418: learn: 0.4064950 test: 0.4190871 best: 0.4190871 (418) total: 20.7s remaining: 1m 18s 419: learn: 0.4064794 test: 0.4190893 best: 0.4190871 (418) total: 20.8s remaining: 1m 18s 420: learn: 0.4064246 test: 0.4190300 best: 0.4190300 (420) total: 20.8s remaining: 1m 18s 421: learn: 0.4064082 test: 0.4190152 best: 0.4190152 (421) total: 20.9s remaining: 1m 18s 422: learn: 0.4064080 test: 0.4190152 best: 0.4190152 (421) total: 20.9s remaining: 1m 17s 423: learn: 0.4063252 test: 0.4188761 best: 0.4188761 (423) total: 21s remaining: 1m 17s 424: learn: 0.4063210 test: 0.4188748 best: 0.4188748 (424) total: 21s remaining: 1m 17s 425: learn: 0.4062848 test: 0.4188574 best: 0.4188574 (425) total: 21s remaining: 1m 17s 426: learn: 0.4061137 test: 0.4187629 best: 0.4187629 (426) total: 21.1s remaining: 1m 17s 427: learn: 0.4061137 test: 0.4187623 best: 0.4187623 (427) total: 21.1s remaining: 1m 17s 428: learn: 0.4061089 test: 0.4187652 best: 0.4187623 (427) total: 21.2s remaining: 1m 17s 429: learn: 0.4059396 test: 0.4186054 best: 0.4186054 (429) total: 21.2s remaining: 1m 17s 430: learn: 0.4059336 test: 0.4186051 best: 0.4186051 (430) total: 21.3s remaining: 1m 17s 431: learn: 0.4059323 test: 0.4186051 best: 0.4186051 (430) total: 21.3s remaining: 1m 17s 432: learn: 0.4059267 test: 0.4185934 best: 0.4185934 (432) total: 21.3s remaining: 1m 17s 433: learn: 0.4059264 test: 0.4185927 best: 0.4185927 (433) total: 21.4s remaining: 1m 17s 434: learn: 0.4059260 test: 0.4185897 best: 0.4185897 (434) total: 21.4s remaining: 1m 17s 435: learn: 0.4059258 test: 0.4185890 best: 0.4185890 (435) total: 21.5s remaining: 1m 17s 436: learn: 0.4059257 test: 0.4185885 best: 0.4185885 (436) total: 21.5s remaining: 1m 17s 437: learn: 0.4058602 test: 0.4185560 best: 0.4185560 (437) total: 21.6s remaining: 1m 16s 438: learn: 0.4057984 test: 0.4185502 best: 0.4185502 (438) total: 21.6s remaining: 1m 16s 439: learn: 0.4057881 test: 0.4185508 best: 0.4185502 (438) total: 21.7s remaining: 1m 16s 440: learn: 0.4057545 test: 0.4185265 best: 0.4185265 (440) total: 21.8s remaining: 1m 16s 441: learn: 0.4056996 test: 0.4184917 best: 0.4184917 (441) total: 21.8s remaining: 1m 16s 442: learn: 0.4056626 test: 0.4184812 best: 0.4184812 (442) total: 21.9s remaining: 1m 16s 443: learn: 0.4056566 test: 0.4184826 best: 0.4184812 (442) total: 21.9s remaining: 1m 16s 444: learn: 0.4056486 test: 0.4184822 best: 0.4184812 (442) total: 22s remaining: 1m 16s 445: learn: 0.4056123 test: 0.4184495 best: 0.4184495 (445) total: 22s remaining: 1m 16s 446: learn: 0.4056094 test: 0.4184472 best: 0.4184472 (446) total: 22.1s remaining: 1m 16s 447: learn: 0.4056051 test: 0.4184561 best: 0.4184472 (446) total: 22.1s remaining: 1m 16s 448: learn: 0.4056049 test: 0.4184541 best: 0.4184472 (446) total: 22.2s remaining: 1m 16s 449: learn: 0.4055315 test: 0.4184462 best: 0.4184462 (449) total: 22.2s remaining: 1m 16s 450: learn: 0.4055303 test: 0.4184456 best: 0.4184456 (450) total: 22.3s remaining: 1m 16s 451: learn: 0.4054594 test: 0.4183726 best: 0.4183726 (451) total: 22.3s remaining: 1m 16s 452: learn: 0.4054593 test: 0.4183726 best: 0.4183726 (452) total: 22.4s remaining: 1m 16s 453: learn: 0.4054593 test: 0.4183725 best: 0.4183725 (453) total: 22.4s remaining: 1m 16s 454: learn: 0.4053714 test: 0.4183293 best: 0.4183293 (454) total: 22.4s remaining: 1m 16s 455: learn: 0.4052867 test: 0.4182511 best: 0.4182511 (455) total: 22.5s remaining: 1m 16s 456: learn: 0.4052867 test: 0.4182507 best: 0.4182507 (456) total: 22.5s remaining: 1m 16s 457: learn: 0.4052622 test: 0.4182533 best: 0.4182507 (456) total: 22.6s remaining: 1m 16s 458: learn: 0.4052500 test: 0.4182522 best: 0.4182507 (456) total: 22.6s remaining: 1m 16s 459: learn: 0.4052497 test: 0.4182524 best: 0.4182507 (456) total: 22.7s remaining: 1m 15s 460: learn: 0.4052486 test: 0.4182512 best: 0.4182507 (456) total: 22.7s remaining: 1m 15s 461: learn: 0.4051530 test: 0.4181765 best: 0.4181765 (461) total: 22.8s remaining: 1m 15s 462: learn: 0.4051282 test: 0.4181709 best: 0.4181709 (462) total: 22.8s remaining: 1m 15s 463: learn: 0.4051263 test: 0.4181757 best: 0.4181709 (462) total: 22.9s remaining: 1m 15s 464: learn: 0.4051114 test: 0.4181808 best: 0.4181709 (462) total: 22.9s remaining: 1m 15s 465: learn: 0.4050617 test: 0.4181423 best: 0.4181423 (465) total: 23s remaining: 1m 15s 466: learn: 0.4050611 test: 0.4181426 best: 0.4181423 (465) total: 23s remaining: 1m 15s 467: learn: 0.4050600 test: 0.4181421 best: 0.4181421 (467) total: 23.1s remaining: 1m 15s 468: learn: 0.4050515 test: 0.4181332 best: 0.4181332 (468) total: 23.1s remaining: 1m 15s 469: learn: 0.4050514 test: 0.4181333 best: 0.4181332 (468) total: 23.2s remaining: 1m 15s 470: learn: 0.4050492 test: 0.4181323 best: 0.4181323 (470) total: 23.2s remaining: 1m 15s 471: learn: 0.4050467 test: 0.4181292 best: 0.4181292 (471) total: 23.2s remaining: 1m 15s 472: learn: 0.4050301 test: 0.4181328 best: 0.4181292 (471) total: 23.3s remaining: 1m 15s 473: learn: 0.4048259 test: 0.4181009 best: 0.4181009 (473) total: 23.3s remaining: 1m 15s 474: learn: 0.4047943 test: 0.4180733 best: 0.4180733 (474) total: 23.4s remaining: 1m 15s 475: learn: 0.4047824 test: 0.4180746 best: 0.4180733 (474) total: 23.4s remaining: 1m 15s 476: learn: 0.4046869 test: 0.4180835 best: 0.4180733 (474) total: 23.5s remaining: 1m 15s 477: learn: 0.4046868 test: 0.4180837 best: 0.4180733 (474) total: 23.5s remaining: 1m 14s 478: learn: 0.4046868 test: 0.4180837 best: 0.4180733 (474) total: 23.6s remaining: 1m 14s 479: learn: 0.4046799 test: 0.4180799 best: 0.4180733 (474) total: 23.6s remaining: 1m 14s 480: learn: 0.4045837 test: 0.4180472 best: 0.4180472 (480) total: 23.7s remaining: 1m 14s 481: learn: 0.4045836 test: 0.4180473 best: 0.4180472 (480) total: 23.7s remaining: 1m 14s 482: learn: 0.4045836 test: 0.4180474 best: 0.4180472 (480) total: 23.7s remaining: 1m 14s 483: learn: 0.4045769 test: 0.4180466 best: 0.4180466 (483) total: 23.8s remaining: 1m 14s 484: learn: 0.4045457 test: 0.4180192 best: 0.4180192 (484) total: 23.8s remaining: 1m 14s 485: learn: 0.4045452 test: 0.4180192 best: 0.4180192 (484) total: 23.9s remaining: 1m 14s 486: learn: 0.4045334 test: 0.4180192 best: 0.4180192 (484) total: 23.9s remaining: 1m 14s 487: learn: 0.4045334 test: 0.4180193 best: 0.4180192 (484) total: 24s remaining: 1m 14s 488: learn: 0.4045191 test: 0.4180191 best: 0.4180191 (488) total: 24s remaining: 1m 14s 489: learn: 0.4044487 test: 0.4180380 best: 0.4180191 (488) total: 24s remaining: 1m 14s 490: learn: 0.4044483 test: 0.4180375 best: 0.4180191 (488) total: 24.1s remaining: 1m 14s 491: learn: 0.4044223 test: 0.4180451 best: 0.4180191 (488) total: 24.1s remaining: 1m 13s 492: learn: 0.4043782 test: 0.4180152 best: 0.4180152 (492) total: 24.2s remaining: 1m 13s 493: learn: 0.4043779 test: 0.4180147 best: 0.4180147 (493) total: 24.2s remaining: 1m 13s 494: learn: 0.4043065 test: 0.4179546 best: 0.4179546 (494) total: 24.3s remaining: 1m 13s 495: learn: 0.4043065 test: 0.4179540 best: 0.4179540 (495) total: 24.3s remaining: 1m 13s 496: learn: 0.4043065 test: 0.4179535 best: 0.4179535 (496) total: 24.3s remaining: 1m 13s 497: learn: 0.4043042 test: 0.4179505 best: 0.4179505 (497) total: 24.4s remaining: 1m 13s 498: learn: 0.4043042 test: 0.4179500 best: 0.4179500 (498) total: 24.4s remaining: 1m 13s 499: learn: 0.4043039 test: 0.4179498 best: 0.4179498 (499) total: 24.4s remaining: 1m 13s 500: learn: 0.4042352 test: 0.4179152 best: 0.4179152 (500) total: 24.5s remaining: 1m 13s 501: learn: 0.4042350 test: 0.4179152 best: 0.4179152 (501) total: 24.5s remaining: 1m 13s 502: learn: 0.4042349 test: 0.4179149 best: 0.4179149 (502) total: 24.6s remaining: 1m 13s 503: learn: 0.4042292 test: 0.4179254 best: 0.4179149 (502) total: 24.6s remaining: 1m 13s 504: learn: 0.4042043 test: 0.4178929 best: 0.4178929 (504) total: 24.6s remaining: 1m 12s 505: learn: 0.4041971 test: 0.4178929 best: 0.4178929 (504) total: 24.7s remaining: 1m 12s 506: learn: 0.4041740 test: 0.4178571 best: 0.4178571 (506) total: 24.7s remaining: 1m 12s 507: learn: 0.4041722 test: 0.4178571 best: 0.4178571 (506) total: 24.8s remaining: 1m 12s 508: learn: 0.4041715 test: 0.4178570 best: 0.4178570 (508) total: 24.8s remaining: 1m 12s 509: learn: 0.4041705 test: 0.4178565 best: 0.4178565 (509) total: 24.9s remaining: 1m 12s 510: learn: 0.4040904 test: 0.4177774 best: 0.4177774 (510) total: 24.9s remaining: 1m 12s 511: learn: 0.4040649 test: 0.4177729 best: 0.4177729 (511) total: 24.9s remaining: 1m 12s 512: learn: 0.4040626 test: 0.4177725 best: 0.4177725 (512) total: 25s remaining: 1m 12s 513: learn: 0.4040625 test: 0.4177725 best: 0.4177725 (513) total: 25s remaining: 1m 12s 514: learn: 0.4040422 test: 0.4177509 best: 0.4177509 (514) total: 25.1s remaining: 1m 12s 515: learn: 0.4040415 test: 0.4177526 best: 0.4177509 (514) total: 25.1s remaining: 1m 12s 516: learn: 0.4040414 test: 0.4177523 best: 0.4177509 (514) total: 25.2s remaining: 1m 12s 517: learn: 0.4040076 test: 0.4177227 best: 0.4177227 (517) total: 25.2s remaining: 1m 12s 518: learn: 0.4039721 test: 0.4177309 best: 0.4177227 (517) total: 25.3s remaining: 1m 12s 519: learn: 0.4039615 test: 0.4177262 best: 0.4177227 (517) total: 25.3s remaining: 1m 12s 520: learn: 0.4039329 test: 0.4177006 best: 0.4177006 (520) total: 25.4s remaining: 1m 12s 521: learn: 0.4039329 test: 0.4177006 best: 0.4177006 (521) total: 25.4s remaining: 1m 11s 522: learn: 0.4039329 test: 0.4177006 best: 0.4177006 (521) total: 25.4s remaining: 1m 11s 523: learn: 0.4039328 test: 0.4176991 best: 0.4176991 (523) total: 25.5s remaining: 1m 11s 524: learn: 0.4039108 test: 0.4176866 best: 0.4176866 (524) total: 25.5s remaining: 1m 11s 525: learn: 0.4039102 test: 0.4176865 best: 0.4176865 (525) total: 25.6s remaining: 1m 11s 526: learn: 0.4039099 test: 0.4176853 best: 0.4176853 (526) total: 25.6s remaining: 1m 11s 527: learn: 0.4039093 test: 0.4176872 best: 0.4176853 (526) total: 25.7s remaining: 1m 11s 528: learn: 0.4039093 test: 0.4176856 best: 0.4176853 (526) total: 25.7s remaining: 1m 11s 529: learn: 0.4039086 test: 0.4176883 best: 0.4176853 (526) total: 25.8s remaining: 1m 11s 530: learn: 0.4038809 test: 0.4176708 best: 0.4176708 (530) total: 25.8s remaining: 1m 11s 531: learn: 0.4038809 test: 0.4176708 best: 0.4176708 (531) total: 25.9s remaining: 1m 11s 532: learn: 0.4038615 test: 0.4176632 best: 0.4176632 (532) total: 25.9s remaining: 1m 11s 533: learn: 0.4038605 test: 0.4176633 best: 0.4176632 (532) total: 26s remaining: 1m 11s 534: learn: 0.4038574 test: 0.4176624 best: 0.4176624 (534) total: 26s remaining: 1m 11s 535: learn: 0.4037617 test: 0.4176615 best: 0.4176615 (535) total: 26.1s remaining: 1m 11s 536: learn: 0.4037297 test: 0.4176464 best: 0.4176464 (536) total: 26.1s remaining: 1m 11s 537: learn: 0.4037252 test: 0.4176451 best: 0.4176451 (537) total: 26.2s remaining: 1m 11s 538: learn: 0.4037249 test: 0.4176451 best: 0.4176451 (538) total: 26.2s remaining: 1m 11s 539: learn: 0.4036197 test: 0.4176276 best: 0.4176276 (539) total: 26.3s remaining: 1m 11s 540: learn: 0.4036192 test: 0.4176264 best: 0.4176264 (540) total: 26.3s remaining: 1m 11s 541: learn: 0.4034837 test: 0.4175367 best: 0.4175367 (541) total: 26.4s remaining: 1m 11s 542: learn: 0.4034785 test: 0.4175357 best: 0.4175357 (542) total: 26.5s remaining: 1m 10s 543: learn: 0.4034339 test: 0.4175156 best: 0.4175156 (543) total: 26.5s remaining: 1m 10s 544: learn: 0.4034328 test: 0.4175157 best: 0.4175156 (543) total: 26.5s remaining: 1m 10s 545: learn: 0.4034095 test: 0.4175238 best: 0.4175156 (543) total: 26.6s remaining: 1m 10s 546: learn: 0.4033908 test: 0.4175197 best: 0.4175156 (543) total: 26.6s remaining: 1m 10s 547: learn: 0.4033901 test: 0.4175197 best: 0.4175156 (543) total: 26.7s remaining: 1m 10s 548: learn: 0.4033900 test: 0.4175185 best: 0.4175156 (543) total: 26.7s remaining: 1m 10s 549: learn: 0.4033771 test: 0.4175272 best: 0.4175156 (543) total: 26.8s remaining: 1m 10s 550: learn: 0.4033766 test: 0.4175272 best: 0.4175156 (543) total: 26.8s remaining: 1m 10s 551: learn: 0.4033723 test: 0.4175243 best: 0.4175156 (543) total: 26.8s remaining: 1m 10s 552: learn: 0.4033716 test: 0.4175240 best: 0.4175156 (543) total: 26.9s remaining: 1m 10s 553: learn: 0.4033673 test: 0.4175232 best: 0.4175156 (543) total: 26.9s remaining: 1m 10s 554: learn: 0.4033670 test: 0.4175238 best: 0.4175156 (543) total: 27s remaining: 1m 10s 555: learn: 0.4032992 test: 0.4174664 best: 0.4174664 (555) total: 27s remaining: 1m 10s 556: learn: 0.4032957 test: 0.4174629 best: 0.4174629 (556) total: 27s remaining: 1m 10s 557: learn: 0.4032559 test: 0.4174397 best: 0.4174397 (557) total: 27.1s remaining: 1m 10s 558: learn: 0.4032391 test: 0.4174362 best: 0.4174362 (558) total: 27.1s remaining: 1m 9s 559: learn: 0.4032305 test: 0.4174349 best: 0.4174349 (559) total: 27.2s remaining: 1m 9s 560: learn: 0.4032304 test: 0.4174349 best: 0.4174349 (560) total: 27.2s remaining: 1m 9s 561: learn: 0.4032291 test: 0.4174342 best: 0.4174342 (561) total: 27.3s remaining: 1m 9s 562: learn: 0.4032290 test: 0.4174338 best: 0.4174338 (562) total: 27.3s remaining: 1m 9s 563: learn: 0.4032272 test: 0.4174333 best: 0.4174333 (563) total: 27.3s remaining: 1m 9s 564: learn: 0.4032048 test: 0.4174084 best: 0.4174084 (564) total: 27.4s remaining: 1m 9s 565: learn: 0.4032035 test: 0.4174084 best: 0.4174084 (565) total: 27.5s remaining: 1m 9s 566: learn: 0.4032018 test: 0.4174076 best: 0.4174076 (566) total: 27.5s remaining: 1m 9s 567: learn: 0.4031854 test: 0.4174066 best: 0.4174066 (567) total: 27.5s remaining: 1m 9s 568: learn: 0.4031854 test: 0.4174066 best: 0.4174066 (567) total: 27.6s remaining: 1m 9s 569: learn: 0.4031834 test: 0.4174066 best: 0.4174066 (567) total: 27.6s remaining: 1m 9s 570: learn: 0.4031590 test: 0.4174081 best: 0.4174066 (567) total: 27.7s remaining: 1m 9s 571: learn: 0.4031556 test: 0.4174054 best: 0.4174054 (571) total: 27.7s remaining: 1m 9s 572: learn: 0.4031416 test: 0.4174018 best: 0.4174018 (572) total: 27.8s remaining: 1m 9s 573: learn: 0.4031405 test: 0.4174018 best: 0.4174018 (572) total: 27.8s remaining: 1m 9s 574: learn: 0.4031027 test: 0.4173805 best: 0.4173805 (574) total: 27.9s remaining: 1m 9s 575: learn: 0.4030664 test: 0.4173958 best: 0.4173805 (574) total: 27.9s remaining: 1m 9s 576: learn: 0.4030663 test: 0.4173947 best: 0.4173805 (574) total: 28s remaining: 1m 8s 577: learn: 0.4030663 test: 0.4173946 best: 0.4173805 (574) total: 28s remaining: 1m 8s 578: learn: 0.4030263 test: 0.4173748 best: 0.4173748 (578) total: 28.1s remaining: 1m 8s 579: learn: 0.4030147 test: 0.4173742 best: 0.4173742 (579) total: 28.1s remaining: 1m 8s 580: learn: 0.4030145 test: 0.4173735 best: 0.4173735 (580) total: 28.1s remaining: 1m 8s 581: learn: 0.4029859 test: 0.4173456 best: 0.4173456 (581) total: 28.2s remaining: 1m 8s 582: learn: 0.4029859 test: 0.4173456 best: 0.4173456 (581) total: 28.2s remaining: 1m 8s 583: learn: 0.4029532 test: 0.4173419 best: 0.4173419 (583) total: 28.2s remaining: 1m 8s 584: learn: 0.4029526 test: 0.4173348 best: 0.4173348 (584) total: 28.3s remaining: 1m 8s 585: learn: 0.4029224 test: 0.4173214 best: 0.4173214 (585) total: 28.3s remaining: 1m 8s 586: learn: 0.4029128 test: 0.4173221 best: 0.4173214 (585) total: 28.4s remaining: 1m 8s 587: learn: 0.4028888 test: 0.4173249 best: 0.4173214 (585) total: 28.4s remaining: 1m 8s 588: learn: 0.4027623 test: 0.4171960 best: 0.4171960 (588) total: 28.5s remaining: 1m 8s 589: learn: 0.4027618 test: 0.4171958 best: 0.4171958 (589) total: 28.5s remaining: 1m 8s 590: learn: 0.4027603 test: 0.4171958 best: 0.4171958 (589) total: 28.6s remaining: 1m 8s 591: learn: 0.4027435 test: 0.4172022 best: 0.4171958 (589) total: 28.6s remaining: 1m 8s 592: learn: 0.4027432 test: 0.4172022 best: 0.4171958 (589) total: 28.6s remaining: 1m 7s 593: learn: 0.4027312 test: 0.4172011 best: 0.4171958 (589) total: 28.7s remaining: 1m 7s 594: learn: 0.4027308 test: 0.4172011 best: 0.4171958 (589) total: 28.7s remaining: 1m 7s 595: learn: 0.4027300 test: 0.4172011 best: 0.4171958 (589) total: 28.8s remaining: 1m 7s 596: learn: 0.4027262 test: 0.4171963 best: 0.4171958 (589) total: 28.8s remaining: 1m 7s 597: learn: 0.4027217 test: 0.4172022 best: 0.4171958 (589) total: 28.9s remaining: 1m 7s 598: learn: 0.4027209 test: 0.4172032 best: 0.4171958 (589) total: 28.9s remaining: 1m 7s 599: learn: 0.4027202 test: 0.4172032 best: 0.4171958 (589) total: 28.9s remaining: 1m 7s 600: learn: 0.4026872 test: 0.4171860 best: 0.4171860 (600) total: 29s remaining: 1m 7s 601: learn: 0.4026847 test: 0.4171851 best: 0.4171851 (601) total: 29s remaining: 1m 7s 602: learn: 0.4026694 test: 0.4171606 best: 0.4171606 (602) total: 29s remaining: 1m 7s 603: learn: 0.4026687 test: 0.4171549 best: 0.4171549 (603) total: 29.1s remaining: 1m 7s 604: learn: 0.4026422 test: 0.4171479 best: 0.4171479 (604) total: 29.1s remaining: 1m 7s 605: learn: 0.4026375 test: 0.4171455 best: 0.4171455 (605) total: 29.2s remaining: 1m 7s 606: learn: 0.4026360 test: 0.4171455 best: 0.4171455 (605) total: 29.2s remaining: 1m 7s 607: learn: 0.4026360 test: 0.4171440 best: 0.4171440 (607) total: 29.3s remaining: 1m 7s 608: learn: 0.4026321 test: 0.4171417 best: 0.4171417 (608) total: 29.3s remaining: 1m 6s 609: learn: 0.4026028 test: 0.4170985 best: 0.4170985 (609) total: 29.4s remaining: 1m 6s 610: learn: 0.4025943 test: 0.4171015 best: 0.4170985 (609) total: 29.4s remaining: 1m 6s 611: learn: 0.4025933 test: 0.4171009 best: 0.4170985 (609) total: 29.5s remaining: 1m 6s 612: learn: 0.4024752 test: 0.4171138 best: 0.4170985 (609) total: 29.5s remaining: 1m 6s 613: learn: 0.4024733 test: 0.4171128 best: 0.4170985 (609) total: 29.6s remaining: 1m 6s 614: learn: 0.4024267 test: 0.4170877 best: 0.4170877 (614) total: 29.6s remaining: 1m 6s 615: learn: 0.4024217 test: 0.4170926 best: 0.4170877 (614) total: 29.7s remaining: 1m 6s 616: learn: 0.4024194 test: 0.4170923 best: 0.4170877 (614) total: 29.7s remaining: 1m 6s 617: learn: 0.4024184 test: 0.4170923 best: 0.4170877 (614) total: 29.8s remaining: 1m 6s 618: learn: 0.4024152 test: 0.4170917 best: 0.4170877 (614) total: 29.8s remaining: 1m 6s 619: learn: 0.4023529 test: 0.4171071 best: 0.4170877 (614) total: 29.9s remaining: 1m 6s 620: learn: 0.4023482 test: 0.4171039 best: 0.4170877 (614) total: 29.9s remaining: 1m 6s 621: learn: 0.4023477 test: 0.4171028 best: 0.4170877 (614) total: 30s remaining: 1m 6s 622: learn: 0.4022976 test: 0.4170802 best: 0.4170802 (622) total: 30s remaining: 1m 6s 623: learn: 0.4022717 test: 0.4170793 best: 0.4170793 (623) total: 30.1s remaining: 1m 6s 624: learn: 0.4022598 test: 0.4170782 best: 0.4170782 (624) total: 30.1s remaining: 1m 6s 625: learn: 0.4022593 test: 0.4170793 best: 0.4170782 (624) total: 30.2s remaining: 1m 6s 626: learn: 0.4022584 test: 0.4170790 best: 0.4170782 (624) total: 30.2s remaining: 1m 6s 627: learn: 0.4022091 test: 0.4170831 best: 0.4170782 (624) total: 30.2s remaining: 1m 6s 628: learn: 0.4022075 test: 0.4170852 best: 0.4170782 (624) total: 30.3s remaining: 1m 6s 629: learn: 0.4022075 test: 0.4170852 best: 0.4170782 (624) total: 30.3s remaining: 1m 5s 630: learn: 0.4021944 test: 0.4170745 best: 0.4170745 (630) total: 30.4s remaining: 1m 5s 631: learn: 0.4021944 test: 0.4170737 best: 0.4170737 (631) total: 30.4s remaining: 1m 5s 632: learn: 0.4021941 test: 0.4170737 best: 0.4170737 (632) total: 30.5s remaining: 1m 5s 633: learn: 0.4021939 test: 0.4170737 best: 0.4170737 (633) total: 30.5s remaining: 1m 5s 634: learn: 0.4021890 test: 0.4170707 best: 0.4170707 (634) total: 30.5s remaining: 1m 5s 635: learn: 0.4021814 test: 0.4170630 best: 0.4170630 (635) total: 30.6s remaining: 1m 5s 636: learn: 0.4021717 test: 0.4170582 best: 0.4170582 (636) total: 30.7s remaining: 1m 5s 637: learn: 0.4021712 test: 0.4170581 best: 0.4170581 (637) total: 30.8s remaining: 1m 5s 638: learn: 0.4021709 test: 0.4170557 best: 0.4170557 (638) total: 30.8s remaining: 1m 5s 639: learn: 0.4021165 test: 0.4170585 best: 0.4170557 (638) total: 30.9s remaining: 1m 5s 640: learn: 0.4020948 test: 0.4170623 best: 0.4170557 (638) total: 31s remaining: 1m 5s 641: learn: 0.4020942 test: 0.4170650 best: 0.4170557 (638) total: 31.1s remaining: 1m 5s 642: learn: 0.4020912 test: 0.4170606 best: 0.4170557 (638) total: 31.1s remaining: 1m 5s 643: learn: 0.4020911 test: 0.4170606 best: 0.4170557 (638) total: 31.1s remaining: 1m 5s 644: learn: 0.4020910 test: 0.4170606 best: 0.4170557 (638) total: 31.2s remaining: 1m 5s 645: learn: 0.4020910 test: 0.4170600 best: 0.4170557 (638) total: 31.2s remaining: 1m 5s 646: learn: 0.4020875 test: 0.4170581 best: 0.4170557 (638) total: 31.2s remaining: 1m 5s 647: learn: 0.4020860 test: 0.4170578 best: 0.4170557 (638) total: 31.3s remaining: 1m 5s 648: learn: 0.4020857 test: 0.4170577 best: 0.4170557 (638) total: 31.4s remaining: 1m 5s 649: learn: 0.4020855 test: 0.4170567 best: 0.4170557 (638) total: 31.4s remaining: 1m 5s 650: learn: 0.4020849 test: 0.4170574 best: 0.4170557 (638) total: 31.5s remaining: 1m 5s 651: learn: 0.4020848 test: 0.4170574 best: 0.4170557 (638) total: 31.5s remaining: 1m 5s 652: learn: 0.4020846 test: 0.4170574 best: 0.4170557 (638) total: 31.6s remaining: 1m 5s 653: learn: 0.4020829 test: 0.4170577 best: 0.4170557 (638) total: 31.6s remaining: 1m 5s 654: learn: 0.4020828 test: 0.4170579 best: 0.4170557 (638) total: 31.7s remaining: 1m 5s 655: learn: 0.4020797 test: 0.4170596 best: 0.4170557 (638) total: 31.7s remaining: 1m 4s 656: learn: 0.4020792 test: 0.4170596 best: 0.4170557 (638) total: 31.7s remaining: 1m 4s 657: learn: 0.4020792 test: 0.4170602 best: 0.4170557 (638) total: 31.8s remaining: 1m 4s 658: learn: 0.4020569 test: 0.4170535 best: 0.4170535 (658) total: 31.8s remaining: 1m 4s 659: learn: 0.4020569 test: 0.4170535 best: 0.4170535 (658) total: 31.9s remaining: 1m 4s 660: learn: 0.4020567 test: 0.4170535 best: 0.4170535 (660) total: 31.9s remaining: 1m 4s 661: learn: 0.4020566 test: 0.4170535 best: 0.4170535 (661) total: 31.9s remaining: 1m 4s 662: learn: 0.4020556 test: 0.4170530 best: 0.4170530 (662) total: 32s remaining: 1m 4s 663: learn: 0.4020556 test: 0.4170521 best: 0.4170521 (663) total: 32s remaining: 1m 4s 664: learn: 0.4020180 test: 0.4170440 best: 0.4170440 (664) total: 32.1s remaining: 1m 4s 665: learn: 0.4020177 test: 0.4170447 best: 0.4170440 (664) total: 32.1s remaining: 1m 4s 666: learn: 0.4020177 test: 0.4170442 best: 0.4170440 (664) total: 32.2s remaining: 1m 4s 667: learn: 0.4020177 test: 0.4170434 best: 0.4170434 (667) total: 32.2s remaining: 1m 4s 668: learn: 0.4019764 test: 0.4170281 best: 0.4170281 (668) total: 32.3s remaining: 1m 4s 669: learn: 0.4019709 test: 0.4170187 best: 0.4170187 (669) total: 32.3s remaining: 1m 4s 670: learn: 0.4017409 test: 0.4170125 best: 0.4170125 (670) total: 32.4s remaining: 1m 4s 671: learn: 0.4017358 test: 0.4170248 best: 0.4170125 (670) total: 32.4s remaining: 1m 4s 672: learn: 0.4017352 test: 0.4170245 best: 0.4170125 (670) total: 32.5s remaining: 1m 4s 673: learn: 0.4017314 test: 0.4170245 best: 0.4170125 (670) total: 32.5s remaining: 1m 4s 674: learn: 0.4016596 test: 0.4169699 best: 0.4169699 (674) total: 32.6s remaining: 1m 3s 675: learn: 0.4016588 test: 0.4169699 best: 0.4169699 (674) total: 32.6s remaining: 1m 3s 676: learn: 0.4016539 test: 0.4169699 best: 0.4169699 (676) total: 32.7s remaining: 1m 3s 677: learn: 0.4016525 test: 0.4169695 best: 0.4169695 (677) total: 32.7s remaining: 1m 3s 678: learn: 0.4016500 test: 0.4169723 best: 0.4169695 (677) total: 32.8s remaining: 1m 3s 679: learn: 0.4016500 test: 0.4169723 best: 0.4169695 (677) total: 32.8s remaining: 1m 3s 680: learn: 0.4016497 test: 0.4169724 best: 0.4169695 (677) total: 32.9s remaining: 1m 3s 681: learn: 0.4016490 test: 0.4169724 best: 0.4169695 (677) total: 32.9s remaining: 1m 3s 682: learn: 0.4016202 test: 0.4169422 best: 0.4169422 (682) total: 33s remaining: 1m 3s 683: learn: 0.4016202 test: 0.4169409 best: 0.4169409 (683) total: 33s remaining: 1m 3s 684: learn: 0.4016201 test: 0.4169409 best: 0.4169409 (684) total: 33s remaining: 1m 3s 685: learn: 0.4015617 test: 0.4169054 best: 0.4169054 (685) total: 33.1s remaining: 1m 3s 686: learn: 0.4015135 test: 0.4168941 best: 0.4168941 (686) total: 33.1s remaining: 1m 3s 687: learn: 0.4015120 test: 0.4168934 best: 0.4168934 (687) total: 33.2s remaining: 1m 3s 688: learn: 0.4015119 test: 0.4168940 best: 0.4168934 (687) total: 33.2s remaining: 1m 3s 689: learn: 0.4014910 test: 0.4169004 best: 0.4168934 (687) total: 33.3s remaining: 1m 3s 690: learn: 0.4013882 test: 0.4167689 best: 0.4167689 (690) total: 33.3s remaining: 1m 3s 691: learn: 0.4013867 test: 0.4167681 best: 0.4167681 (691) total: 33.4s remaining: 1m 3s 692: learn: 0.4013836 test: 0.4167674 best: 0.4167674 (692) total: 33.4s remaining: 1m 3s 693: learn: 0.4013818 test: 0.4167706 best: 0.4167674 (692) total: 33.5s remaining: 1m 3s 694: learn: 0.4013651 test: 0.4167647 best: 0.4167647 (694) total: 33.6s remaining: 1m 3s 695: learn: 0.4013247 test: 0.4167293 best: 0.4167293 (695) total: 33.6s remaining: 1m 2s 696: learn: 0.4013247 test: 0.4167293 best: 0.4167293 (695) total: 33.6s remaining: 1m 2s 697: learn: 0.4013219 test: 0.4167282 best: 0.4167282 (697) total: 33.7s remaining: 1m 2s 698: learn: 0.4013128 test: 0.4167453 best: 0.4167282 (697) total: 33.7s remaining: 1m 2s 699: learn: 0.4013127 test: 0.4167453 best: 0.4167282 (697) total: 33.8s remaining: 1m 2s 700: learn: 0.4012504 test: 0.4166908 best: 0.4166908 (700) total: 33.8s remaining: 1m 2s 701: learn: 0.4012140 test: 0.4166541 best: 0.4166541 (701) total: 33.9s remaining: 1m 2s 702: learn: 0.4012140 test: 0.4166541 best: 0.4166541 (701) total: 33.9s remaining: 1m 2s 703: learn: 0.4012139 test: 0.4166544 best: 0.4166541 (701) total: 33.9s remaining: 1m 2s 704: learn: 0.4012138 test: 0.4166537 best: 0.4166537 (704) total: 34s remaining: 1m 2s 705: learn: 0.4012054 test: 0.4166749 best: 0.4166537 (704) total: 34s remaining: 1m 2s 706: learn: 0.4012054 test: 0.4166749 best: 0.4166537 (704) total: 34.1s remaining: 1m 2s 707: learn: 0.4012054 test: 0.4166742 best: 0.4166537 (704) total: 34.1s remaining: 1m 2s 708: learn: 0.4011597 test: 0.4166050 best: 0.4166050 (708) total: 34.2s remaining: 1m 2s 709: learn: 0.4011587 test: 0.4166078 best: 0.4166050 (708) total: 34.2s remaining: 1m 2s 710: learn: 0.4011571 test: 0.4166082 best: 0.4166050 (708) total: 34.2s remaining: 1m 2s 711: learn: 0.4011558 test: 0.4166073 best: 0.4166050 (708) total: 34.3s remaining: 1m 2s 712: learn: 0.4011558 test: 0.4166072 best: 0.4166050 (708) total: 34.3s remaining: 1m 1s 713: learn: 0.4011556 test: 0.4166066 best: 0.4166050 (708) total: 34.4s remaining: 1m 1s 714: learn: 0.4010664 test: 0.4165682 best: 0.4165682 (714) total: 34.4s remaining: 1m 1s 715: learn: 0.4009595 test: 0.4164904 best: 0.4164904 (715) total: 34.5s remaining: 1m 1s 716: learn: 0.4009561 test: 0.4164902 best: 0.4164902 (716) total: 34.5s remaining: 1m 1s 717: learn: 0.4008900 test: 0.4164885 best: 0.4164885 (717) total: 34.6s remaining: 1m 1s 718: learn: 0.4008900 test: 0.4164884 best: 0.4164884 (718) total: 34.6s remaining: 1m 1s 719: learn: 0.4008899 test: 0.4164883 best: 0.4164883 (719) total: 34.7s remaining: 1m 1s 720: learn: 0.4008852 test: 0.4164886 best: 0.4164883 (719) total: 34.7s remaining: 1m 1s 721: learn: 0.4008847 test: 0.4164885 best: 0.4164883 (719) total: 34.8s remaining: 1m 1s 722: learn: 0.4008843 test: 0.4164885 best: 0.4164883 (719) total: 34.8s remaining: 1m 1s 723: learn: 0.4008842 test: 0.4164884 best: 0.4164883 (719) total: 34.8s remaining: 1m 1s 724: learn: 0.4008841 test: 0.4164884 best: 0.4164883 (719) total: 34.9s remaining: 1m 1s 725: learn: 0.4008833 test: 0.4164884 best: 0.4164883 (719) total: 34.9s remaining: 1m 1s 726: learn: 0.4008420 test: 0.4164806 best: 0.4164806 (726) total: 34.9s remaining: 1m 1s 727: learn: 0.4008416 test: 0.4164806 best: 0.4164806 (726) total: 35s remaining: 1m 1s 728: learn: 0.4007910 test: 0.4164758 best: 0.4164758 (728) total: 35s remaining: 1m 1s 729: learn: 0.4007908 test: 0.4164758 best: 0.4164758 (729) total: 35.1s remaining: 1m 730: learn: 0.4007907 test: 0.4164752 best: 0.4164752 (730) total: 35.1s remaining: 1m 731: learn: 0.4007898 test: 0.4164752 best: 0.4164752 (731) total: 35.1s remaining: 1m 732: learn: 0.4007854 test: 0.4164795 best: 0.4164752 (731) total: 35.2s remaining: 1m 733: learn: 0.4007852 test: 0.4164792 best: 0.4164752 (731) total: 35.2s remaining: 1m 734: learn: 0.4007852 test: 0.4164786 best: 0.4164752 (731) total: 35.3s remaining: 1m 735: learn: 0.4007839 test: 0.4164827 best: 0.4164752 (731) total: 35.3s remaining: 1m 736: learn: 0.4007812 test: 0.4164835 best: 0.4164752 (731) total: 35.4s remaining: 1m 737: learn: 0.4007790 test: 0.4164798 best: 0.4164752 (731) total: 35.4s remaining: 1m 738: learn: 0.4007788 test: 0.4164791 best: 0.4164752 (731) total: 35.4s remaining: 1m 739: learn: 0.4007696 test: 0.4164791 best: 0.4164752 (731) total: 35.5s remaining: 1m 740: learn: 0.4007620 test: 0.4164766 best: 0.4164752 (731) total: 35.5s remaining: 1m 741: learn: 0.4007620 test: 0.4164764 best: 0.4164752 (731) total: 35.6s remaining: 1m 742: learn: 0.4007620 test: 0.4164763 best: 0.4164752 (731) total: 35.6s remaining: 1m 743: learn: 0.4007614 test: 0.4164762 best: 0.4164752 (731) total: 35.6s remaining: 1m 744: learn: 0.4007575 test: 0.4164784 best: 0.4164752 (731) total: 35.7s remaining: 1m 745: learn: 0.4007573 test: 0.4164784 best: 0.4164752 (731) total: 35.7s remaining: 1m 746: learn: 0.4007497 test: 0.4164749 best: 0.4164749 (746) total: 35.8s remaining: 60s 747: learn: 0.4007492 test: 0.4164749 best: 0.4164749 (747) total: 35.8s remaining: 59.9s 748: learn: 0.4007488 test: 0.4164749 best: 0.4164749 (747) total: 35.9s remaining: 59.9s 749: learn: 0.4007462 test: 0.4164794 best: 0.4164749 (747) total: 35.9s remaining: 59.9s 750: learn: 0.4007424 test: 0.4164786 best: 0.4164749 (747) total: 36s remaining: 59.8s 751: learn: 0.4007220 test: 0.4164833 best: 0.4164749 (747) total: 36s remaining: 59.8s 752: learn: 0.4007218 test: 0.4164833 best: 0.4164749 (747) total: 36.1s remaining: 59.7s 753: learn: 0.4006452 test: 0.4164254 best: 0.4164254 (753) total: 36.1s remaining: 59.6s 754: learn: 0.4006447 test: 0.4164254 best: 0.4164254 (753) total: 36.1s remaining: 59.6s 755: learn: 0.4006320 test: 0.4164399 best: 0.4164254 (753) total: 36.2s remaining: 59.5s 756: learn: 0.4006224 test: 0.4164485 best: 0.4164254 (753) total: 36.2s remaining: 59.5s 757: learn: 0.4006177 test: 0.4164227 best: 0.4164227 (757) total: 36.3s remaining: 59.5s 758: learn: 0.4006174 test: 0.4164226 best: 0.4164226 (758) total: 36.4s remaining: 59.4s 759: learn: 0.4006165 test: 0.4164293 best: 0.4164226 (758) total: 36.4s remaining: 59.4s 760: learn: 0.4006141 test: 0.4164313 best: 0.4164226 (758) total: 36.4s remaining: 59.3s 761: learn: 0.4005695 test: 0.4164195 best: 0.4164195 (761) total: 36.5s remaining: 59.3s 762: learn: 0.4005690 test: 0.4164190 best: 0.4164190 (762) total: 36.5s remaining: 59.2s 763: learn: 0.4005630 test: 0.4164150 best: 0.4164150 (763) total: 36.6s remaining: 59.2s 764: learn: 0.4005603 test: 0.4164145 best: 0.4164145 (764) total: 36.6s remaining: 59.2s 765: learn: 0.4005564 test: 0.4164163 best: 0.4164145 (764) total: 36.7s remaining: 59.1s 766: learn: 0.4005338 test: 0.4164146 best: 0.4164145 (764) total: 36.7s remaining: 59.1s 767: learn: 0.4005252 test: 0.4164024 best: 0.4164024 (767) total: 36.8s remaining: 59s 768: learn: 0.4005137 test: 0.4164052 best: 0.4164024 (767) total: 36.9s remaining: 59s 769: learn: 0.4004474 test: 0.4163616 best: 0.4163616 (769) total: 36.9s remaining: 58.9s 770: learn: 0.4004356 test: 0.4163514 best: 0.4163514 (770) total: 37s remaining: 58.9s 771: learn: 0.4004355 test: 0.4163506 best: 0.4163506 (771) total: 37s remaining: 58.9s 772: learn: 0.4004350 test: 0.4163500 best: 0.4163500 (772) total: 37.1s remaining: 58.8s 773: learn: 0.4004344 test: 0.4163500 best: 0.4163500 (772) total: 37.1s remaining: 58.8s 774: learn: 0.4004329 test: 0.4163499 best: 0.4163499 (774) total: 37.2s remaining: 58.8s 775: learn: 0.4004327 test: 0.4163499 best: 0.4163499 (774) total: 37.2s remaining: 58.7s 776: learn: 0.4004306 test: 0.4163498 best: 0.4163498 (776) total: 37.3s remaining: 58.7s 777: learn: 0.4004305 test: 0.4163491 best: 0.4163491 (777) total: 37.4s remaining: 58.7s 778: learn: 0.4004299 test: 0.4163484 best: 0.4163484 (778) total: 37.4s remaining: 58.6s 779: learn: 0.4003985 test: 0.4163320 best: 0.4163320 (779) total: 37.5s remaining: 58.6s 780: learn: 0.4003937 test: 0.4163287 best: 0.4163287 (780) total: 37.5s remaining: 58.6s 781: learn: 0.4003014 test: 0.4162559 best: 0.4162559 (781) total: 37.6s remaining: 58.5s 782: learn: 0.4003012 test: 0.4162560 best: 0.4162559 (781) total: 37.6s remaining: 58.5s 783: learn: 0.4002992 test: 0.4162613 best: 0.4162559 (781) total: 37.7s remaining: 58.4s 784: learn: 0.4002992 test: 0.4162607 best: 0.4162559 (781) total: 37.7s remaining: 58.4s 785: learn: 0.4002977 test: 0.4162656 best: 0.4162559 (781) total: 37.8s remaining: 58.3s 786: learn: 0.4002591 test: 0.4162558 best: 0.4162558 (786) total: 37.8s remaining: 58.3s 787: learn: 0.4002578 test: 0.4162536 best: 0.4162536 (787) total: 37.9s remaining: 58.3s 788: learn: 0.4002576 test: 0.4162536 best: 0.4162536 (788) total: 37.9s remaining: 58.2s 789: learn: 0.4002571 test: 0.4162529 best: 0.4162529 (789) total: 38s remaining: 58.2s 790: learn: 0.4002567 test: 0.4162523 best: 0.4162523 (790) total: 38s remaining: 58.1s 791: learn: 0.4002566 test: 0.4162518 best: 0.4162518 (791) total: 38.1s remaining: 58.1s 792: learn: 0.4002376 test: 0.4162489 best: 0.4162489 (792) total: 38.1s remaining: 58.1s 793: learn: 0.4002073 test: 0.4162294 best: 0.4162294 (793) total: 38.2s remaining: 58s 794: learn: 0.4002014 test: 0.4162317 best: 0.4162294 (793) total: 38.3s remaining: 58s 795: learn: 0.4001807 test: 0.4162120 best: 0.4162120 (795) total: 38.4s remaining: 58s 796: learn: 0.4001788 test: 0.4162119 best: 0.4162119 (796) total: 38.4s remaining: 58s 797: learn: 0.4001779 test: 0.4162116 best: 0.4162116 (797) total: 38.5s remaining: 57.9s 798: learn: 0.4001778 test: 0.4162115 best: 0.4162115 (798) total: 38.5s remaining: 57.9s 799: learn: 0.4001762 test: 0.4162114 best: 0.4162114 (799) total: 38.6s remaining: 57.8s 800: learn: 0.4001760 test: 0.4162108 best: 0.4162108 (800) total: 38.6s remaining: 57.8s 801: learn: 0.4000580 test: 0.4161051 best: 0.4161051 (801) total: 38.7s remaining: 57.7s 802: learn: 0.4000227 test: 0.4160903 best: 0.4160903 (802) total: 38.7s remaining: 57.7s 803: learn: 0.4000220 test: 0.4160910 best: 0.4160903 (802) total: 38.8s remaining: 57.6s 804: learn: 0.4000219 test: 0.4160916 best: 0.4160903 (802) total: 38.8s remaining: 57.6s 805: learn: 0.4000182 test: 0.4160872 best: 0.4160872 (805) total: 38.8s remaining: 57.5s 806: learn: 0.3999794 test: 0.4160824 best: 0.4160824 (806) total: 38.9s remaining: 57.5s 807: learn: 0.3999640 test: 0.4160733 best: 0.4160733 (807) total: 38.9s remaining: 57.4s 808: learn: 0.3999636 test: 0.4160742 best: 0.4160733 (807) total: 39s remaining: 57.4s 809: learn: 0.3999596 test: 0.4160630 best: 0.4160630 (809) total: 39s remaining: 57.3s 810: learn: 0.3999548 test: 0.4160564 best: 0.4160564 (810) total: 39.1s remaining: 57.3s 811: learn: 0.3999544 test: 0.4160559 best: 0.4160559 (811) total: 39.1s remaining: 57.2s 812: learn: 0.3999511 test: 0.4160570 best: 0.4160559 (811) total: 39.2s remaining: 57.2s 813: learn: 0.3999331 test: 0.4160431 best: 0.4160431 (813) total: 39.2s remaining: 57.1s 814: learn: 0.3997954 test: 0.4159348 best: 0.4159348 (814) total: 39.3s remaining: 57.1s 815: learn: 0.3997430 test: 0.4159145 best: 0.4159145 (815) total: 39.3s remaining: 57s 816: learn: 0.3997422 test: 0.4159145 best: 0.4159145 (815) total: 39.4s remaining: 57s 817: learn: 0.3997378 test: 0.4159094 best: 0.4159094 (817) total: 39.4s remaining: 56.9s 818: learn: 0.3997319 test: 0.4159165 best: 0.4159094 (817) total: 39.5s remaining: 56.9s 819: learn: 0.3997313 test: 0.4159177 best: 0.4159094 (817) total: 39.5s remaining: 56.9s 820: learn: 0.3997158 test: 0.4159252 best: 0.4159094 (817) total: 39.6s remaining: 56.9s 821: learn: 0.3997157 test: 0.4159249 best: 0.4159094 (817) total: 39.7s remaining: 56.8s 822: learn: 0.3997149 test: 0.4159249 best: 0.4159094 (817) total: 39.7s remaining: 56.8s 823: learn: 0.3996952 test: 0.4159088 best: 0.4159088 (823) total: 39.7s remaining: 56.7s 824: learn: 0.3996505 test: 0.4159048 best: 0.4159048 (824) total: 39.8s remaining: 56.7s 825: learn: 0.3996501 test: 0.4159072 best: 0.4159048 (824) total: 39.8s remaining: 56.6s 826: learn: 0.3996495 test: 0.4159069 best: 0.4159048 (824) total: 39.9s remaining: 56.6s 827: learn: 0.3996479 test: 0.4159068 best: 0.4159048 (824) total: 39.9s remaining: 56.5s 828: learn: 0.3996452 test: 0.4159068 best: 0.4159048 (824) total: 40s remaining: 56.5s 829: learn: 0.3996443 test: 0.4159068 best: 0.4159048 (824) total: 40s remaining: 56.4s 830: learn: 0.3996440 test: 0.4159068 best: 0.4159048 (824) total: 40s remaining: 56.3s 831: learn: 0.3996439 test: 0.4159068 best: 0.4159048 (824) total: 40.1s remaining: 56.3s 832: learn: 0.3996438 test: 0.4159068 best: 0.4159048 (824) total: 40.1s remaining: 56.2s 833: learn: 0.3996436 test: 0.4159068 best: 0.4159048 (824) total: 40.2s remaining: 56.2s 834: learn: 0.3996432 test: 0.4159068 best: 0.4159048 (824) total: 40.2s remaining: 56.1s 835: learn: 0.3996426 test: 0.4159068 best: 0.4159048 (824) total: 40.3s remaining: 56.1s 836: learn: 0.3996062 test: 0.4158828 best: 0.4158828 (836) total: 40.3s remaining: 56s 837: learn: 0.3996059 test: 0.4158828 best: 0.4158828 (836) total: 40.4s remaining: 56s 838: learn: 0.3996056 test: 0.4158827 best: 0.4158827 (838) total: 40.4s remaining: 55.9s 839: learn: 0.3996051 test: 0.4158800 best: 0.4158800 (839) total: 40.5s remaining: 55.9s 840: learn: 0.3995992 test: 0.4158767 best: 0.4158767 (840) total: 40.5s remaining: 55.8s 841: learn: 0.3995990 test: 0.4158767 best: 0.4158767 (841) total: 40.6s remaining: 55.8s 842: learn: 0.3995934 test: 0.4158813 best: 0.4158767 (841) total: 40.6s remaining: 55.7s 843: learn: 0.3995929 test: 0.4158813 best: 0.4158767 (841) total: 40.7s remaining: 55.7s 844: learn: 0.3995925 test: 0.4158813 best: 0.4158767 (841) total: 40.7s remaining: 55.6s 845: learn: 0.3995923 test: 0.4158812 best: 0.4158767 (841) total: 40.8s remaining: 55.6s 846: learn: 0.3995740 test: 0.4158678 best: 0.4158678 (846) total: 40.8s remaining: 55.5s 847: learn: 0.3995740 test: 0.4158677 best: 0.4158677 (847) total: 40.8s remaining: 55.5s 848: learn: 0.3995739 test: 0.4158675 best: 0.4158675 (848) total: 40.9s remaining: 55.4s 849: learn: 0.3995673 test: 0.4158631 best: 0.4158631 (849) total: 40.9s remaining: 55.4s 850: learn: 0.3995662 test: 0.4158625 best: 0.4158625 (850) total: 41s remaining: 55.3s 851: learn: 0.3995659 test: 0.4158625 best: 0.4158625 (851) total: 41s remaining: 55.3s 852: learn: 0.3995657 test: 0.4158625 best: 0.4158625 (852) total: 41.1s remaining: 55.2s 853: learn: 0.3995656 test: 0.4158606 best: 0.4158606 (853) total: 41.1s remaining: 55.2s 854: learn: 0.3995636 test: 0.4158617 best: 0.4158606 (853) total: 41.2s remaining: 55.1s 855: learn: 0.3995354 test: 0.4158479 best: 0.4158479 (855) total: 41.2s remaining: 55.1s 856: learn: 0.3995349 test: 0.4158479 best: 0.4158479 (855) total: 41.3s remaining: 55.1s 857: learn: 0.3995346 test: 0.4158474 best: 0.4158474 (857) total: 41.4s remaining: 55s 858: learn: 0.3995313 test: 0.4158487 best: 0.4158474 (857) total: 41.4s remaining: 55s 859: learn: 0.3995313 test: 0.4158486 best: 0.4158474 (857) total: 41.5s remaining: 55s 860: learn: 0.3995310 test: 0.4158485 best: 0.4158474 (857) total: 41.5s remaining: 55s 861: learn: 0.3995179 test: 0.4158550 best: 0.4158474 (857) total: 41.6s remaining: 54.9s 862: learn: 0.3995143 test: 0.4158573 best: 0.4158474 (857) total: 41.7s remaining: 54.9s 863: learn: 0.3995136 test: 0.4158558 best: 0.4158474 (857) total: 41.7s remaining: 54.9s 864: learn: 0.3995135 test: 0.4158527 best: 0.4158474 (857) total: 41.8s remaining: 54.8s 865: learn: 0.3995131 test: 0.4158527 best: 0.4158474 (857) total: 41.8s remaining: 54.8s 866: learn: 0.3994799 test: 0.4158418 best: 0.4158418 (866) total: 41.9s remaining: 54.7s 867: learn: 0.3994798 test: 0.4158418 best: 0.4158418 (866) total: 42s remaining: 54.7s 868: learn: 0.3994795 test: 0.4158416 best: 0.4158416 (868) total: 42s remaining: 54.7s 869: learn: 0.3994557 test: 0.4158351 best: 0.4158351 (869) total: 42s remaining: 54.6s 870: learn: 0.3994486 test: 0.4158416 best: 0.4158351 (869) total: 42.1s remaining: 54.6s 871: learn: 0.3994475 test: 0.4158412 best: 0.4158351 (869) total: 42.1s remaining: 54.5s 872: learn: 0.3994475 test: 0.4158412 best: 0.4158351 (869) total: 42.2s remaining: 54.5s 873: learn: 0.3994466 test: 0.4158402 best: 0.4158351 (869) total: 42.2s remaining: 54.4s 874: learn: 0.3994466 test: 0.4158402 best: 0.4158351 (869) total: 42.3s remaining: 54.4s 875: learn: 0.3994456 test: 0.4158379 best: 0.4158351 (869) total: 42.3s remaining: 54.3s 876: learn: 0.3994445 test: 0.4158374 best: 0.4158351 (869) total: 42.4s remaining: 54.3s 877: learn: 0.3994244 test: 0.4158064 best: 0.4158064 (877) total: 42.4s remaining: 54.2s 878: learn: 0.3993140 test: 0.4156808 best: 0.4156808 (878) total: 42.5s remaining: 54.2s 879: learn: 0.3993140 test: 0.4156815 best: 0.4156808 (878) total: 42.5s remaining: 54.1s 880: learn: 0.3992641 test: 0.4156844 best: 0.4156808 (878) total: 42.6s remaining: 54.1s 881: learn: 0.3992631 test: 0.4156844 best: 0.4156808 (878) total: 42.7s remaining: 54.1s 882: learn: 0.3992609 test: 0.4156849 best: 0.4156808 (878) total: 42.7s remaining: 54s 883: learn: 0.3992608 test: 0.4156830 best: 0.4156808 (878) total: 42.7s remaining: 54s 884: learn: 0.3992432 test: 0.4156797 best: 0.4156797 (884) total: 42.8s remaining: 53.9s 885: learn: 0.3992411 test: 0.4156801 best: 0.4156797 (884) total: 42.8s remaining: 53.9s 886: learn: 0.3992406 test: 0.4156802 best: 0.4156797 (884) total: 42.9s remaining: 53.8s 887: learn: 0.3992314 test: 0.4156743 best: 0.4156743 (887) total: 42.9s remaining: 53.8s 888: learn: 0.3992309 test: 0.4156768 best: 0.4156743 (887) total: 43s remaining: 53.7s 889: learn: 0.3992224 test: 0.4156677 best: 0.4156677 (889) total: 43.1s remaining: 53.7s 890: learn: 0.3992222 test: 0.4156677 best: 0.4156677 (889) total: 43.1s remaining: 53.6s 891: learn: 0.3992094 test: 0.4156670 best: 0.4156670 (891) total: 43.1s remaining: 53.6s 892: learn: 0.3992093 test: 0.4156670 best: 0.4156670 (892) total: 43.2s remaining: 53.5s 893: learn: 0.3992051 test: 0.4156639 best: 0.4156639 (893) total: 43.2s remaining: 53.5s 894: learn: 0.3992035 test: 0.4156645 best: 0.4156639 (893) total: 43.3s remaining: 53.4s 895: learn: 0.3991940 test: 0.4156636 best: 0.4156636 (895) total: 43.3s remaining: 53.4s 896: learn: 0.3991925 test: 0.4156621 best: 0.4156621 (896) total: 43.4s remaining: 53.4s 897: learn: 0.3991923 test: 0.4156646 best: 0.4156621 (896) total: 43.4s remaining: 53.3s 898: learn: 0.3991770 test: 0.4156479 best: 0.4156479 (898) total: 43.5s remaining: 53.3s 899: learn: 0.3990874 test: 0.4156115 best: 0.4156115 (899) total: 43.5s remaining: 53.2s 900: learn: 0.3990870 test: 0.4156116 best: 0.4156115 (899) total: 43.6s remaining: 53.2s 901: learn: 0.3990848 test: 0.4156069 best: 0.4156069 (901) total: 43.6s remaining: 53.1s 902: learn: 0.3990847 test: 0.4156069 best: 0.4156069 (902) total: 43.7s remaining: 53.1s 903: learn: 0.3990568 test: 0.4155980 best: 0.4155980 (903) total: 43.7s remaining: 53s 904: learn: 0.3990547 test: 0.4155977 best: 0.4155977 (904) total: 43.8s remaining: 52.9s 905: learn: 0.3990545 test: 0.4155978 best: 0.4155977 (904) total: 43.8s remaining: 52.9s 906: learn: 0.3990544 test: 0.4156001 best: 0.4155977 (904) total: 43.9s remaining: 52.9s 907: learn: 0.3990543 test: 0.4155978 best: 0.4155977 (904) total: 43.9s remaining: 52.8s 908: learn: 0.3990540 test: 0.4155967 best: 0.4155967 (908) total: 43.9s remaining: 52.7s 909: learn: 0.3990540 test: 0.4155968 best: 0.4155967 (908) total: 44s remaining: 52.7s 910: learn: 0.3990537 test: 0.4155968 best: 0.4155967 (908) total: 44s remaining: 52.6s 911: learn: 0.3990426 test: 0.4155931 best: 0.4155931 (911) total: 44.1s remaining: 52.6s 912: learn: 0.3990401 test: 0.4155939 best: 0.4155931 (911) total: 44.1s remaining: 52.5s 913: learn: 0.3989937 test: 0.4155637 best: 0.4155637 (913) total: 44.2s remaining: 52.5s 914: learn: 0.3989559 test: 0.4155374 best: 0.4155374 (914) total: 44.2s remaining: 52.4s 915: learn: 0.3989452 test: 0.4155384 best: 0.4155374 (914) total: 44.3s remaining: 52.4s 916: learn: 0.3989448 test: 0.4155382 best: 0.4155374 (914) total: 44.3s remaining: 52.3s 917: learn: 0.3988998 test: 0.4155532 best: 0.4155374 (914) total: 44.4s remaining: 52.3s 918: learn: 0.3988969 test: 0.4155504 best: 0.4155374 (914) total: 44.4s remaining: 52.2s 919: learn: 0.3988942 test: 0.4155506 best: 0.4155374 (914) total: 44.5s remaining: 52.2s 920: learn: 0.3988939 test: 0.4155503 best: 0.4155374 (914) total: 44.5s remaining: 52.1s 921: learn: 0.3988937 test: 0.4155505 best: 0.4155374 (914) total: 44.6s remaining: 52.1s 922: learn: 0.3988936 test: 0.4155505 best: 0.4155374 (914) total: 44.6s remaining: 52s 923: learn: 0.3988936 test: 0.4155506 best: 0.4155374 (914) total: 44.6s remaining: 52s 924: learn: 0.3988551 test: 0.4155552 best: 0.4155374 (914) total: 44.7s remaining: 51.9s 925: learn: 0.3988551 test: 0.4155536 best: 0.4155374 (914) total: 44.7s remaining: 51.9s 926: learn: 0.3988539 test: 0.4155526 best: 0.4155374 (914) total: 44.8s remaining: 51.8s 927: learn: 0.3988527 test: 0.4155534 best: 0.4155374 (914) total: 44.8s remaining: 51.8s 928: learn: 0.3988526 test: 0.4155534 best: 0.4155374 (914) total: 44.9s remaining: 51.7s 929: learn: 0.3988526 test: 0.4155534 best: 0.4155374 (914) total: 44.9s remaining: 51.7s 930: learn: 0.3988521 test: 0.4155534 best: 0.4155374 (914) total: 44.9s remaining: 51.6s 931: learn: 0.3988336 test: 0.4155396 best: 0.4155374 (914) total: 45s remaining: 51.6s 932: learn: 0.3988327 test: 0.4155393 best: 0.4155374 (914) total: 45s remaining: 51.5s 933: learn: 0.3988251 test: 0.4155386 best: 0.4155374 (914) total: 45.1s remaining: 51.4s 934: learn: 0.3988128 test: 0.4155386 best: 0.4155374 (914) total: 45.1s remaining: 51.4s 935: learn: 0.3988020 test: 0.4155416 best: 0.4155374 (914) total: 45.2s remaining: 51.3s 936: learn: 0.3988007 test: 0.4155477 best: 0.4155374 (914) total: 45.2s remaining: 51.3s 937: learn: 0.3987945 test: 0.4155401 best: 0.4155374 (914) total: 45.2s remaining: 51.2s 938: learn: 0.3987083 test: 0.4155454 best: 0.4155374 (914) total: 45.3s remaining: 51.2s 939: learn: 0.3987080 test: 0.4155454 best: 0.4155374 (914) total: 45.4s remaining: 51.1s 940: learn: 0.3987068 test: 0.4155440 best: 0.4155374 (914) total: 45.4s remaining: 51.1s 941: learn: 0.3987023 test: 0.4155439 best: 0.4155374 (914) total: 45.5s remaining: 51s 942: learn: 0.3986989 test: 0.4155447 best: 0.4155374 (914) total: 45.5s remaining: 51s 943: learn: 0.3986983 test: 0.4155470 best: 0.4155374 (914) total: 45.6s remaining: 51s 944: learn: 0.3986960 test: 0.4155469 best: 0.4155374 (914) total: 45.6s remaining: 50.9s 945: learn: 0.3986763 test: 0.4155449 best: 0.4155374 (914) total: 45.6s remaining: 50.9s 946: learn: 0.3985924 test: 0.4155528 best: 0.4155374 (914) total: 45.7s remaining: 50.8s 947: learn: 0.3985878 test: 0.4155482 best: 0.4155374 (914) total: 45.7s remaining: 50.8s 948: learn: 0.3985878 test: 0.4155482 best: 0.4155374 (914) total: 45.8s remaining: 50.7s 949: learn: 0.3985875 test: 0.4155482 best: 0.4155374 (914) total: 45.8s remaining: 50.6s 950: learn: 0.3985847 test: 0.4155492 best: 0.4155374 (914) total: 45.9s remaining: 50.6s 951: learn: 0.3985747 test: 0.4155384 best: 0.4155374 (914) total: 45.9s remaining: 50.5s 952: learn: 0.3985747 test: 0.4155384 best: 0.4155374 (914) total: 45.9s remaining: 50.5s 953: learn: 0.3985732 test: 0.4155314 best: 0.4155314 (953) total: 46s remaining: 50.4s 954: learn: 0.3985546 test: 0.4155480 best: 0.4155314 (953) total: 46s remaining: 50.4s 955: learn: 0.3985388 test: 0.4155598 best: 0.4155314 (953) total: 46.1s remaining: 50.3s 956: learn: 0.3984988 test: 0.4155422 best: 0.4155314 (953) total: 46.1s remaining: 50.3s 957: learn: 0.3984987 test: 0.4155416 best: 0.4155314 (953) total: 46.2s remaining: 50.2s 958: learn: 0.3984985 test: 0.4155416 best: 0.4155314 (953) total: 46.2s remaining: 50.2s 959: learn: 0.3984975 test: 0.4155359 best: 0.4155314 (953) total: 46.3s remaining: 50.2s 960: learn: 0.3984955 test: 0.4155419 best: 0.4155314 (953) total: 46.3s remaining: 50.1s 961: learn: 0.3984954 test: 0.4155423 best: 0.4155314 (953) total: 46.4s remaining: 50.1s 962: learn: 0.3984951 test: 0.4155406 best: 0.4155314 (953) total: 46.5s remaining: 50.1s 963: learn: 0.3984939 test: 0.4155410 best: 0.4155314 (953) total: 46.6s remaining: 50.1s 964: learn: 0.3983697 test: 0.4153482 best: 0.4153482 (964) total: 46.7s remaining: 50s 965: learn: 0.3983697 test: 0.4153472 best: 0.4153472 (965) total: 46.7s remaining: 50s 966: learn: 0.3983671 test: 0.4153472 best: 0.4153472 (965) total: 46.8s remaining: 50s 967: learn: 0.3983670 test: 0.4153472 best: 0.4153472 (965) total: 46.8s remaining: 49.9s 968: learn: 0.3983173 test: 0.4153118 best: 0.4153118 (968) total: 46.9s remaining: 49.9s 969: learn: 0.3982655 test: 0.4152641 best: 0.4152641 (969) total: 46.9s remaining: 49.8s 970: learn: 0.3982498 test: 0.4152541 best: 0.4152541 (970) total: 47s remaining: 49.8s 971: learn: 0.3982496 test: 0.4152540 best: 0.4152540 (971) total: 47s remaining: 49.7s 972: learn: 0.3982495 test: 0.4152540 best: 0.4152540 (971) total: 47.1s remaining: 49.7s 973: learn: 0.3982276 test: 0.4152490 best: 0.4152490 (973) total: 47.1s remaining: 49.6s 974: learn: 0.3982202 test: 0.4152480 best: 0.4152480 (974) total: 47.2s remaining: 49.6s 975: learn: 0.3982201 test: 0.4152480 best: 0.4152480 (975) total: 47.2s remaining: 49.5s 976: learn: 0.3982079 test: 0.4152302 best: 0.4152302 (976) total: 47.3s remaining: 49.5s 977: learn: 0.3982077 test: 0.4152305 best: 0.4152302 (976) total: 47.3s remaining: 49.4s 978: learn: 0.3981494 test: 0.4151923 best: 0.4151923 (978) total: 47.3s remaining: 49.4s 979: learn: 0.3981494 test: 0.4151926 best: 0.4151923 (978) total: 47.4s remaining: 49.3s 980: learn: 0.3981472 test: 0.4151931 best: 0.4151923 (978) total: 47.4s remaining: 49.3s 981: learn: 0.3981471 test: 0.4151934 best: 0.4151923 (978) total: 47.5s remaining: 49.2s 982: learn: 0.3981463 test: 0.4151922 best: 0.4151922 (982) total: 47.5s remaining: 49.1s 983: learn: 0.3981463 test: 0.4151922 best: 0.4151922 (983) total: 47.5s remaining: 49.1s 984: learn: 0.3981307 test: 0.4151838 best: 0.4151838 (984) total: 47.6s remaining: 49s 985: learn: 0.3981198 test: 0.4151920 best: 0.4151838 (984) total: 47.6s remaining: 49s 986: learn: 0.3981192 test: 0.4151920 best: 0.4151838 (984) total: 47.7s remaining: 48.9s 987: learn: 0.3981074 test: 0.4151815 best: 0.4151815 (987) total: 47.7s remaining: 48.9s 988: learn: 0.3981066 test: 0.4151816 best: 0.4151815 (987) total: 47.8s remaining: 48.8s 989: learn: 0.3981011 test: 0.4151776 best: 0.4151776 (989) total: 47.8s remaining: 48.8s 990: learn: 0.3981010 test: 0.4151755 best: 0.4151755 (990) total: 47.9s remaining: 48.7s 991: learn: 0.3980959 test: 0.4151765 best: 0.4151755 (990) total: 47.9s remaining: 48.7s 992: learn: 0.3980957 test: 0.4151771 best: 0.4151755 (990) total: 48s remaining: 48.6s 993: learn: 0.3980933 test: 0.4151772 best: 0.4151755 (990) total: 48s remaining: 48.6s 994: learn: 0.3980913 test: 0.4151723 best: 0.4151723 (994) total: 48s remaining: 48.5s 995: learn: 0.3980172 test: 0.4151085 best: 0.4151085 (995) total: 48.1s remaining: 48.5s 996: learn: 0.3980171 test: 0.4151088 best: 0.4151085 (995) total: 48.1s remaining: 48.4s 997: learn: 0.3979288 test: 0.4150295 best: 0.4150295 (997) total: 48.2s remaining: 48.3s 998: learn: 0.3979214 test: 0.4150242 best: 0.4150242 (998) total: 48.2s remaining: 48.3s 999: learn: 0.3978880 test: 0.4150227 best: 0.4150227 (999) total: 48.3s remaining: 48.3s 1000: learn: 0.3978549 test: 0.4150095 best: 0.4150095 (1000) total: 48.3s remaining: 48.2s 1001: learn: 0.3978546 test: 0.4150096 best: 0.4150095 (1000) total: 48.4s remaining: 48.2s 1002: learn: 0.3978529 test: 0.4150073 best: 0.4150073 (1002) total: 48.4s remaining: 48.1s 1003: learn: 0.3978529 test: 0.4150073 best: 0.4150073 (1002) total: 48.5s remaining: 48.1s 1004: learn: 0.3978527 test: 0.4150073 best: 0.4150073 (1004) total: 48.5s remaining: 48s 1005: learn: 0.3978526 test: 0.4150075 best: 0.4150073 (1004) total: 48.5s remaining: 48s 1006: learn: 0.3977861 test: 0.4149690 best: 0.4149690 (1006) total: 48.6s remaining: 47.9s 1007: learn: 0.3977850 test: 0.4149667 best: 0.4149667 (1007) total: 48.6s remaining: 47.9s 1008: learn: 0.3977850 test: 0.4149667 best: 0.4149667 (1007) total: 48.7s remaining: 47.8s 1009: learn: 0.3977849 test: 0.4149669 best: 0.4149667 (1007) total: 48.7s remaining: 47.7s 1010: learn: 0.3977843 test: 0.4149669 best: 0.4149667 (1007) total: 48.7s remaining: 47.7s 1011: learn: 0.3977839 test: 0.4149679 best: 0.4149667 (1007) total: 48.8s remaining: 47.6s 1012: learn: 0.3977835 test: 0.4149679 best: 0.4149667 (1007) total: 48.8s remaining: 47.6s 1013: learn: 0.3977806 test: 0.4149681 best: 0.4149667 (1007) total: 48.9s remaining: 47.5s 1014: learn: 0.3977770 test: 0.4149697 best: 0.4149667 (1007) total: 48.9s remaining: 47.5s 1015: learn: 0.3976914 test: 0.4149192 best: 0.4149192 (1015) total: 49s remaining: 47.4s 1016: learn: 0.3976841 test: 0.4149179 best: 0.4149179 (1016) total: 49s remaining: 47.4s 1017: learn: 0.3976653 test: 0.4149066 best: 0.4149066 (1017) total: 49.1s remaining: 47.3s 1018: learn: 0.3976650 test: 0.4149067 best: 0.4149066 (1017) total: 49.1s remaining: 47.3s 1019: learn: 0.3975938 test: 0.4148871 best: 0.4148871 (1019) total: 49.1s remaining: 47.2s 1020: learn: 0.3975936 test: 0.4148871 best: 0.4148871 (1020) total: 49.2s remaining: 47.2s 1021: learn: 0.3975936 test: 0.4148870 best: 0.4148870 (1021) total: 49.2s remaining: 47.1s 1022: learn: 0.3975805 test: 0.4148969 best: 0.4148870 (1021) total: 49.3s remaining: 47s 1023: learn: 0.3975546 test: 0.4148869 best: 0.4148869 (1023) total: 49.3s remaining: 47s 1024: learn: 0.3975453 test: 0.4148860 best: 0.4148860 (1024) total: 49.3s remaining: 46.9s 1025: learn: 0.3975451 test: 0.4148860 best: 0.4148860 (1024) total: 49.4s remaining: 46.9s 1026: learn: 0.3975450 test: 0.4148860 best: 0.4148860 (1024) total: 49.5s remaining: 46.9s 1027: learn: 0.3975450 test: 0.4148859 best: 0.4148859 (1027) total: 49.5s remaining: 46.8s 1028: learn: 0.3975448 test: 0.4148859 best: 0.4148859 (1027) total: 49.5s remaining: 46.7s 1029: learn: 0.3975448 test: 0.4148859 best: 0.4148859 (1027) total: 49.6s remaining: 46.7s 1030: learn: 0.3975445 test: 0.4148856 best: 0.4148856 (1030) total: 49.6s remaining: 46.6s 1031: learn: 0.3975416 test: 0.4148909 best: 0.4148856 (1030) total: 49.6s remaining: 46.6s 1032: learn: 0.3975328 test: 0.4148890 best: 0.4148856 (1030) total: 49.7s remaining: 46.5s 1033: learn: 0.3975309 test: 0.4148890 best: 0.4148856 (1030) total: 49.7s remaining: 46.5s 1034: learn: 0.3975305 test: 0.4148890 best: 0.4148856 (1030) total: 49.8s remaining: 46.4s 1035: learn: 0.3975304 test: 0.4148888 best: 0.4148856 (1030) total: 49.8s remaining: 46.3s 1036: learn: 0.3975304 test: 0.4148888 best: 0.4148856 (1030) total: 49.8s remaining: 46.3s 1037: learn: 0.3975291 test: 0.4148887 best: 0.4148856 (1030) total: 49.9s remaining: 46.2s 1038: learn: 0.3975287 test: 0.4148885 best: 0.4148856 (1030) total: 49.9s remaining: 46.2s 1039: learn: 0.3975287 test: 0.4148885 best: 0.4148856 (1030) total: 50s remaining: 46.1s 1040: learn: 0.3975283 test: 0.4148884 best: 0.4148856 (1030) total: 50s remaining: 46.1s 1041: learn: 0.3975280 test: 0.4148869 best: 0.4148856 (1030) total: 50.1s remaining: 46s 1042: learn: 0.3975208 test: 0.4148892 best: 0.4148856 (1030) total: 50.1s remaining: 46s 1043: learn: 0.3975189 test: 0.4148832 best: 0.4148832 (1043) total: 50.2s remaining: 46s 1044: learn: 0.3975188 test: 0.4148835 best: 0.4148832 (1043) total: 50.2s remaining: 45.9s 1045: learn: 0.3975054 test: 0.4148766 best: 0.4148766 (1045) total: 50.3s remaining: 45.9s 1046: learn: 0.3975054 test: 0.4148762 best: 0.4148762 (1046) total: 50.3s remaining: 45.8s 1047: learn: 0.3974950 test: 0.4148790 best: 0.4148762 (1046) total: 50.4s remaining: 45.8s 1048: learn: 0.3974762 test: 0.4148683 best: 0.4148683 (1048) total: 50.4s remaining: 45.7s 1049: learn: 0.3974762 test: 0.4148683 best: 0.4148683 (1048) total: 50.5s remaining: 45.7s 1050: learn: 0.3974759 test: 0.4148683 best: 0.4148683 (1048) total: 50.5s remaining: 45.6s 1051: learn: 0.3974741 test: 0.4148700 best: 0.4148683 (1048) total: 50.6s remaining: 45.6s 1052: learn: 0.3973993 test: 0.4147820 best: 0.4147820 (1052) total: 50.6s remaining: 45.5s 1053: learn: 0.3973958 test: 0.4147861 best: 0.4147820 (1052) total: 50.6s remaining: 45.5s 1054: learn: 0.3973716 test: 0.4147784 best: 0.4147784 (1054) total: 50.7s remaining: 45.4s 1055: learn: 0.3973715 test: 0.4147784 best: 0.4147784 (1055) total: 50.7s remaining: 45.3s 1056: learn: 0.3973714 test: 0.4147784 best: 0.4147784 (1056) total: 50.8s remaining: 45.3s 1057: learn: 0.3972096 test: 0.4147330 best: 0.4147330 (1057) total: 50.8s remaining: 45.2s 1058: learn: 0.3971997 test: 0.4147199 best: 0.4147199 (1058) total: 50.8s remaining: 45.2s 1059: learn: 0.3971992 test: 0.4147199 best: 0.4147199 (1059) total: 50.9s remaining: 45.1s 1060: learn: 0.3971945 test: 0.4147166 best: 0.4147166 (1060) total: 50.9s remaining: 45.1s 1061: learn: 0.3971912 test: 0.4147190 best: 0.4147166 (1060) total: 51s remaining: 45s 1062: learn: 0.3971881 test: 0.4147237 best: 0.4147166 (1060) total: 51s remaining: 45s 1063: learn: 0.3971880 test: 0.4147237 best: 0.4147166 (1060) total: 51.1s remaining: 44.9s 1064: learn: 0.3971880 test: 0.4147237 best: 0.4147166 (1060) total: 51.1s remaining: 44.8s 1065: learn: 0.3971879 test: 0.4147237 best: 0.4147166 (1060) total: 51.1s remaining: 44.8s 1066: learn: 0.3971740 test: 0.4146972 best: 0.4146972 (1066) total: 51.2s remaining: 44.7s 1067: learn: 0.3971739 test: 0.4146972 best: 0.4146972 (1066) total: 51.2s remaining: 44.7s 1068: learn: 0.3971683 test: 0.4146933 best: 0.4146933 (1068) total: 51.3s remaining: 44.6s 1069: learn: 0.3971677 test: 0.4146944 best: 0.4146933 (1068) total: 51.3s remaining: 44.6s 1070: learn: 0.3971653 test: 0.4146928 best: 0.4146928 (1070) total: 51.4s remaining: 44.5s 1071: learn: 0.3971652 test: 0.4146928 best: 0.4146928 (1071) total: 51.4s remaining: 44.5s 1072: learn: 0.3971635 test: 0.4146945 best: 0.4146928 (1071) total: 51.4s remaining: 44.4s 1073: learn: 0.3971291 test: 0.4146969 best: 0.4146928 (1071) total: 51.5s remaining: 44.4s 1074: learn: 0.3971135 test: 0.4146897 best: 0.4146897 (1074) total: 51.5s remaining: 44.3s 1075: learn: 0.3971134 test: 0.4146897 best: 0.4146897 (1074) total: 51.6s remaining: 44.3s 1076: learn: 0.3971131 test: 0.4146900 best: 0.4146897 (1074) total: 51.6s remaining: 44.2s 1077: learn: 0.3971129 test: 0.4146902 best: 0.4146897 (1074) total: 51.7s remaining: 44.2s 1078: learn: 0.3971085 test: 0.4146942 best: 0.4146897 (1074) total: 51.7s remaining: 44.1s 1079: learn: 0.3971082 test: 0.4146936 best: 0.4146897 (1074) total: 51.7s remaining: 44.1s 1080: learn: 0.3970084 test: 0.4146322 best: 0.4146322 (1080) total: 51.8s remaining: 44s 1081: learn: 0.3970083 test: 0.4146322 best: 0.4146322 (1080) total: 51.8s remaining: 44s 1082: learn: 0.3969198 test: 0.4146997 best: 0.4146322 (1080) total: 51.9s remaining: 43.9s 1083: learn: 0.3968509 test: 0.4146261 best: 0.4146261 (1083) total: 51.9s remaining: 43.9s 1084: learn: 0.3968499 test: 0.4146265 best: 0.4146261 (1083) total: 52s remaining: 43.8s 1085: learn: 0.3968169 test: 0.4146236 best: 0.4146236 (1085) total: 52s remaining: 43.8s 1086: learn: 0.3968166 test: 0.4146232 best: 0.4146232 (1086) total: 52.1s remaining: 43.7s 1087: learn: 0.3967933 test: 0.4146124 best: 0.4146124 (1087) total: 52.1s remaining: 43.7s 1088: learn: 0.3967933 test: 0.4146124 best: 0.4146124 (1087) total: 52.1s remaining: 43.6s 1089: learn: 0.3966992 test: 0.4146283 best: 0.4146124 (1087) total: 52.2s remaining: 43.6s 1090: learn: 0.3966889 test: 0.4146144 best: 0.4146124 (1087) total: 52.2s remaining: 43.5s 1091: learn: 0.3966881 test: 0.4146144 best: 0.4146124 (1087) total: 52.3s remaining: 43.5s 1092: learn: 0.3966707 test: 0.4146125 best: 0.4146124 (1087) total: 52.3s remaining: 43.4s 1093: learn: 0.3966706 test: 0.4146125 best: 0.4146124 (1087) total: 52.4s remaining: 43.4s 1094: learn: 0.3966591 test: 0.4146090 best: 0.4146090 (1094) total: 52.4s remaining: 43.3s 1095: learn: 0.3966582 test: 0.4146090 best: 0.4146090 (1095) total: 52.5s remaining: 43.3s 1096: learn: 0.3966553 test: 0.4146144 best: 0.4146090 (1095) total: 52.5s remaining: 43.2s 1097: learn: 0.3966512 test: 0.4146194 best: 0.4146090 (1095) total: 52.6s remaining: 43.2s 1098: learn: 0.3966306 test: 0.4146184 best: 0.4146090 (1095) total: 52.6s remaining: 43.1s 1099: learn: 0.3965558 test: 0.4146262 best: 0.4146090 (1095) total: 52.7s remaining: 43.1s 1100: learn: 0.3965219 test: 0.4146196 best: 0.4146090 (1095) total: 52.7s remaining: 43s 1101: learn: 0.3964779 test: 0.4145697 best: 0.4145697 (1101) total: 52.8s remaining: 43s 1102: learn: 0.3964756 test: 0.4145735 best: 0.4145697 (1101) total: 52.8s remaining: 42.9s 1103: learn: 0.3964696 test: 0.4145816 best: 0.4145697 (1101) total: 52.8s remaining: 42.9s 1104: learn: 0.3964606 test: 0.4145764 best: 0.4145697 (1101) total: 52.9s remaining: 42.8s 1105: learn: 0.3964606 test: 0.4145766 best: 0.4145697 (1101) total: 52.9s remaining: 42.8s 1106: learn: 0.3964234 test: 0.4145490 best: 0.4145490 (1106) total: 53s remaining: 42.7s 1107: learn: 0.3964184 test: 0.4145475 best: 0.4145475 (1107) total: 53s remaining: 42.7s 1108: learn: 0.3964078 test: 0.4145396 best: 0.4145396 (1108) total: 53.1s remaining: 42.6s 1109: learn: 0.3964024 test: 0.4145385 best: 0.4145385 (1109) total: 53.1s remaining: 42.6s 1110: learn: 0.3963932 test: 0.4145404 best: 0.4145385 (1109) total: 53.2s remaining: 42.6s 1111: learn: 0.3963880 test: 0.4145394 best: 0.4145385 (1109) total: 53.2s remaining: 42.5s 1112: learn: 0.3963301 test: 0.4144713 best: 0.4144713 (1112) total: 53.3s remaining: 42.5s 1113: learn: 0.3963297 test: 0.4144714 best: 0.4144713 (1112) total: 53.3s remaining: 42.4s 1114: learn: 0.3963235 test: 0.4144655 best: 0.4144655 (1114) total: 53.4s remaining: 42.4s 1115: learn: 0.3963157 test: 0.4144635 best: 0.4144635 (1115) total: 53.4s remaining: 42.3s 1116: learn: 0.3963140 test: 0.4144636 best: 0.4144635 (1115) total: 53.5s remaining: 42.3s 1117: learn: 0.3963140 test: 0.4144636 best: 0.4144635 (1115) total: 53.5s remaining: 42.2s 1118: learn: 0.3962639 test: 0.4144474 best: 0.4144474 (1118) total: 53.5s remaining: 42.2s 1119: learn: 0.3962637 test: 0.4144481 best: 0.4144474 (1118) total: 53.6s remaining: 42.1s 1120: learn: 0.3962599 test: 0.4144479 best: 0.4144474 (1118) total: 53.6s remaining: 42.1s 1121: learn: 0.3962551 test: 0.4144481 best: 0.4144474 (1118) total: 53.7s remaining: 42s 1122: learn: 0.3962464 test: 0.4144483 best: 0.4144474 (1118) total: 53.7s remaining: 42s 1123: learn: 0.3962459 test: 0.4144487 best: 0.4144474 (1118) total: 53.8s remaining: 41.9s 1124: learn: 0.3962414 test: 0.4144563 best: 0.4144474 (1118) total: 53.8s remaining: 41.9s 1125: learn: 0.3962383 test: 0.4144553 best: 0.4144474 (1118) total: 53.9s remaining: 41.8s 1126: learn: 0.3961321 test: 0.4144538 best: 0.4144474 (1118) total: 53.9s remaining: 41.8s 1127: learn: 0.3961304 test: 0.4144525 best: 0.4144474 (1118) total: 54s remaining: 41.7s 1128: learn: 0.3961286 test: 0.4144525 best: 0.4144474 (1118) total: 54s remaining: 41.7s 1129: learn: 0.3961269 test: 0.4144525 best: 0.4144474 (1118) total: 54.1s remaining: 41.6s 1130: learn: 0.3961266 test: 0.4144525 best: 0.4144474 (1118) total: 54.1s remaining: 41.6s 1131: learn: 0.3961241 test: 0.4144526 best: 0.4144474 (1118) total: 54.1s remaining: 41.5s 1132: learn: 0.3961219 test: 0.4144492 best: 0.4144474 (1118) total: 54.2s remaining: 41.5s 1133: learn: 0.3961009 test: 0.4144456 best: 0.4144456 (1133) total: 54.2s remaining: 41.4s 1134: learn: 0.3961008 test: 0.4144455 best: 0.4144455 (1134) total: 54.3s remaining: 41.4s 1135: learn: 0.3960925 test: 0.4144401 best: 0.4144401 (1135) total: 54.3s remaining: 41.3s 1136: learn: 0.3960836 test: 0.4144394 best: 0.4144394 (1136) total: 54.4s remaining: 41.3s 1137: learn: 0.3960735 test: 0.4144339 best: 0.4144339 (1137) total: 54.4s remaining: 41.2s 1138: learn: 0.3960648 test: 0.4144286 best: 0.4144286 (1138) total: 54.5s remaining: 41.2s 1139: learn: 0.3960642 test: 0.4144284 best: 0.4144284 (1139) total: 54.6s remaining: 41.2s 1140: learn: 0.3960636 test: 0.4144285 best: 0.4144284 (1139) total: 54.6s remaining: 41.1s 1141: learn: 0.3959988 test: 0.4143695 best: 0.4143695 (1141) total: 54.7s remaining: 41.1s 1142: learn: 0.3959889 test: 0.4143555 best: 0.4143555 (1142) total: 54.7s remaining: 41s 1143: learn: 0.3959879 test: 0.4143555 best: 0.4143555 (1143) total: 54.8s remaining: 41s 1144: learn: 0.3959879 test: 0.4143556 best: 0.4143555 (1143) total: 54.8s remaining: 40.9s 1145: learn: 0.3959515 test: 0.4143544 best: 0.4143544 (1145) total: 54.9s remaining: 40.9s 1146: learn: 0.3959497 test: 0.4143554 best: 0.4143544 (1145) total: 54.9s remaining: 40.8s 1147: learn: 0.3959497 test: 0.4143554 best: 0.4143544 (1145) total: 55s remaining: 40.8s 1148: learn: 0.3959497 test: 0.4143554 best: 0.4143544 (1145) total: 55s remaining: 40.7s 1149: learn: 0.3959497 test: 0.4143554 best: 0.4143544 (1145) total: 55.1s remaining: 40.7s 1150: learn: 0.3959398 test: 0.4143653 best: 0.4143544 (1145) total: 55.1s remaining: 40.6s 1151: learn: 0.3959122 test: 0.4143662 best: 0.4143544 (1145) total: 55.2s remaining: 40.6s 1152: learn: 0.3959072 test: 0.4143621 best: 0.4143544 (1145) total: 55.2s remaining: 40.5s 1153: learn: 0.3958790 test: 0.4143349 best: 0.4143349 (1153) total: 55.2s remaining: 40.5s 1154: learn: 0.3958490 test: 0.4143279 best: 0.4143279 (1154) total: 55.3s remaining: 40.5s 1155: learn: 0.3958490 test: 0.4143279 best: 0.4143279 (1154) total: 55.3s remaining: 40.4s 1156: learn: 0.3958480 test: 0.4143274 best: 0.4143274 (1156) total: 55.4s remaining: 40.4s 1157: learn: 0.3958479 test: 0.4143274 best: 0.4143274 (1156) total: 55.4s remaining: 40.3s 1158: learn: 0.3958479 test: 0.4143274 best: 0.4143274 (1156) total: 55.5s remaining: 40.3s 1159: learn: 0.3957571 test: 0.4142959 best: 0.4142959 (1159) total: 55.5s remaining: 40.2s 1160: learn: 0.3957396 test: 0.4143064 best: 0.4142959 (1159) total: 55.6s remaining: 40.2s 1161: learn: 0.3957059 test: 0.4143125 best: 0.4142959 (1159) total: 55.6s remaining: 40.1s 1162: learn: 0.3957056 test: 0.4143125 best: 0.4142959 (1159) total: 55.7s remaining: 40.1s 1163: learn: 0.3957033 test: 0.4143116 best: 0.4142959 (1159) total: 55.7s remaining: 40s 1164: learn: 0.3956949 test: 0.4143079 best: 0.4142959 (1159) total: 55.7s remaining: 40s 1165: learn: 0.3956948 test: 0.4143086 best: 0.4142959 (1159) total: 55.8s remaining: 39.9s 1166: learn: 0.3956463 test: 0.4143305 best: 0.4142959 (1159) total: 55.9s remaining: 39.9s 1167: learn: 0.3956454 test: 0.4143307 best: 0.4142959 (1159) total: 55.9s remaining: 39.8s 1168: learn: 0.3955911 test: 0.4143400 best: 0.4142959 (1159) total: 56s remaining: 39.8s 1169: learn: 0.3955898 test: 0.4143401 best: 0.4142959 (1159) total: 56s remaining: 39.7s 1170: learn: 0.3955291 test: 0.4143070 best: 0.4142959 (1159) total: 56.1s remaining: 39.7s 1171: learn: 0.3955290 test: 0.4143066 best: 0.4142959 (1159) total: 56.1s remaining: 39.6s 1172: learn: 0.3955288 test: 0.4143066 best: 0.4142959 (1159) total: 56.2s remaining: 39.6s 1173: learn: 0.3955254 test: 0.4143054 best: 0.4142959 (1159) total: 56.2s remaining: 39.5s 1174: learn: 0.3955250 test: 0.4143079 best: 0.4142959 (1159) total: 56.3s remaining: 39.5s 1175: learn: 0.3955247 test: 0.4143081 best: 0.4142959 (1159) total: 56.3s remaining: 39.4s 1176: learn: 0.3955233 test: 0.4143091 best: 0.4142959 (1159) total: 56.3s remaining: 39.4s 1177: learn: 0.3954985 test: 0.4143013 best: 0.4142959 (1159) total: 56.4s remaining: 39.4s 1178: learn: 0.3954983 test: 0.4143017 best: 0.4142959 (1159) total: 56.4s remaining: 39.3s 1179: learn: 0.3954981 test: 0.4143025 best: 0.4142959 (1159) total: 56.5s remaining: 39.3s 1180: learn: 0.3954925 test: 0.4143017 best: 0.4142959 (1159) total: 56.5s remaining: 39.2s 1181: learn: 0.3954924 test: 0.4143017 best: 0.4142959 (1159) total: 56.6s remaining: 39.1s 1182: learn: 0.3954923 test: 0.4143017 best: 0.4142959 (1159) total: 56.6s remaining: 39.1s 1183: learn: 0.3954922 test: 0.4143023 best: 0.4142959 (1159) total: 56.7s remaining: 39s 1184: learn: 0.3954921 test: 0.4143024 best: 0.4142959 (1159) total: 56.7s remaining: 39s 1185: learn: 0.3954917 test: 0.4143024 best: 0.4142959 (1159) total: 56.7s remaining: 38.9s 1186: learn: 0.3954916 test: 0.4143024 best: 0.4142959 (1159) total: 56.8s remaining: 38.9s 1187: learn: 0.3954914 test: 0.4143026 best: 0.4142959 (1159) total: 56.8s remaining: 38.8s 1188: learn: 0.3954903 test: 0.4143028 best: 0.4142959 (1159) total: 56.9s remaining: 38.8s 1189: learn: 0.3954199 test: 0.4143025 best: 0.4142959 (1159) total: 56.9s remaining: 38.7s 1190: learn: 0.3954198 test: 0.4143023 best: 0.4142959 (1159) total: 57s remaining: 38.7s 1191: learn: 0.3954030 test: 0.4142900 best: 0.4142900 (1191) total: 57s remaining: 38.6s 1192: learn: 0.3954029 test: 0.4142900 best: 0.4142900 (1191) total: 57s remaining: 38.6s 1193: learn: 0.3953398 test: 0.4143067 best: 0.4142900 (1191) total: 57.1s remaining: 38.6s 1194: learn: 0.3953397 test: 0.4143067 best: 0.4142900 (1191) total: 57.2s remaining: 38.5s 1195: learn: 0.3952898 test: 0.4142943 best: 0.4142900 (1191) total: 57.2s remaining: 38.5s 1196: learn: 0.3952897 test: 0.4142943 best: 0.4142900 (1191) total: 57.3s remaining: 38.4s 1197: learn: 0.3952884 test: 0.4142943 best: 0.4142900 (1191) total: 57.3s remaining: 38.4s 1198: learn: 0.3952863 test: 0.4142928 best: 0.4142900 (1191) total: 57.4s remaining: 38.3s 1199: learn: 0.3952835 test: 0.4142908 best: 0.4142900 (1191) total: 57.4s remaining: 38.3s 1200: learn: 0.3952835 test: 0.4142908 best: 0.4142900 (1191) total: 57.5s remaining: 38.2s 1201: learn: 0.3952781 test: 0.4142908 best: 0.4142900 (1191) total: 57.5s remaining: 38.2s 1202: learn: 0.3952780 test: 0.4142908 best: 0.4142900 (1191) total: 57.5s remaining: 38.1s 1203: learn: 0.3952772 test: 0.4142909 best: 0.4142900 (1191) total: 57.6s remaining: 38.1s 1204: learn: 0.3952766 test: 0.4142909 best: 0.4142900 (1191) total: 57.6s remaining: 38s 1205: learn: 0.3952759 test: 0.4142909 best: 0.4142900 (1191) total: 57.7s remaining: 38s 1206: learn: 0.3952281 test: 0.4143083 best: 0.4142900 (1191) total: 57.7s remaining: 37.9s 1207: learn: 0.3952281 test: 0.4143083 best: 0.4142900 (1191) total: 57.8s remaining: 37.9s 1208: learn: 0.3952281 test: 0.4143083 best: 0.4142900 (1191) total: 57.8s remaining: 37.8s 1209: learn: 0.3952179 test: 0.4143053 best: 0.4142900 (1191) total: 57.8s remaining: 37.8s 1210: learn: 0.3952179 test: 0.4143053 best: 0.4142900 (1191) total: 57.9s remaining: 37.7s 1211: learn: 0.3952168 test: 0.4143060 best: 0.4142900 (1191) total: 57.9s remaining: 37.7s 1212: learn: 0.3952163 test: 0.4143022 best: 0.4142900 (1191) total: 58s remaining: 37.6s 1213: learn: 0.3952160 test: 0.4143022 best: 0.4142900 (1191) total: 58s remaining: 37.6s 1214: learn: 0.3952159 test: 0.4143022 best: 0.4142900 (1191) total: 58.1s remaining: 37.5s 1215: learn: 0.3952157 test: 0.4143054 best: 0.4142900 (1191) total: 58.1s remaining: 37.5s 1216: learn: 0.3952155 test: 0.4143054 best: 0.4142900 (1191) total: 58.2s remaining: 37.4s 1217: learn: 0.3952151 test: 0.4143054 best: 0.4142900 (1191) total: 58.2s remaining: 37.4s 1218: learn: 0.3952150 test: 0.4143057 best: 0.4142900 (1191) total: 58.3s remaining: 37.3s 1219: learn: 0.3951102 test: 0.4141747 best: 0.4141747 (1219) total: 58.3s remaining: 37.3s 1220: learn: 0.3950837 test: 0.4141872 best: 0.4141747 (1219) total: 58.4s remaining: 37.2s 1221: learn: 0.3950827 test: 0.4141868 best: 0.4141747 (1219) total: 58.4s remaining: 37.2s 1222: learn: 0.3950742 test: 0.4141866 best: 0.4141747 (1219) total: 58.5s remaining: 37.1s 1223: learn: 0.3950218 test: 0.4141604 best: 0.4141604 (1223) total: 58.5s remaining: 37.1s 1224: learn: 0.3950171 test: 0.4141630 best: 0.4141604 (1223) total: 58.6s remaining: 37.1s 1225: learn: 0.3949994 test: 0.4141528 best: 0.4141528 (1225) total: 58.6s remaining: 37s 1226: learn: 0.3949993 test: 0.4141529 best: 0.4141528 (1225) total: 58.7s remaining: 37s 1227: learn: 0.3949945 test: 0.4141487 best: 0.4141487 (1227) total: 58.7s remaining: 36.9s 1228: learn: 0.3949944 test: 0.4141498 best: 0.4141487 (1227) total: 58.8s remaining: 36.9s 1229: learn: 0.3949276 test: 0.4141120 best: 0.4141120 (1229) total: 58.8s remaining: 36.8s 1230: learn: 0.3949275 test: 0.4141120 best: 0.4141120 (1230) total: 58.9s remaining: 36.8s 1231: learn: 0.3949274 test: 0.4141119 best: 0.4141119 (1231) total: 58.9s remaining: 36.7s 1232: learn: 0.3949255 test: 0.4141102 best: 0.4141102 (1232) total: 59s remaining: 36.7s 1233: learn: 0.3949254 test: 0.4141108 best: 0.4141102 (1232) total: 59s remaining: 36.6s 1234: learn: 0.3949254 test: 0.4141108 best: 0.4141102 (1232) total: 59s remaining: 36.6s 1235: learn: 0.3949007 test: 0.4141251 best: 0.4141102 (1232) total: 59.1s remaining: 36.5s 1236: learn: 0.3948982 test: 0.4141252 best: 0.4141102 (1232) total: 59.1s remaining: 36.5s 1237: learn: 0.3948945 test: 0.4141200 best: 0.4141102 (1232) total: 59.2s remaining: 36.4s 1238: learn: 0.3948943 test: 0.4141200 best: 0.4141102 (1232) total: 59.3s remaining: 36.4s 1239: learn: 0.3948641 test: 0.4141294 best: 0.4141102 (1232) total: 59.3s remaining: 36.3s 1240: learn: 0.3948639 test: 0.4141294 best: 0.4141102 (1232) total: 59.4s remaining: 36.3s 1241: learn: 0.3948638 test: 0.4141291 best: 0.4141102 (1232) total: 59.4s remaining: 36.3s 1242: learn: 0.3948609 test: 0.4141276 best: 0.4141102 (1232) total: 59.5s remaining: 36.2s 1243: learn: 0.3948607 test: 0.4141277 best: 0.4141102 (1232) total: 59.5s remaining: 36.2s 1244: learn: 0.3948597 test: 0.4141270 best: 0.4141102 (1232) total: 59.5s remaining: 36.1s 1245: learn: 0.3948449 test: 0.4141243 best: 0.4141102 (1232) total: 59.6s remaining: 36.1s 1246: learn: 0.3948446 test: 0.4141244 best: 0.4141102 (1232) total: 59.6s remaining: 36s 1247: learn: 0.3948431 test: 0.4141236 best: 0.4141102 (1232) total: 59.7s remaining: 36s 1248: learn: 0.3948416 test: 0.4141233 best: 0.4141102 (1232) total: 59.7s remaining: 35.9s 1249: learn: 0.3948416 test: 0.4141233 best: 0.4141102 (1232) total: 59.8s remaining: 35.9s 1250: learn: 0.3948388 test: 0.4141203 best: 0.4141102 (1232) total: 59.8s remaining: 35.8s 1251: learn: 0.3948380 test: 0.4141230 best: 0.4141102 (1232) total: 59.8s remaining: 35.8s 1252: learn: 0.3948365 test: 0.4141193 best: 0.4141102 (1232) total: 59.9s remaining: 35.7s 1253: learn: 0.3948364 test: 0.4141193 best: 0.4141102 (1232) total: 59.9s remaining: 35.7s 1254: learn: 0.3948364 test: 0.4141193 best: 0.4141102 (1232) total: 60s remaining: 35.6s 1255: learn: 0.3947918 test: 0.4141015 best: 0.4141015 (1255) total: 1m remaining: 35.6s 1256: learn: 0.3947873 test: 0.4141030 best: 0.4141015 (1255) total: 1m remaining: 35.5s 1257: learn: 0.3947872 test: 0.4141032 best: 0.4141015 (1255) total: 1m remaining: 35.5s 1258: learn: 0.3947839 test: 0.4141038 best: 0.4141015 (1255) total: 1m remaining: 35.4s 1259: learn: 0.3945903 test: 0.4137594 best: 0.4137594 (1259) total: 1m remaining: 35.4s 1260: learn: 0.3945858 test: 0.4137637 best: 0.4137594 (1259) total: 1m remaining: 35.3s 1261: learn: 0.3944450 test: 0.4136670 best: 0.4136670 (1261) total: 1m remaining: 35.3s 1262: learn: 0.3944425 test: 0.4136735 best: 0.4136670 (1261) total: 1m remaining: 35.2s 1263: learn: 0.3944397 test: 0.4136728 best: 0.4136670 (1261) total: 1m remaining: 35.2s 1264: learn: 0.3944378 test: 0.4136733 best: 0.4136670 (1261) total: 1m remaining: 35.1s 1265: learn: 0.3944376 test: 0.4136736 best: 0.4136670 (1261) total: 1m remaining: 35.1s 1266: learn: 0.3944376 test: 0.4136738 best: 0.4136670 (1261) total: 1m remaining: 35s 1267: learn: 0.3944344 test: 0.4136776 best: 0.4136670 (1261) total: 1m remaining: 35s 1268: learn: 0.3944326 test: 0.4136781 best: 0.4136670 (1261) total: 1m remaining: 34.9s 1269: learn: 0.3944320 test: 0.4136781 best: 0.4136670 (1261) total: 1m remaining: 34.9s 1270: learn: 0.3944048 test: 0.4136811 best: 0.4136670 (1261) total: 1m remaining: 34.8s 1271: learn: 0.3944046 test: 0.4136811 best: 0.4136670 (1261) total: 1m remaining: 34.8s 1272: learn: 0.3944045 test: 0.4136811 best: 0.4136670 (1261) total: 1m remaining: 34.7s 1273: learn: 0.3944045 test: 0.4136811 best: 0.4136670 (1261) total: 1m remaining: 34.7s 1274: learn: 0.3943759 test: 0.4136714 best: 0.4136670 (1261) total: 1m remaining: 34.6s 1275: learn: 0.3943694 test: 0.4136731 best: 0.4136670 (1261) total: 1m remaining: 34.6s 1276: learn: 0.3943577 test: 0.4136603 best: 0.4136603 (1276) total: 1m remaining: 34.5s 1277: learn: 0.3943576 test: 0.4136603 best: 0.4136603 (1276) total: 1m 1s remaining: 34.5s 1278: learn: 0.3943575 test: 0.4136603 best: 0.4136603 (1276) total: 1m 1s remaining: 34.4s 1279: learn: 0.3943466 test: 0.4136627 best: 0.4136603 (1276) total: 1m 1s remaining: 34.4s 1280: learn: 0.3943465 test: 0.4136626 best: 0.4136603 (1276) total: 1m 1s remaining: 34.3s 1281: learn: 0.3943375 test: 0.4136633 best: 0.4136603 (1276) total: 1m 1s remaining: 34.3s 1282: learn: 0.3943374 test: 0.4136633 best: 0.4136603 (1276) total: 1m 1s remaining: 34.2s 1283: learn: 0.3943374 test: 0.4136637 best: 0.4136603 (1276) total: 1m 1s remaining: 34.2s 1284: learn: 0.3943374 test: 0.4136637 best: 0.4136603 (1276) total: 1m 1s remaining: 34.1s 1285: learn: 0.3943371 test: 0.4136634 best: 0.4136603 (1276) total: 1m 1s remaining: 34.1s 1286: learn: 0.3943366 test: 0.4136632 best: 0.4136603 (1276) total: 1m 1s remaining: 34s 1287: learn: 0.3942094 test: 0.4137020 best: 0.4136603 (1276) total: 1m 1s remaining: 34s 1288: learn: 0.3942032 test: 0.4136998 best: 0.4136603 (1276) total: 1m 1s remaining: 33.9s 1289: learn: 0.3942032 test: 0.4136998 best: 0.4136603 (1276) total: 1m 1s remaining: 33.9s 1290: learn: 0.3941480 test: 0.4136767 best: 0.4136603 (1276) total: 1m 1s remaining: 33.8s 1291: learn: 0.3940679 test: 0.4136211 best: 0.4136211 (1291) total: 1m 1s remaining: 33.8s 1292: learn: 0.3940679 test: 0.4136211 best: 0.4136211 (1292) total: 1m 1s remaining: 33.7s 1293: learn: 0.3940575 test: 0.4136226 best: 0.4136211 (1292) total: 1m 1s remaining: 33.7s 1294: learn: 0.3940575 test: 0.4136226 best: 0.4136211 (1292) total: 1m 1s remaining: 33.6s 1295: learn: 0.3940538 test: 0.4136304 best: 0.4136211 (1292) total: 1m 1s remaining: 33.6s 1296: learn: 0.3940130 test: 0.4136058 best: 0.4136058 (1296) total: 1m 1s remaining: 33.5s 1297: learn: 0.3940094 test: 0.4136041 best: 0.4136041 (1297) total: 1m 1s remaining: 33.5s 1298: learn: 0.3939949 test: 0.4135999 best: 0.4135999 (1298) total: 1m 1s remaining: 33.4s 1299: learn: 0.3939937 test: 0.4136008 best: 0.4135999 (1298) total: 1m 2s remaining: 33.4s 1300: learn: 0.3939859 test: 0.4135980 best: 0.4135980 (1300) total: 1m 2s remaining: 33.3s 1301: learn: 0.3939850 test: 0.4135982 best: 0.4135980 (1300) total: 1m 2s remaining: 33.3s 1302: learn: 0.3939849 test: 0.4135978 best: 0.4135978 (1302) total: 1m 2s remaining: 33.2s 1303: learn: 0.3939848 test: 0.4135978 best: 0.4135978 (1303) total: 1m 2s remaining: 33.2s 1304: learn: 0.3939838 test: 0.4135988 best: 0.4135978 (1303) total: 1m 2s remaining: 33.2s 1305: learn: 0.3939792 test: 0.4135992 best: 0.4135978 (1303) total: 1m 2s remaining: 33.1s 1306: learn: 0.3939792 test: 0.4135992 best: 0.4135978 (1303) total: 1m 2s remaining: 33.1s 1307: learn: 0.3939790 test: 0.4135992 best: 0.4135978 (1303) total: 1m 2s remaining: 33.1s 1308: learn: 0.3939790 test: 0.4135992 best: 0.4135978 (1303) total: 1m 2s remaining: 33s 1309: learn: 0.3939789 test: 0.4135992 best: 0.4135978 (1303) total: 1m 2s remaining: 33s 1310: learn: 0.3939789 test: 0.4135993 best: 0.4135978 (1303) total: 1m 2s remaining: 32.9s 1311: learn: 0.3939748 test: 0.4135979 best: 0.4135978 (1303) total: 1m 2s remaining: 32.9s 1312: learn: 0.3939276 test: 0.4135951 best: 0.4135951 (1312) total: 1m 2s remaining: 32.8s 1313: learn: 0.3939275 test: 0.4135951 best: 0.4135951 (1312) total: 1m 2s remaining: 32.8s 1314: learn: 0.3939257 test: 0.4135952 best: 0.4135951 (1312) total: 1m 2s remaining: 32.7s 1315: learn: 0.3939236 test: 0.4135925 best: 0.4135925 (1315) total: 1m 2s remaining: 32.7s 1316: learn: 0.3939236 test: 0.4135925 best: 0.4135925 (1316) total: 1m 2s remaining: 32.6s 1317: learn: 0.3939198 test: 0.4135961 best: 0.4135925 (1316) total: 1m 2s remaining: 32.6s 1318: learn: 0.3939198 test: 0.4135961 best: 0.4135925 (1316) total: 1m 2s remaining: 32.5s 1319: learn: 0.3939118 test: 0.4135844 best: 0.4135844 (1319) total: 1m 3s remaining: 32.5s 1320: learn: 0.3939117 test: 0.4135844 best: 0.4135844 (1320) total: 1m 3s remaining: 32.4s 1321: learn: 0.3939103 test: 0.4135837 best: 0.4135837 (1321) total: 1m 3s remaining: 32.4s 1322: learn: 0.3939102 test: 0.4135832 best: 0.4135832 (1322) total: 1m 3s remaining: 32.3s 1323: learn: 0.3939098 test: 0.4135824 best: 0.4135824 (1323) total: 1m 3s remaining: 32.3s 1324: learn: 0.3939091 test: 0.4135817 best: 0.4135817 (1324) total: 1m 3s remaining: 32.2s 1325: learn: 0.3939091 test: 0.4135820 best: 0.4135817 (1324) total: 1m 3s remaining: 32.2s 1326: learn: 0.3939056 test: 0.4135857 best: 0.4135817 (1324) total: 1m 3s remaining: 32.1s 1327: learn: 0.3939030 test: 0.4135827 best: 0.4135817 (1324) total: 1m 3s remaining: 32.1s 1328: learn: 0.3939024 test: 0.4135829 best: 0.4135817 (1324) total: 1m 3s remaining: 32s 1329: learn: 0.3939023 test: 0.4135837 best: 0.4135817 (1324) total: 1m 3s remaining: 32s 1330: learn: 0.3939017 test: 0.4135839 best: 0.4135817 (1324) total: 1m 3s remaining: 31.9s 1331: learn: 0.3938817 test: 0.4135614 best: 0.4135614 (1331) total: 1m 3s remaining: 31.9s 1332: learn: 0.3938816 test: 0.4135614 best: 0.4135614 (1332) total: 1m 3s remaining: 31.8s 1333: learn: 0.3938812 test: 0.4135616 best: 0.4135614 (1332) total: 1m 3s remaining: 31.8s 1334: learn: 0.3938810 test: 0.4135616 best: 0.4135614 (1332) total: 1m 3s remaining: 31.7s 1335: learn: 0.3938809 test: 0.4135620 best: 0.4135614 (1332) total: 1m 3s remaining: 31.7s 1336: learn: 0.3938800 test: 0.4135619 best: 0.4135614 (1332) total: 1m 3s remaining: 31.6s 1337: learn: 0.3938785 test: 0.4135633 best: 0.4135614 (1332) total: 1m 3s remaining: 31.6s 1338: learn: 0.3938760 test: 0.4135631 best: 0.4135614 (1332) total: 1m 3s remaining: 31.5s 1339: learn: 0.3938746 test: 0.4135612 best: 0.4135612 (1339) total: 1m 3s remaining: 31.5s 1340: learn: 0.3938589 test: 0.4135537 best: 0.4135537 (1340) total: 1m 3s remaining: 31.4s 1341: learn: 0.3938588 test: 0.4135537 best: 0.4135537 (1340) total: 1m 3s remaining: 31.4s 1342: learn: 0.3937871 test: 0.4135429 best: 0.4135429 (1342) total: 1m 4s remaining: 31.3s 1343: learn: 0.3937845 test: 0.4135437 best: 0.4135429 (1342) total: 1m 4s remaining: 31.3s 1344: learn: 0.3937843 test: 0.4135435 best: 0.4135429 (1342) total: 1m 4s remaining: 31.2s 1345: learn: 0.3937842 test: 0.4135440 best: 0.4135429 (1342) total: 1m 4s remaining: 31.2s 1346: learn: 0.3937841 test: 0.4135445 best: 0.4135429 (1342) total: 1m 4s remaining: 31.1s 1347: learn: 0.3937813 test: 0.4135424 best: 0.4135424 (1347) total: 1m 4s remaining: 31.1s 1348: learn: 0.3937773 test: 0.4135436 best: 0.4135424 (1347) total: 1m 4s remaining: 31.1s 1349: learn: 0.3937705 test: 0.4135474 best: 0.4135424 (1347) total: 1m 4s remaining: 31s 1350: learn: 0.3936983 test: 0.4134847 best: 0.4134847 (1350) total: 1m 4s remaining: 31s 1351: learn: 0.3936898 test: 0.4134831 best: 0.4134831 (1351) total: 1m 4s remaining: 30.9s 1352: learn: 0.3936898 test: 0.4134831 best: 0.4134831 (1351) total: 1m 4s remaining: 30.9s 1353: learn: 0.3936898 test: 0.4134831 best: 0.4134831 (1351) total: 1m 4s remaining: 30.8s 1354: learn: 0.3936895 test: 0.4134853 best: 0.4134831 (1351) total: 1m 4s remaining: 30.8s 1355: learn: 0.3936838 test: 0.4134796 best: 0.4134796 (1355) total: 1m 4s remaining: 30.7s 1356: learn: 0.3936837 test: 0.4134790 best: 0.4134790 (1356) total: 1m 4s remaining: 30.7s 1357: learn: 0.3936827 test: 0.4134800 best: 0.4134790 (1356) total: 1m 4s remaining: 30.6s 1358: learn: 0.3936812 test: 0.4134764 best: 0.4134764 (1358) total: 1m 4s remaining: 30.6s 1359: learn: 0.3936488 test: 0.4134710 best: 0.4134710 (1359) total: 1m 4s remaining: 30.6s 1360: learn: 0.3936428 test: 0.4134659 best: 0.4134659 (1360) total: 1m 5s remaining: 30.5s 1361: learn: 0.3936418 test: 0.4134664 best: 0.4134659 (1360) total: 1m 5s remaining: 30.5s 1362: learn: 0.3936379 test: 0.4134647 best: 0.4134647 (1362) total: 1m 5s remaining: 30.4s 1363: learn: 0.3936366 test: 0.4134637 best: 0.4134637 (1363) total: 1m 5s remaining: 30.4s 1364: learn: 0.3936364 test: 0.4134638 best: 0.4134637 (1363) total: 1m 5s remaining: 30.4s 1365: learn: 0.3936364 test: 0.4134637 best: 0.4134637 (1363) total: 1m 5s remaining: 30.3s 1366: learn: 0.3936222 test: 0.4134540 best: 0.4134540 (1366) total: 1m 5s remaining: 30.3s 1367: learn: 0.3936189 test: 0.4134517 best: 0.4134517 (1367) total: 1m 5s remaining: 30.2s 1368: learn: 0.3935421 test: 0.4134174 best: 0.4134174 (1368) total: 1m 5s remaining: 30.2s 1369: learn: 0.3934494 test: 0.4134350 best: 0.4134174 (1368) total: 1m 5s remaining: 30.1s 1370: learn: 0.3934493 test: 0.4134350 best: 0.4134174 (1368) total: 1m 5s remaining: 30.1s 1371: learn: 0.3934326 test: 0.4134434 best: 0.4134174 (1368) total: 1m 5s remaining: 30s 1372: learn: 0.3934324 test: 0.4134436 best: 0.4134174 (1368) total: 1m 5s remaining: 30s 1373: learn: 0.3934304 test: 0.4134413 best: 0.4134174 (1368) total: 1m 5s remaining: 30s 1374: learn: 0.3934303 test: 0.4134411 best: 0.4134174 (1368) total: 1m 5s remaining: 29.9s 1375: learn: 0.3934261 test: 0.4134377 best: 0.4134174 (1368) total: 1m 5s remaining: 29.9s 1376: learn: 0.3934228 test: 0.4134347 best: 0.4134174 (1368) total: 1m 5s remaining: 29.8s 1377: learn: 0.3934225 test: 0.4134320 best: 0.4134174 (1368) total: 1m 5s remaining: 29.8s 1378: learn: 0.3934224 test: 0.4134322 best: 0.4134174 (1368) total: 1m 6s remaining: 29.7s 1379: learn: 0.3934220 test: 0.4134324 best: 0.4134174 (1368) total: 1m 6s remaining: 29.7s 1380: learn: 0.3934125 test: 0.4134317 best: 0.4134174 (1368) total: 1m 6s remaining: 29.6s 1381: learn: 0.3934082 test: 0.4134283 best: 0.4134174 (1368) total: 1m 6s remaining: 29.6s 1382: learn: 0.3933914 test: 0.4134303 best: 0.4134174 (1368) total: 1m 6s remaining: 29.5s 1383: learn: 0.3933778 test: 0.4134272 best: 0.4134174 (1368) total: 1m 6s remaining: 29.5s 1384: learn: 0.3933741 test: 0.4134266 best: 0.4134174 (1368) total: 1m 6s remaining: 29.5s 1385: learn: 0.3933702 test: 0.4134276 best: 0.4134174 (1368) total: 1m 6s remaining: 29.4s 1386: learn: 0.3933701 test: 0.4134276 best: 0.4134174 (1368) total: 1m 6s remaining: 29.4s 1387: learn: 0.3933701 test: 0.4134276 best: 0.4134174 (1368) total: 1m 6s remaining: 29.3s 1388: learn: 0.3933664 test: 0.4134210 best: 0.4134174 (1368) total: 1m 6s remaining: 29.3s 1389: learn: 0.3933470 test: 0.4134173 best: 0.4134173 (1389) total: 1m 6s remaining: 29.2s 1390: learn: 0.3933470 test: 0.4134173 best: 0.4134173 (1390) total: 1m 6s remaining: 29.2s 1391: learn: 0.3933468 test: 0.4134176 best: 0.4134173 (1390) total: 1m 6s remaining: 29.2s 1392: learn: 0.3933452 test: 0.4134160 best: 0.4134160 (1392) total: 1m 6s remaining: 29.1s 1393: learn: 0.3933439 test: 0.4134150 best: 0.4134150 (1393) total: 1m 6s remaining: 29.1s 1394: learn: 0.3933438 test: 0.4134150 best: 0.4134150 (1394) total: 1m 6s remaining: 29s 1395: learn: 0.3933429 test: 0.4134148 best: 0.4134148 (1395) total: 1m 6s remaining: 29s 1396: learn: 0.3933429 test: 0.4134148 best: 0.4134148 (1395) total: 1m 6s remaining: 28.9s 1397: learn: 0.3932495 test: 0.4133921 best: 0.4133921 (1397) total: 1m 7s remaining: 28.9s 1398: learn: 0.3932492 test: 0.4133919 best: 0.4133919 (1398) total: 1m 7s remaining: 28.8s 1399: learn: 0.3932490 test: 0.4133921 best: 0.4133919 (1398) total: 1m 7s remaining: 28.8s 1400: learn: 0.3932489 test: 0.4133922 best: 0.4133919 (1398) total: 1m 7s remaining: 28.7s 1401: learn: 0.3932489 test: 0.4133922 best: 0.4133919 (1398) total: 1m 7s remaining: 28.7s 1402: learn: 0.3931858 test: 0.4133510 best: 0.4133510 (1402) total: 1m 7s remaining: 28.6s 1403: learn: 0.3931851 test: 0.4133512 best: 0.4133510 (1402) total: 1m 7s remaining: 28.6s 1404: learn: 0.3931833 test: 0.4133543 best: 0.4133510 (1402) total: 1m 7s remaining: 28.5s 1405: learn: 0.3931706 test: 0.4133402 best: 0.4133402 (1405) total: 1m 7s remaining: 28.5s 1406: learn: 0.3931706 test: 0.4133398 best: 0.4133398 (1406) total: 1m 7s remaining: 28.4s 1407: learn: 0.3931621 test: 0.4133389 best: 0.4133389 (1407) total: 1m 7s remaining: 28.4s 1408: learn: 0.3931618 test: 0.4133389 best: 0.4133389 (1407) total: 1m 7s remaining: 28.3s 1409: learn: 0.3931600 test: 0.4133375 best: 0.4133375 (1409) total: 1m 7s remaining: 28.3s 1410: learn: 0.3931598 test: 0.4133375 best: 0.4133375 (1410) total: 1m 7s remaining: 28.2s 1411: learn: 0.3931598 test: 0.4133375 best: 0.4133375 (1410) total: 1m 7s remaining: 28.2s 1412: learn: 0.3931130 test: 0.4132883 best: 0.4132883 (1412) total: 1m 7s remaining: 28.1s 1413: learn: 0.3931124 test: 0.4132867 best: 0.4132867 (1413) total: 1m 7s remaining: 28.1s 1414: learn: 0.3931070 test: 0.4132825 best: 0.4132825 (1414) total: 1m 7s remaining: 28s 1415: learn: 0.3931050 test: 0.4132810 best: 0.4132810 (1415) total: 1m 7s remaining: 28s 1416: learn: 0.3931029 test: 0.4132866 best: 0.4132810 (1415) total: 1m 7s remaining: 28s 1417: learn: 0.3931008 test: 0.4132806 best: 0.4132806 (1417) total: 1m 8s remaining: 27.9s 1418: learn: 0.3931007 test: 0.4132808 best: 0.4132806 (1417) total: 1m 8s remaining: 27.9s 1419: learn: 0.3931007 test: 0.4132808 best: 0.4132806 (1417) total: 1m 8s remaining: 27.8s 1420: learn: 0.3930968 test: 0.4132813 best: 0.4132806 (1417) total: 1m 8s remaining: 27.8s 1421: learn: 0.3930856 test: 0.4132743 best: 0.4132743 (1421) total: 1m 8s remaining: 27.7s 1422: learn: 0.3930856 test: 0.4132743 best: 0.4132743 (1421) total: 1m 8s remaining: 27.7s 1423: learn: 0.3930531 test: 0.4132688 best: 0.4132688 (1423) total: 1m 8s remaining: 27.6s 1424: learn: 0.3930530 test: 0.4132685 best: 0.4132685 (1424) total: 1m 8s remaining: 27.6s 1425: learn: 0.3930514 test: 0.4132680 best: 0.4132680 (1425) total: 1m 8s remaining: 27.5s 1426: learn: 0.3930428 test: 0.4132636 best: 0.4132636 (1426) total: 1m 8s remaining: 27.5s 1427: learn: 0.3930389 test: 0.4132635 best: 0.4132635 (1427) total: 1m 8s remaining: 27.4s 1428: learn: 0.3930389 test: 0.4132635 best: 0.4132635 (1427) total: 1m 8s remaining: 27.4s 1429: learn: 0.3930388 test: 0.4132635 best: 0.4132635 (1427) total: 1m 8s remaining: 27.3s 1430: learn: 0.3930382 test: 0.4132635 best: 0.4132635 (1427) total: 1m 8s remaining: 27.3s 1431: learn: 0.3929708 test: 0.4132581 best: 0.4132581 (1431) total: 1m 8s remaining: 27.3s 1432: learn: 0.3929708 test: 0.4132582 best: 0.4132581 (1431) total: 1m 8s remaining: 27.2s 1433: learn: 0.3929707 test: 0.4132581 best: 0.4132581 (1431) total: 1m 8s remaining: 27.2s 1434: learn: 0.3929661 test: 0.4132495 best: 0.4132495 (1434) total: 1m 8s remaining: 27.1s 1435: learn: 0.3929634 test: 0.4132496 best: 0.4132495 (1434) total: 1m 8s remaining: 27.1s 1436: learn: 0.3929634 test: 0.4132496 best: 0.4132495 (1434) total: 1m 8s remaining: 27s 1437: learn: 0.3929632 test: 0.4132497 best: 0.4132495 (1434) total: 1m 9s remaining: 27s 1438: learn: 0.3929451 test: 0.4132394 best: 0.4132394 (1438) total: 1m 9s remaining: 26.9s 1439: learn: 0.3929450 test: 0.4132394 best: 0.4132394 (1438) total: 1m 9s remaining: 26.9s 1440: learn: 0.3929329 test: 0.4132330 best: 0.4132330 (1440) total: 1m 9s remaining: 26.8s 1441: learn: 0.3929289 test: 0.4132295 best: 0.4132295 (1441) total: 1m 9s remaining: 26.8s 1442: learn: 0.3929288 test: 0.4132295 best: 0.4132295 (1442) total: 1m 9s remaining: 26.8s 1443: learn: 0.3929287 test: 0.4132267 best: 0.4132267 (1443) total: 1m 9s remaining: 26.7s 1444: learn: 0.3929276 test: 0.4132266 best: 0.4132266 (1444) total: 1m 9s remaining: 26.7s 1445: learn: 0.3929225 test: 0.4132236 best: 0.4132236 (1445) total: 1m 9s remaining: 26.6s 1446: learn: 0.3929131 test: 0.4132257 best: 0.4132236 (1445) total: 1m 9s remaining: 26.6s 1447: learn: 0.3928550 test: 0.4132089 best: 0.4132089 (1447) total: 1m 9s remaining: 26.5s 1448: learn: 0.3928507 test: 0.4132103 best: 0.4132089 (1447) total: 1m 9s remaining: 26.5s 1449: learn: 0.3928453 test: 0.4132110 best: 0.4132089 (1447) total: 1m 9s remaining: 26.4s 1450: learn: 0.3928425 test: 0.4132151 best: 0.4132089 (1447) total: 1m 9s remaining: 26.4s 1451: learn: 0.3928413 test: 0.4132184 best: 0.4132089 (1447) total: 1m 9s remaining: 26.3s 1452: learn: 0.3928346 test: 0.4132246 best: 0.4132089 (1447) total: 1m 9s remaining: 26.3s 1453: learn: 0.3928318 test: 0.4132270 best: 0.4132089 (1447) total: 1m 9s remaining: 26.2s 1454: learn: 0.3928270 test: 0.4132226 best: 0.4132089 (1447) total: 1m 9s remaining: 26.2s 1455: learn: 0.3928265 test: 0.4132232 best: 0.4132089 (1447) total: 1m 9s remaining: 26.1s 1456: learn: 0.3928264 test: 0.4132234 best: 0.4132089 (1447) total: 1m 9s remaining: 26.1s 1457: learn: 0.3927772 test: 0.4132180 best: 0.4132089 (1447) total: 1m 10s remaining: 26s 1458: learn: 0.3927699 test: 0.4132195 best: 0.4132089 (1447) total: 1m 10s remaining: 26s 1459: learn: 0.3927609 test: 0.4132247 best: 0.4132089 (1447) total: 1m 10s remaining: 25.9s 1460: learn: 0.3927605 test: 0.4132239 best: 0.4132089 (1447) total: 1m 10s remaining: 25.9s 1461: learn: 0.3926732 test: 0.4132370 best: 0.4132089 (1447) total: 1m 10s remaining: 25.8s 1462: learn: 0.3926732 test: 0.4132370 best: 0.4132089 (1447) total: 1m 10s remaining: 25.8s 1463: learn: 0.3926678 test: 0.4132349 best: 0.4132089 (1447) total: 1m 10s remaining: 25.8s 1464: learn: 0.3926363 test: 0.4132085 best: 0.4132085 (1464) total: 1m 10s remaining: 25.7s 1465: learn: 0.3926256 test: 0.4132111 best: 0.4132085 (1464) total: 1m 10s remaining: 25.7s 1466: learn: 0.3926255 test: 0.4132111 best: 0.4132085 (1464) total: 1m 10s remaining: 25.6s 1467: learn: 0.3926253 test: 0.4132094 best: 0.4132085 (1464) total: 1m 10s remaining: 25.6s 1468: learn: 0.3925379 test: 0.4132547 best: 0.4132085 (1464) total: 1m 10s remaining: 25.5s 1469: learn: 0.3925307 test: 0.4132568 best: 0.4132085 (1464) total: 1m 10s remaining: 25.5s 1470: learn: 0.3925301 test: 0.4132556 best: 0.4132085 (1464) total: 1m 10s remaining: 25.4s 1471: learn: 0.3925011 test: 0.4132403 best: 0.4132085 (1464) total: 1m 10s remaining: 25.4s 1472: learn: 0.3925010 test: 0.4132398 best: 0.4132085 (1464) total: 1m 10s remaining: 25.3s 1473: learn: 0.3925010 test: 0.4132395 best: 0.4132085 (1464) total: 1m 10s remaining: 25.3s 1474: learn: 0.3924961 test: 0.4132428 best: 0.4132085 (1464) total: 1m 10s remaining: 25.2s 1475: learn: 0.3924936 test: 0.4132426 best: 0.4132085 (1464) total: 1m 10s remaining: 25.2s 1476: learn: 0.3924919 test: 0.4132457 best: 0.4132085 (1464) total: 1m 11s remaining: 25.1s 1477: learn: 0.3924792 test: 0.4132452 best: 0.4132085 (1464) total: 1m 11s remaining: 25.1s 1478: learn: 0.3924776 test: 0.4132480 best: 0.4132085 (1464) total: 1m 11s remaining: 25.1s 1479: learn: 0.3924699 test: 0.4132406 best: 0.4132085 (1464) total: 1m 11s remaining: 25s 1480: learn: 0.3924690 test: 0.4132380 best: 0.4132085 (1464) total: 1m 11s remaining: 25s 1481: learn: 0.3924688 test: 0.4132378 best: 0.4132085 (1464) total: 1m 11s remaining: 24.9s 1482: learn: 0.3924637 test: 0.4132386 best: 0.4132085 (1464) total: 1m 11s remaining: 24.9s 1483: learn: 0.3924636 test: 0.4132386 best: 0.4132085 (1464) total: 1m 11s remaining: 24.8s 1484: learn: 0.3924617 test: 0.4132388 best: 0.4132085 (1464) total: 1m 11s remaining: 24.8s 1485: learn: 0.3923972 test: 0.4132014 best: 0.4132014 (1485) total: 1m 11s remaining: 24.7s 1486: learn: 0.3923971 test: 0.4132013 best: 0.4132013 (1486) total: 1m 11s remaining: 24.7s 1487: learn: 0.3923964 test: 0.4132012 best: 0.4132012 (1487) total: 1m 11s remaining: 24.6s 1488: learn: 0.3923964 test: 0.4132012 best: 0.4132012 (1488) total: 1m 11s remaining: 24.6s 1489: learn: 0.3923865 test: 0.4131986 best: 0.4131986 (1489) total: 1m 11s remaining: 24.5s 1490: learn: 0.3923758 test: 0.4131957 best: 0.4131957 (1490) total: 1m 11s remaining: 24.5s 1491: learn: 0.3923757 test: 0.4131956 best: 0.4131956 (1491) total: 1m 11s remaining: 24.4s 1492: learn: 0.3923756 test: 0.4131955 best: 0.4131955 (1492) total: 1m 11s remaining: 24.4s 1493: learn: 0.3923567 test: 0.4132226 best: 0.4131955 (1492) total: 1m 11s remaining: 24.3s 1494: learn: 0.3923546 test: 0.4132229 best: 0.4131955 (1492) total: 1m 11s remaining: 24.3s 1495: learn: 0.3923545 test: 0.4132229 best: 0.4131955 (1492) total: 1m 11s remaining: 24.2s 1496: learn: 0.3923517 test: 0.4132224 best: 0.4131955 (1492) total: 1m 11s remaining: 24.2s 1497: learn: 0.3923506 test: 0.4132224 best: 0.4131955 (1492) total: 1m 12s remaining: 24.1s 1498: learn: 0.3923506 test: 0.4132224 best: 0.4131955 (1492) total: 1m 12s remaining: 24.1s 1499: learn: 0.3923474 test: 0.4132211 best: 0.4131955 (1492) total: 1m 12s remaining: 24s 1500: learn: 0.3922955 test: 0.4131658 best: 0.4131658 (1500) total: 1m 12s remaining: 24s 1501: learn: 0.3922955 test: 0.4131658 best: 0.4131658 (1501) total: 1m 12s remaining: 23.9s 1502: learn: 0.3922954 test: 0.4131658 best: 0.4131658 (1501) total: 1m 12s remaining: 23.9s 1503: learn: 0.3922944 test: 0.4131653 best: 0.4131653 (1503) total: 1m 12s remaining: 23.8s 1504: learn: 0.3922943 test: 0.4131653 best: 0.4131653 (1503) total: 1m 12s remaining: 23.8s 1505: learn: 0.3922921 test: 0.4131644 best: 0.4131644 (1505) total: 1m 12s remaining: 23.7s 1506: learn: 0.3922908 test: 0.4131605 best: 0.4131605 (1506) total: 1m 12s remaining: 23.7s 1507: learn: 0.3922907 test: 0.4131605 best: 0.4131605 (1506) total: 1m 12s remaining: 23.6s 1508: learn: 0.3922906 test: 0.4131605 best: 0.4131605 (1506) total: 1m 12s remaining: 23.6s 1509: learn: 0.3922906 test: 0.4131605 best: 0.4131605 (1506) total: 1m 12s remaining: 23.5s 1510: learn: 0.3922906 test: 0.4131605 best: 0.4131605 (1506) total: 1m 12s remaining: 23.5s 1511: learn: 0.3922745 test: 0.4131449 best: 0.4131449 (1511) total: 1m 12s remaining: 23.4s 1512: learn: 0.3922736 test: 0.4131453 best: 0.4131449 (1511) total: 1m 12s remaining: 23.4s 1513: learn: 0.3922395 test: 0.4131384 best: 0.4131384 (1513) total: 1m 12s remaining: 23.3s 1514: learn: 0.3922377 test: 0.4131383 best: 0.4131383 (1514) total: 1m 12s remaining: 23.3s 1515: learn: 0.3922376 test: 0.4131383 best: 0.4131383 (1515) total: 1m 12s remaining: 23.3s 1516: learn: 0.3922299 test: 0.4131334 best: 0.4131334 (1516) total: 1m 12s remaining: 23.2s 1517: learn: 0.3922288 test: 0.4131342 best: 0.4131334 (1516) total: 1m 12s remaining: 23.2s 1518: learn: 0.3922287 test: 0.4131342 best: 0.4131334 (1516) total: 1m 13s remaining: 23.1s 1519: learn: 0.3922243 test: 0.4131289 best: 0.4131289 (1519) total: 1m 13s remaining: 23.1s 1520: learn: 0.3922079 test: 0.4131353 best: 0.4131289 (1519) total: 1m 13s remaining: 23s 1521: learn: 0.3922079 test: 0.4131352 best: 0.4131289 (1519) total: 1m 13s remaining: 23s 1522: learn: 0.3922071 test: 0.4131350 best: 0.4131289 (1519) total: 1m 13s remaining: 22.9s 1523: learn: 0.3922070 test: 0.4131349 best: 0.4131289 (1519) total: 1m 13s remaining: 22.9s 1524: learn: 0.3922069 test: 0.4131348 best: 0.4131289 (1519) total: 1m 13s remaining: 22.8s 1525: learn: 0.3922069 test: 0.4131348 best: 0.4131289 (1519) total: 1m 13s remaining: 22.8s 1526: learn: 0.3922068 test: 0.4131350 best: 0.4131289 (1519) total: 1m 13s remaining: 22.8s 1527: learn: 0.3921963 test: 0.4131417 best: 0.4131289 (1519) total: 1m 13s remaining: 22.7s 1528: learn: 0.3921963 test: 0.4131418 best: 0.4131289 (1519) total: 1m 13s remaining: 22.7s 1529: learn: 0.3921962 test: 0.4131418 best: 0.4131289 (1519) total: 1m 13s remaining: 22.6s 1530: learn: 0.3921961 test: 0.4131420 best: 0.4131289 (1519) total: 1m 13s remaining: 22.6s 1531: learn: 0.3921926 test: 0.4131429 best: 0.4131289 (1519) total: 1m 13s remaining: 22.5s 1532: learn: 0.3921923 test: 0.4131427 best: 0.4131289 (1519) total: 1m 13s remaining: 22.5s 1533: learn: 0.3921910 test: 0.4131398 best: 0.4131289 (1519) total: 1m 13s remaining: 22.4s 1534: learn: 0.3921910 test: 0.4131398 best: 0.4131289 (1519) total: 1m 13s remaining: 22.4s 1535: learn: 0.3921880 test: 0.4131376 best: 0.4131289 (1519) total: 1m 13s remaining: 22.3s 1536: learn: 0.3921875 test: 0.4131397 best: 0.4131289 (1519) total: 1m 13s remaining: 22.3s 1537: learn: 0.3921790 test: 0.4131368 best: 0.4131289 (1519) total: 1m 14s remaining: 22.2s 1538: learn: 0.3921786 test: 0.4131358 best: 0.4131289 (1519) total: 1m 14s remaining: 22.2s 1539: learn: 0.3921784 test: 0.4131358 best: 0.4131289 (1519) total: 1m 14s remaining: 22.1s 1540: learn: 0.3921762 test: 0.4131360 best: 0.4131289 (1519) total: 1m 14s remaining: 22.1s 1541: learn: 0.3920413 test: 0.4131917 best: 0.4131289 (1519) total: 1m 14s remaining: 22s 1542: learn: 0.3920376 test: 0.4131917 best: 0.4131289 (1519) total: 1m 14s remaining: 22s 1543: learn: 0.3919821 test: 0.4131446 best: 0.4131289 (1519) total: 1m 14s remaining: 21.9s 1544: learn: 0.3919821 test: 0.4131450 best: 0.4131289 (1519) total: 1m 14s remaining: 21.9s 1545: learn: 0.3919820 test: 0.4131453 best: 0.4131289 (1519) total: 1m 14s remaining: 21.9s 1546: learn: 0.3919791 test: 0.4131416 best: 0.4131289 (1519) total: 1m 14s remaining: 21.8s 1547: learn: 0.3919766 test: 0.4131388 best: 0.4131289 (1519) total: 1m 14s remaining: 21.8s 1548: learn: 0.3919763 test: 0.4131388 best: 0.4131289 (1519) total: 1m 14s remaining: 21.7s 1549: learn: 0.3919761 test: 0.4131388 best: 0.4131289 (1519) total: 1m 14s remaining: 21.7s 1550: learn: 0.3919761 test: 0.4131388 best: 0.4131289 (1519) total: 1m 14s remaining: 21.6s 1551: learn: 0.3919737 test: 0.4131389 best: 0.4131289 (1519) total: 1m 14s remaining: 21.6s 1552: learn: 0.3919455 test: 0.4131235 best: 0.4131235 (1552) total: 1m 14s remaining: 21.5s 1553: learn: 0.3919454 test: 0.4131236 best: 0.4131235 (1552) total: 1m 14s remaining: 21.5s 1554: learn: 0.3919454 test: 0.4131236 best: 0.4131235 (1552) total: 1m 14s remaining: 21.4s 1555: learn: 0.3919454 test: 0.4131236 best: 0.4131235 (1552) total: 1m 15s remaining: 21.4s 1556: learn: 0.3919453 test: 0.4131236 best: 0.4131235 (1552) total: 1m 15s remaining: 21.4s 1557: learn: 0.3919329 test: 0.4131221 best: 0.4131221 (1557) total: 1m 15s remaining: 21.3s 1558: learn: 0.3919320 test: 0.4131231 best: 0.4131221 (1557) total: 1m 15s remaining: 21.3s 1559: learn: 0.3919268 test: 0.4131215 best: 0.4131215 (1559) total: 1m 15s remaining: 21.2s 1560: learn: 0.3919261 test: 0.4131215 best: 0.4131215 (1559) total: 1m 15s remaining: 21.2s 1561: learn: 0.3919243 test: 0.4131228 best: 0.4131215 (1559) total: 1m 15s remaining: 21.1s 1562: learn: 0.3919234 test: 0.4131236 best: 0.4131215 (1559) total: 1m 15s remaining: 21.1s 1563: learn: 0.3919231 test: 0.4131224 best: 0.4131215 (1559) total: 1m 15s remaining: 21s 1564: learn: 0.3919231 test: 0.4131224 best: 0.4131215 (1559) total: 1m 15s remaining: 21s 1565: learn: 0.3919228 test: 0.4131224 best: 0.4131215 (1559) total: 1m 15s remaining: 20.9s 1566: learn: 0.3919223 test: 0.4131226 best: 0.4131215 (1559) total: 1m 15s remaining: 20.9s 1567: learn: 0.3919222 test: 0.4131220 best: 0.4131215 (1559) total: 1m 15s remaining: 20.8s 1568: learn: 0.3919221 test: 0.4131220 best: 0.4131215 (1559) total: 1m 15s remaining: 20.8s 1569: learn: 0.3919195 test: 0.4131202 best: 0.4131202 (1569) total: 1m 15s remaining: 20.7s 1570: learn: 0.3919194 test: 0.4131202 best: 0.4131202 (1569) total: 1m 15s remaining: 20.7s 1571: learn: 0.3919194 test: 0.4131203 best: 0.4131202 (1569) total: 1m 15s remaining: 20.6s 1572: learn: 0.3919154 test: 0.4131185 best: 0.4131185 (1572) total: 1m 15s remaining: 20.6s 1573: learn: 0.3919154 test: 0.4131184 best: 0.4131184 (1573) total: 1m 15s remaining: 20.6s 1574: learn: 0.3919146 test: 0.4131192 best: 0.4131184 (1573) total: 1m 15s remaining: 20.5s 1575: learn: 0.3919143 test: 0.4131192 best: 0.4131184 (1573) total: 1m 16s remaining: 20.5s 1576: learn: 0.3919135 test: 0.4131176 best: 0.4131176 (1576) total: 1m 16s remaining: 20.4s 1577: learn: 0.3919129 test: 0.4131176 best: 0.4131176 (1577) total: 1m 16s remaining: 20.4s 1578: learn: 0.3919082 test: 0.4131097 best: 0.4131097 (1578) total: 1m 16s remaining: 20.3s 1579: learn: 0.3919081 test: 0.4131098 best: 0.4131097 (1578) total: 1m 16s remaining: 20.3s 1580: learn: 0.3919081 test: 0.4131098 best: 0.4131097 (1578) total: 1m 16s remaining: 20.2s 1581: learn: 0.3919080 test: 0.4131098 best: 0.4131097 (1578) total: 1m 16s remaining: 20.2s 1582: learn: 0.3919078 test: 0.4131099 best: 0.4131097 (1578) total: 1m 16s remaining: 20.1s 1583: learn: 0.3919077 test: 0.4131100 best: 0.4131097 (1578) total: 1m 16s remaining: 20.1s 1584: learn: 0.3918979 test: 0.4130966 best: 0.4130966 (1584) total: 1m 16s remaining: 20s 1585: learn: 0.3918978 test: 0.4130967 best: 0.4130966 (1584) total: 1m 16s remaining: 20s 1586: learn: 0.3918978 test: 0.4130967 best: 0.4130966 (1584) total: 1m 16s remaining: 19.9s 1587: learn: 0.3918857 test: 0.4130988 best: 0.4130966 (1584) total: 1m 16s remaining: 19.9s 1588: learn: 0.3918827 test: 0.4130991 best: 0.4130966 (1584) total: 1m 16s remaining: 19.8s 1589: learn: 0.3918827 test: 0.4130993 best: 0.4130966 (1584) total: 1m 16s remaining: 19.8s 1590: learn: 0.3918819 test: 0.4130985 best: 0.4130966 (1584) total: 1m 16s remaining: 19.7s 1591: learn: 0.3918818 test: 0.4130986 best: 0.4130966 (1584) total: 1m 16s remaining: 19.7s 1592: learn: 0.3918813 test: 0.4130986 best: 0.4130966 (1584) total: 1m 16s remaining: 19.6s 1593: learn: 0.3918810 test: 0.4130982 best: 0.4130966 (1584) total: 1m 16s remaining: 19.6s 1594: learn: 0.3918805 test: 0.4130968 best: 0.4130966 (1584) total: 1m 16s remaining: 19.5s 1595: learn: 0.3918723 test: 0.4130880 best: 0.4130880 (1595) total: 1m 17s remaining: 19.5s 1596: learn: 0.3918623 test: 0.4130909 best: 0.4130880 (1595) total: 1m 17s remaining: 19.4s 1597: learn: 0.3918621 test: 0.4130909 best: 0.4130880 (1595) total: 1m 17s remaining: 19.4s 1598: learn: 0.3918616 test: 0.4130916 best: 0.4130880 (1595) total: 1m 17s remaining: 19.4s 1599: learn: 0.3917947 test: 0.4130536 best: 0.4130536 (1599) total: 1m 17s remaining: 19.3s 1600: learn: 0.3917947 test: 0.4130536 best: 0.4130536 (1599) total: 1m 17s remaining: 19.3s 1601: learn: 0.3917946 test: 0.4130525 best: 0.4130525 (1601) total: 1m 17s remaining: 19.2s 1602: learn: 0.3917832 test: 0.4130505 best: 0.4130505 (1602) total: 1m 17s remaining: 19.2s 1603: learn: 0.3917832 test: 0.4130501 best: 0.4130501 (1603) total: 1m 17s remaining: 19.1s 1604: learn: 0.3917701 test: 0.4130405 best: 0.4130405 (1604) total: 1m 17s remaining: 19.1s 1605: learn: 0.3917692 test: 0.4130400 best: 0.4130400 (1605) total: 1m 17s remaining: 19s 1606: learn: 0.3917690 test: 0.4130400 best: 0.4130400 (1605) total: 1m 17s remaining: 19s 1607: learn: 0.3917686 test: 0.4130400 best: 0.4130400 (1605) total: 1m 17s remaining: 18.9s 1608: learn: 0.3917682 test: 0.4130402 best: 0.4130400 (1605) total: 1m 17s remaining: 18.9s 1609: learn: 0.3917658 test: 0.4130378 best: 0.4130378 (1609) total: 1m 17s remaining: 18.8s 1610: learn: 0.3917607 test: 0.4130397 best: 0.4130378 (1609) total: 1m 17s remaining: 18.8s 1611: learn: 0.3917581 test: 0.4130391 best: 0.4130378 (1609) total: 1m 17s remaining: 18.7s 1612: learn: 0.3915876 test: 0.4130369 best: 0.4130369 (1612) total: 1m 17s remaining: 18.7s 1613: learn: 0.3915865 test: 0.4130366 best: 0.4130366 (1613) total: 1m 18s remaining: 18.7s 1614: learn: 0.3915865 test: 0.4130369 best: 0.4130366 (1613) total: 1m 18s remaining: 18.6s 1615: learn: 0.3915664 test: 0.4130352 best: 0.4130352 (1615) total: 1m 18s remaining: 18.6s 1616: learn: 0.3915645 test: 0.4130357 best: 0.4130352 (1615) total: 1m 18s remaining: 18.5s 1617: learn: 0.3915410 test: 0.4130014 best: 0.4130014 (1617) total: 1m 18s remaining: 18.5s 1618: learn: 0.3915365 test: 0.4130006 best: 0.4130006 (1618) total: 1m 18s remaining: 18.4s 1619: learn: 0.3915334 test: 0.4130061 best: 0.4130006 (1618) total: 1m 18s remaining: 18.4s 1620: learn: 0.3915251 test: 0.4130129 best: 0.4130006 (1618) total: 1m 18s remaining: 18.3s 1621: learn: 0.3915251 test: 0.4130129 best: 0.4130006 (1618) total: 1m 18s remaining: 18.3s 1622: learn: 0.3915251 test: 0.4130129 best: 0.4130006 (1618) total: 1m 18s remaining: 18.2s 1623: learn: 0.3915250 test: 0.4130129 best: 0.4130006 (1618) total: 1m 18s remaining: 18.2s 1624: learn: 0.3914742 test: 0.4130607 best: 0.4130006 (1618) total: 1m 18s remaining: 18.2s 1625: learn: 0.3914729 test: 0.4130611 best: 0.4130006 (1618) total: 1m 18s remaining: 18.1s 1626: learn: 0.3914727 test: 0.4130611 best: 0.4130006 (1618) total: 1m 18s remaining: 18.1s 1627: learn: 0.3914726 test: 0.4130611 best: 0.4130006 (1618) total: 1m 18s remaining: 18s 1628: learn: 0.3914711 test: 0.4130594 best: 0.4130006 (1618) total: 1m 18s remaining: 18s 1629: learn: 0.3914686 test: 0.4130595 best: 0.4130006 (1618) total: 1m 18s remaining: 17.9s 1630: learn: 0.3914684 test: 0.4130595 best: 0.4130006 (1618) total: 1m 18s remaining: 17.9s 1631: learn: 0.3913799 test: 0.4131267 best: 0.4130006 (1618) total: 1m 19s remaining: 17.8s 1632: learn: 0.3913720 test: 0.4131408 best: 0.4130006 (1618) total: 1m 19s remaining: 17.8s 1633: learn: 0.3913706 test: 0.4131399 best: 0.4130006 (1618) total: 1m 19s remaining: 17.7s 1634: learn: 0.3913492 test: 0.4131455 best: 0.4130006 (1618) total: 1m 19s remaining: 17.7s 1635: learn: 0.3913491 test: 0.4131455 best: 0.4130006 (1618) total: 1m 19s remaining: 17.6s 1636: learn: 0.3913166 test: 0.4131454 best: 0.4130006 (1618) total: 1m 19s remaining: 17.6s 1637: learn: 0.3913166 test: 0.4131455 best: 0.4130006 (1618) total: 1m 19s remaining: 17.6s 1638: learn: 0.3913163 test: 0.4131447 best: 0.4130006 (1618) total: 1m 19s remaining: 17.5s 1639: learn: 0.3913159 test: 0.4131447 best: 0.4130006 (1618) total: 1m 19s remaining: 17.5s 1640: learn: 0.3913159 test: 0.4131447 best: 0.4130006 (1618) total: 1m 19s remaining: 17.4s 1641: learn: 0.3913158 test: 0.4131447 best: 0.4130006 (1618) total: 1m 19s remaining: 17.4s 1642: learn: 0.3913158 test: 0.4131447 best: 0.4130006 (1618) total: 1m 19s remaining: 17.3s 1643: learn: 0.3912899 test: 0.4131236 best: 0.4130006 (1618) total: 1m 19s remaining: 17.3s 1644: learn: 0.3911833 test: 0.4132553 best: 0.4130006 (1618) total: 1m 19s remaining: 17.2s 1645: learn: 0.3911818 test: 0.4132561 best: 0.4130006 (1618) total: 1m 19s remaining: 17.2s 1646: learn: 0.3911818 test: 0.4132564 best: 0.4130006 (1618) total: 1m 19s remaining: 17.1s 1647: learn: 0.3910893 test: 0.4132775 best: 0.4130006 (1618) total: 1m 20s remaining: 17.1s 1648: learn: 0.3910893 test: 0.4132775 best: 0.4130006 (1618) total: 1m 20s remaining: 17s 1649: learn: 0.3910815 test: 0.4132780 best: 0.4130006 (1618) total: 1m 20s remaining: 17s 1650: learn: 0.3910811 test: 0.4132779 best: 0.4130006 (1618) total: 1m 20s remaining: 16.9s 1651: learn: 0.3910810 test: 0.4132779 best: 0.4130006 (1618) total: 1m 20s remaining: 16.9s 1652: learn: 0.3910647 test: 0.4133045 best: 0.4130006 (1618) total: 1m 20s remaining: 16.9s 1653: learn: 0.3910647 test: 0.4133045 best: 0.4130006 (1618) total: 1m 20s remaining: 16.8s 1654: learn: 0.3910643 test: 0.4133042 best: 0.4130006 (1618) total: 1m 20s remaining: 16.8s 1655: learn: 0.3910642 test: 0.4133042 best: 0.4130006 (1618) total: 1m 20s remaining: 16.7s 1656: learn: 0.3910619 test: 0.4133046 best: 0.4130006 (1618) total: 1m 20s remaining: 16.7s 1657: learn: 0.3910441 test: 0.4132768 best: 0.4130006 (1618) total: 1m 20s remaining: 16.6s 1658: learn: 0.3910387 test: 0.4132838 best: 0.4130006 (1618) total: 1m 20s remaining: 16.6s 1659: learn: 0.3910225 test: 0.4132866 best: 0.4130006 (1618) total: 1m 20s remaining: 16.5s 1660: learn: 0.3910083 test: 0.4132822 best: 0.4130006 (1618) total: 1m 20s remaining: 16.5s 1661: learn: 0.3910082 test: 0.4132822 best: 0.4130006 (1618) total: 1m 20s remaining: 16.4s 1662: learn: 0.3910080 test: 0.4132822 best: 0.4130006 (1618) total: 1m 20s remaining: 16.4s 1663: learn: 0.3910042 test: 0.4132838 best: 0.4130006 (1618) total: 1m 20s remaining: 16.4s 1664: learn: 0.3910042 test: 0.4132839 best: 0.4130006 (1618) total: 1m 21s remaining: 16.3s 1665: learn: 0.3910022 test: 0.4132900 best: 0.4130006 (1618) total: 1m 21s remaining: 16.3s 1666: learn: 0.3910022 test: 0.4132900 best: 0.4130006 (1618) total: 1m 21s remaining: 16.2s 1667: learn: 0.3910008 test: 0.4132919 best: 0.4130006 (1618) total: 1m 21s remaining: 16.2s 1668: learn: 0.3909982 test: 0.4132931 best: 0.4130006 (1618) total: 1m 21s remaining: 16.1s 1669: learn: 0.3909963 test: 0.4132976 best: 0.4130006 (1618) total: 1m 21s remaining: 16.1s 1670: learn: 0.3909959 test: 0.4132964 best: 0.4130006 (1618) total: 1m 21s remaining: 16s 1671: learn: 0.3909958 test: 0.4132961 best: 0.4130006 (1618) total: 1m 21s remaining: 16s 1672: learn: 0.3909702 test: 0.4132938 best: 0.4130006 (1618) total: 1m 21s remaining: 15.9s 1673: learn: 0.3909685 test: 0.4132936 best: 0.4130006 (1618) total: 1m 21s remaining: 15.9s 1674: learn: 0.3909680 test: 0.4132933 best: 0.4130006 (1618) total: 1m 21s remaining: 15.8s 1675: learn: 0.3909678 test: 0.4132933 best: 0.4130006 (1618) total: 1m 21s remaining: 15.8s 1676: learn: 0.3909677 test: 0.4132933 best: 0.4130006 (1618) total: 1m 21s remaining: 15.7s 1677: learn: 0.3909675 test: 0.4132930 best: 0.4130006 (1618) total: 1m 21s remaining: 15.7s 1678: learn: 0.3909648 test: 0.4132704 best: 0.4130006 (1618) total: 1m 21s remaining: 15.7s 1679: learn: 0.3909628 test: 0.4132723 best: 0.4130006 (1618) total: 1m 21s remaining: 15.6s 1680: learn: 0.3909628 test: 0.4132723 best: 0.4130006 (1618) total: 1m 22s remaining: 15.6s 1681: learn: 0.3909628 test: 0.4132723 best: 0.4130006 (1618) total: 1m 22s remaining: 15.5s 1682: learn: 0.3909627 test: 0.4132728 best: 0.4130006 (1618) total: 1m 22s remaining: 15.5s 1683: learn: 0.3909621 test: 0.4132727 best: 0.4130006 (1618) total: 1m 22s remaining: 15.4s 1684: learn: 0.3909621 test: 0.4132739 best: 0.4130006 (1618) total: 1m 22s remaining: 15.4s 1685: learn: 0.3909371 test: 0.4132755 best: 0.4130006 (1618) total: 1m 22s remaining: 15.3s 1686: learn: 0.3909369 test: 0.4132758 best: 0.4130006 (1618) total: 1m 22s remaining: 15.3s 1687: learn: 0.3909368 test: 0.4132758 best: 0.4130006 (1618) total: 1m 22s remaining: 15.2s 1688: learn: 0.3909368 test: 0.4132758 best: 0.4130006 (1618) total: 1m 22s remaining: 15.2s 1689: learn: 0.3909367 test: 0.4132758 best: 0.4130006 (1618) total: 1m 22s remaining: 15.1s 1690: learn: 0.3909357 test: 0.4132712 best: 0.4130006 (1618) total: 1m 22s remaining: 15.1s 1691: learn: 0.3909349 test: 0.4132739 best: 0.4130006 (1618) total: 1m 22s remaining: 15s 1692: learn: 0.3909276 test: 0.4132888 best: 0.4130006 (1618) total: 1m 22s remaining: 15s 1693: learn: 0.3909267 test: 0.4132854 best: 0.4130006 (1618) total: 1m 22s remaining: 14.9s 1694: learn: 0.3909266 test: 0.4132855 best: 0.4130006 (1618) total: 1m 22s remaining: 14.9s 1695: learn: 0.3909263 test: 0.4132853 best: 0.4130006 (1618) total: 1m 22s remaining: 14.8s 1696: learn: 0.3909262 test: 0.4132840 best: 0.4130006 (1618) total: 1m 22s remaining: 14.8s 1697: learn: 0.3908976 test: 0.4132786 best: 0.4130006 (1618) total: 1m 22s remaining: 14.7s 1698: learn: 0.3908967 test: 0.4132792 best: 0.4130006 (1618) total: 1m 22s remaining: 14.7s 1699: learn: 0.3908960 test: 0.4132804 best: 0.4130006 (1618) total: 1m 22s remaining: 14.6s 1700: learn: 0.3908958 test: 0.4132804 best: 0.4130006 (1618) total: 1m 23s remaining: 14.6s 1701: learn: 0.3908954 test: 0.4132790 best: 0.4130006 (1618) total: 1m 23s remaining: 14.5s 1702: learn: 0.3908948 test: 0.4132839 best: 0.4130006 (1618) total: 1m 23s remaining: 14.5s 1703: learn: 0.3908942 test: 0.4132798 best: 0.4130006 (1618) total: 1m 23s remaining: 14.4s 1704: learn: 0.3908938 test: 0.4132797 best: 0.4130006 (1618) total: 1m 23s remaining: 14.4s 1705: learn: 0.3908932 test: 0.4132803 best: 0.4130006 (1618) total: 1m 23s remaining: 14.3s 1706: learn: 0.3908880 test: 0.4132839 best: 0.4130006 (1618) total: 1m 23s remaining: 14.3s 1707: learn: 0.3908879 test: 0.4132841 best: 0.4130006 (1618) total: 1m 23s remaining: 14.2s 1708: learn: 0.3908879 test: 0.4132842 best: 0.4130006 (1618) total: 1m 23s remaining: 14.2s 1709: learn: 0.3907653 test: 0.4132768 best: 0.4130006 (1618) total: 1m 23s remaining: 14.1s 1710: learn: 0.3907652 test: 0.4132765 best: 0.4130006 (1618) total: 1m 23s remaining: 14.1s 1711: learn: 0.3907645 test: 0.4132756 best: 0.4130006 (1618) total: 1m 23s remaining: 14.1s 1712: learn: 0.3907644 test: 0.4132756 best: 0.4130006 (1618) total: 1m 23s remaining: 14s 1713: learn: 0.3907641 test: 0.4132753 best: 0.4130006 (1618) total: 1m 23s remaining: 14s 1714: learn: 0.3907382 test: 0.4133043 best: 0.4130006 (1618) total: 1m 23s remaining: 13.9s 1715: learn: 0.3907353 test: 0.4133100 best: 0.4130006 (1618) total: 1m 23s remaining: 13.9s 1716: learn: 0.3907352 test: 0.4133101 best: 0.4130006 (1618) total: 1m 23s remaining: 13.8s 1717: learn: 0.3906775 test: 0.4133016 best: 0.4130006 (1618) total: 1m 23s remaining: 13.8s 1718: learn: 0.3906750 test: 0.4133007 best: 0.4130006 (1618) total: 1m 23s remaining: 13.7s 1719: learn: 0.3906743 test: 0.4133017 best: 0.4130006 (1618) total: 1m 23s remaining: 13.7s 1720: learn: 0.3906743 test: 0.4133019 best: 0.4130006 (1618) total: 1m 24s remaining: 13.6s 1721: learn: 0.3906739 test: 0.4133005 best: 0.4130006 (1618) total: 1m 24s remaining: 13.6s 1722: learn: 0.3906735 test: 0.4132987 best: 0.4130006 (1618) total: 1m 24s remaining: 13.5s 1723: learn: 0.3906728 test: 0.4132979 best: 0.4130006 (1618) total: 1m 24s remaining: 13.5s 1724: learn: 0.3906727 test: 0.4132978 best: 0.4130006 (1618) total: 1m 24s remaining: 13.4s 1725: learn: 0.3906389 test: 0.4132595 best: 0.4130006 (1618) total: 1m 24s remaining: 13.4s 1726: learn: 0.3906382 test: 0.4132553 best: 0.4130006 (1618) total: 1m 24s remaining: 13.3s 1727: learn: 0.3906369 test: 0.4132552 best: 0.4130006 (1618) total: 1m 24s remaining: 13.3s 1728: learn: 0.3906359 test: 0.4132556 best: 0.4130006 (1618) total: 1m 24s remaining: 13.2s 1729: learn: 0.3906359 test: 0.4132556 best: 0.4130006 (1618) total: 1m 24s remaining: 13.2s 1730: learn: 0.3906354 test: 0.4132554 best: 0.4130006 (1618) total: 1m 24s remaining: 13.1s 1731: learn: 0.3906352 test: 0.4132554 best: 0.4130006 (1618) total: 1m 24s remaining: 13.1s 1732: learn: 0.3906271 test: 0.4132567 best: 0.4130006 (1618) total: 1m 24s remaining: 13s 1733: learn: 0.3906266 test: 0.4132584 best: 0.4130006 (1618) total: 1m 24s remaining: 13s 1734: learn: 0.3906231 test: 0.4132552 best: 0.4130006 (1618) total: 1m 24s remaining: 12.9s 1735: learn: 0.3906231 test: 0.4132552 best: 0.4130006 (1618) total: 1m 24s remaining: 12.9s 1736: learn: 0.3906213 test: 0.4132592 best: 0.4130006 (1618) total: 1m 24s remaining: 12.8s 1737: learn: 0.3906212 test: 0.4132592 best: 0.4130006 (1618) total: 1m 24s remaining: 12.8s 1738: learn: 0.3906212 test: 0.4132592 best: 0.4130006 (1618) total: 1m 24s remaining: 12.7s 1739: learn: 0.3906212 test: 0.4132592 best: 0.4130006 (1618) total: 1m 24s remaining: 12.7s 1740: learn: 0.3906165 test: 0.4132540 best: 0.4130006 (1618) total: 1m 24s remaining: 12.6s 1741: learn: 0.3906162 test: 0.4132542 best: 0.4130006 (1618) total: 1m 25s remaining: 12.6s 1742: learn: 0.3906160 test: 0.4132540 best: 0.4130006 (1618) total: 1m 25s remaining: 12.5s 1743: learn: 0.3906071 test: 0.4132545 best: 0.4130006 (1618) total: 1m 25s remaining: 12.5s 1744: learn: 0.3906071 test: 0.4132547 best: 0.4130006 (1618) total: 1m 25s remaining: 12.4s 1745: learn: 0.3906046 test: 0.4132646 best: 0.4130006 (1618) total: 1m 25s remaining: 12.4s 1746: learn: 0.3906046 test: 0.4132648 best: 0.4130006 (1618) total: 1m 25s remaining: 12.4s 1747: learn: 0.3905959 test: 0.4132665 best: 0.4130006 (1618) total: 1m 25s remaining: 12.3s 1748: learn: 0.3905869 test: 0.4132657 best: 0.4130006 (1618) total: 1m 25s remaining: 12.3s 1749: learn: 0.3905868 test: 0.4132658 best: 0.4130006 (1618) total: 1m 25s remaining: 12.2s 1750: learn: 0.3905867 test: 0.4132658 best: 0.4130006 (1618) total: 1m 25s remaining: 12.2s 1751: learn: 0.3905866 test: 0.4132658 best: 0.4130006 (1618) total: 1m 25s remaining: 12.1s 1752: learn: 0.3905866 test: 0.4132659 best: 0.4130006 (1618) total: 1m 25s remaining: 12.1s 1753: learn: 0.3905857 test: 0.4132650 best: 0.4130006 (1618) total: 1m 25s remaining: 12s 1754: learn: 0.3905856 test: 0.4132649 best: 0.4130006 (1618) total: 1m 25s remaining: 12s 1755: learn: 0.3905853 test: 0.4132649 best: 0.4130006 (1618) total: 1m 25s remaining: 11.9s 1756: learn: 0.3905853 test: 0.4132649 best: 0.4130006 (1618) total: 1m 25s remaining: 11.9s 1757: learn: 0.3905750 test: 0.4132711 best: 0.4130006 (1618) total: 1m 25s remaining: 11.8s 1758: learn: 0.3905750 test: 0.4132711 best: 0.4130006 (1618) total: 1m 25s remaining: 11.8s 1759: learn: 0.3905743 test: 0.4132711 best: 0.4130006 (1618) total: 1m 25s remaining: 11.7s 1760: learn: 0.3905424 test: 0.4132711 best: 0.4130006 (1618) total: 1m 25s remaining: 11.7s 1761: learn: 0.3905423 test: 0.4132711 best: 0.4130006 (1618) total: 1m 26s remaining: 11.6s 1762: learn: 0.3905422 test: 0.4132711 best: 0.4130006 (1618) total: 1m 26s remaining: 11.6s 1763: learn: 0.3905257 test: 0.4132573 best: 0.4130006 (1618) total: 1m 26s remaining: 11.5s 1764: learn: 0.3905233 test: 0.4132576 best: 0.4130006 (1618) total: 1m 26s remaining: 11.5s 1765: learn: 0.3905233 test: 0.4132575 best: 0.4130006 (1618) total: 1m 26s remaining: 11.4s 1766: learn: 0.3905082 test: 0.4132501 best: 0.4130006 (1618) total: 1m 26s remaining: 11.4s 1767: learn: 0.3905049 test: 0.4132533 best: 0.4130006 (1618) total: 1m 26s remaining: 11.3s 1768: learn: 0.3905048 test: 0.4132531 best: 0.4130006 (1618) total: 1m 26s remaining: 11.3s 1769: learn: 0.3905046 test: 0.4132531 best: 0.4130006 (1618) total: 1m 26s remaining: 11.3s 1770: learn: 0.3905033 test: 0.4132534 best: 0.4130006 (1618) total: 1m 26s remaining: 11.2s 1771: learn: 0.3905028 test: 0.4132534 best: 0.4130006 (1618) total: 1m 26s remaining: 11.2s 1772: learn: 0.3905028 test: 0.4132534 best: 0.4130006 (1618) total: 1m 26s remaining: 11.1s 1773: learn: 0.3905028 test: 0.4132534 best: 0.4130006 (1618) total: 1m 26s remaining: 11.1s 1774: learn: 0.3905028 test: 0.4132534 best: 0.4130006 (1618) total: 1m 26s remaining: 11s 1775: learn: 0.3905028 test: 0.4132533 best: 0.4130006 (1618) total: 1m 26s remaining: 11s 1776: learn: 0.3905026 test: 0.4132533 best: 0.4130006 (1618) total: 1m 27s remaining: 10.9s 1777: learn: 0.3904849 test: 0.4132359 best: 0.4130006 (1618) total: 1m 27s remaining: 10.9s 1778: learn: 0.3904743 test: 0.4132436 best: 0.4130006 (1618) total: 1m 27s remaining: 10.8s 1779: learn: 0.3904609 test: 0.4132468 best: 0.4130006 (1618) total: 1m 27s remaining: 10.8s 1780: learn: 0.3904472 test: 0.4132459 best: 0.4130006 (1618) total: 1m 27s remaining: 10.7s 1781: learn: 0.3904472 test: 0.4132459 best: 0.4130006 (1618) total: 1m 27s remaining: 10.7s 1782: learn: 0.3904471 test: 0.4132459 best: 0.4130006 (1618) total: 1m 27s remaining: 10.6s 1783: learn: 0.3904451 test: 0.4132454 best: 0.4130006 (1618) total: 1m 27s remaining: 10.6s 1784: learn: 0.3904450 test: 0.4132454 best: 0.4130006 (1618) total: 1m 27s remaining: 10.5s 1785: learn: 0.3904450 test: 0.4132452 best: 0.4130006 (1618) total: 1m 27s remaining: 10.5s 1786: learn: 0.3904442 test: 0.4132437 best: 0.4130006 (1618) total: 1m 27s remaining: 10.4s 1787: learn: 0.3904441 test: 0.4132437 best: 0.4130006 (1618) total: 1m 27s remaining: 10.4s 1788: learn: 0.3904373 test: 0.4132420 best: 0.4130006 (1618) total: 1m 27s remaining: 10.3s 1789: learn: 0.3904266 test: 0.4132541 best: 0.4130006 (1618) total: 1m 27s remaining: 10.3s 1790: learn: 0.3904230 test: 0.4132485 best: 0.4130006 (1618) total: 1m 27s remaining: 10.2s 1791: learn: 0.3903814 test: 0.4132445 best: 0.4130006 (1618) total: 1m 27s remaining: 10.2s 1792: learn: 0.3903814 test: 0.4132445 best: 0.4130006 (1618) total: 1m 27s remaining: 10.1s 1793: learn: 0.3903805 test: 0.4132463 best: 0.4130006 (1618) total: 1m 27s remaining: 10.1s 1794: learn: 0.3903715 test: 0.4132480 best: 0.4130006 (1618) total: 1m 27s remaining: 10s 1795: learn: 0.3903714 test: 0.4132480 best: 0.4130006 (1618) total: 1m 28s remaining: 10s 1796: learn: 0.3903371 test: 0.4132502 best: 0.4130006 (1618) total: 1m 28s remaining: 9.95s 1797: learn: 0.3903370 test: 0.4132502 best: 0.4130006 (1618) total: 1m 28s remaining: 9.9s 1798: learn: 0.3903369 test: 0.4132502 best: 0.4130006 (1618) total: 1m 28s remaining: 9.85s 1799: learn: 0.3903365 test: 0.4132501 best: 0.4130006 (1618) total: 1m 28s remaining: 9.8s 1800: learn: 0.3903365 test: 0.4132501 best: 0.4130006 (1618) total: 1m 28s remaining: 9.75s 1801: learn: 0.3902996 test: 0.4132481 best: 0.4130006 (1618) total: 1m 28s remaining: 9.71s 1802: learn: 0.3902995 test: 0.4132481 best: 0.4130006 (1618) total: 1m 28s remaining: 9.66s 1803: learn: 0.3902986 test: 0.4132489 best: 0.4130006 (1618) total: 1m 28s remaining: 9.61s 1804: learn: 0.3902986 test: 0.4132491 best: 0.4130006 (1618) total: 1m 28s remaining: 9.56s 1805: learn: 0.3902986 test: 0.4132491 best: 0.4130006 (1618) total: 1m 28s remaining: 9.51s 1806: learn: 0.3902985 test: 0.4132491 best: 0.4130006 (1618) total: 1m 28s remaining: 9.46s 1807: learn: 0.3902985 test: 0.4132491 best: 0.4130006 (1618) total: 1m 28s remaining: 9.41s 1808: learn: 0.3902985 test: 0.4132491 best: 0.4130006 (1618) total: 1m 28s remaining: 9.36s 1809: learn: 0.3902975 test: 0.4132528 best: 0.4130006 (1618) total: 1m 28s remaining: 9.3s 1810: learn: 0.3902967 test: 0.4132510 best: 0.4130006 (1618) total: 1m 28s remaining: 9.26s 1811: learn: 0.3902944 test: 0.4132454 best: 0.4130006 (1618) total: 1m 28s remaining: 9.21s 1812: learn: 0.3902894 test: 0.4132417 best: 0.4130006 (1618) total: 1m 28s remaining: 9.16s 1813: learn: 0.3902887 test: 0.4132417 best: 0.4130006 (1618) total: 1m 28s remaining: 9.11s 1814: learn: 0.3902886 test: 0.4132417 best: 0.4130006 (1618) total: 1m 28s remaining: 9.06s 1815: learn: 0.3902884 test: 0.4132417 best: 0.4130006 (1618) total: 1m 28s remaining: 9.01s 1816: learn: 0.3902883 test: 0.4132417 best: 0.4130006 (1618) total: 1m 29s remaining: 8.96s 1817: learn: 0.3902533 test: 0.4132339 best: 0.4130006 (1618) total: 1m 29s remaining: 8.91s 1818: learn: 0.3902496 test: 0.4132330 best: 0.4130006 (1618) total: 1m 29s remaining: 8.87s 1819: learn: 0.3902483 test: 0.4132384 best: 0.4130006 (1618) total: 1m 29s remaining: 8.82s 1820: learn: 0.3902443 test: 0.4132536 best: 0.4130006 (1618) total: 1m 29s remaining: 8.77s 1821: learn: 0.3902440 test: 0.4132536 best: 0.4130006 (1618) total: 1m 29s remaining: 8.72s 1822: learn: 0.3902440 test: 0.4132536 best: 0.4130006 (1618) total: 1m 29s remaining: 8.67s 1823: learn: 0.3902438 test: 0.4132536 best: 0.4130006 (1618) total: 1m 29s remaining: 8.62s 1824: learn: 0.3902416 test: 0.4132565 best: 0.4130006 (1618) total: 1m 29s remaining: 8.58s 1825: learn: 0.3902416 test: 0.4132565 best: 0.4130006 (1618) total: 1m 29s remaining: 8.53s 1826: learn: 0.3902355 test: 0.4132494 best: 0.4130006 (1618) total: 1m 29s remaining: 8.48s 1827: learn: 0.3902353 test: 0.4132494 best: 0.4130006 (1618) total: 1m 29s remaining: 8.43s 1828: learn: 0.3902353 test: 0.4132494 best: 0.4130006 (1618) total: 1m 29s remaining: 8.38s 1829: learn: 0.3902145 test: 0.4132404 best: 0.4130006 (1618) total: 1m 29s remaining: 8.33s 1830: learn: 0.3902139 test: 0.4132426 best: 0.4130006 (1618) total: 1m 29s remaining: 8.28s 1831: learn: 0.3902128 test: 0.4132427 best: 0.4130006 (1618) total: 1m 29s remaining: 8.23s 1832: learn: 0.3902128 test: 0.4132427 best: 0.4130006 (1618) total: 1m 29s remaining: 8.18s 1833: learn: 0.3902125 test: 0.4132427 best: 0.4130006 (1618) total: 1m 29s remaining: 8.13s 1834: learn: 0.3902075 test: 0.4132433 best: 0.4130006 (1618) total: 1m 29s remaining: 8.08s 1835: learn: 0.3902075 test: 0.4132433 best: 0.4130006 (1618) total: 1m 29s remaining: 8.04s 1836: learn: 0.3902069 test: 0.4132432 best: 0.4130006 (1618) total: 1m 30s remaining: 7.99s 1837: learn: 0.3902028 test: 0.4132460 best: 0.4130006 (1618) total: 1m 30s remaining: 7.94s 1838: learn: 0.3902026 test: 0.4132459 best: 0.4130006 (1618) total: 1m 30s remaining: 7.89s 1839: learn: 0.3902025 test: 0.4132460 best: 0.4130006 (1618) total: 1m 30s remaining: 7.84s 1840: learn: 0.3902016 test: 0.4132436 best: 0.4130006 (1618) total: 1m 30s remaining: 7.79s 1841: learn: 0.3902015 test: 0.4132436 best: 0.4130006 (1618) total: 1m 30s remaining: 7.74s 1842: learn: 0.3902015 test: 0.4132436 best: 0.4130006 (1618) total: 1m 30s remaining: 7.69s 1843: learn: 0.3901384 test: 0.4131708 best: 0.4130006 (1618) total: 1m 30s remaining: 7.64s 1844: learn: 0.3901382 test: 0.4131707 best: 0.4130006 (1618) total: 1m 30s remaining: 7.59s 1845: learn: 0.3900910 test: 0.4131378 best: 0.4130006 (1618) total: 1m 30s remaining: 7.55s 1846: learn: 0.3900898 test: 0.4131370 best: 0.4130006 (1618) total: 1m 30s remaining: 7.5s 1847: learn: 0.3900629 test: 0.4131761 best: 0.4130006 (1618) total: 1m 30s remaining: 7.45s 1848: learn: 0.3900587 test: 0.4131745 best: 0.4130006 (1618) total: 1m 30s remaining: 7.4s 1849: learn: 0.3900577 test: 0.4131736 best: 0.4130006 (1618) total: 1m 30s remaining: 7.35s 1850: learn: 0.3900561 test: 0.4131798 best: 0.4130006 (1618) total: 1m 30s remaining: 7.3s 1851: learn: 0.3900554 test: 0.4131792 best: 0.4130006 (1618) total: 1m 30s remaining: 7.25s 1852: learn: 0.3900509 test: 0.4131766 best: 0.4130006 (1618) total: 1m 30s remaining: 7.21s 1853: learn: 0.3900508 test: 0.4131778 best: 0.4130006 (1618) total: 1m 30s remaining: 7.16s 1854: learn: 0.3900498 test: 0.4131793 best: 0.4130006 (1618) total: 1m 30s remaining: 7.11s 1855: learn: 0.3900497 test: 0.4131791 best: 0.4130006 (1618) total: 1m 30s remaining: 7.06s 1856: learn: 0.3900469 test: 0.4131761 best: 0.4130006 (1618) total: 1m 31s remaining: 7.01s 1857: learn: 0.3900469 test: 0.4131761 best: 0.4130006 (1618) total: 1m 31s remaining: 6.96s 1858: learn: 0.3900461 test: 0.4131747 best: 0.4130006 (1618) total: 1m 31s remaining: 6.91s 1859: learn: 0.3900460 test: 0.4131747 best: 0.4130006 (1618) total: 1m 31s remaining: 6.86s 1860: learn: 0.3900460 test: 0.4131747 best: 0.4130006 (1618) total: 1m 31s remaining: 6.82s 1861: learn: 0.3900338 test: 0.4131778 best: 0.4130006 (1618) total: 1m 31s remaining: 6.77s 1862: learn: 0.3900337 test: 0.4131778 best: 0.4130006 (1618) total: 1m 31s remaining: 6.72s 1863: learn: 0.3900279 test: 0.4131752 best: 0.4130006 (1618) total: 1m 31s remaining: 6.67s 1864: learn: 0.3900274 test: 0.4131753 best: 0.4130006 (1618) total: 1m 31s remaining: 6.62s 1865: learn: 0.3900273 test: 0.4131755 best: 0.4130006 (1618) total: 1m 31s remaining: 6.57s 1866: learn: 0.3900273 test: 0.4131755 best: 0.4130006 (1618) total: 1m 31s remaining: 6.52s 1867: learn: 0.3900272 test: 0.4131755 best: 0.4130006 (1618) total: 1m 31s remaining: 6.47s 1868: learn: 0.3900270 test: 0.4131753 best: 0.4130006 (1618) total: 1m 31s remaining: 6.42s 1869: learn: 0.3900252 test: 0.4131749 best: 0.4130006 (1618) total: 1m 31s remaining: 6.37s 1870: learn: 0.3900251 test: 0.4131749 best: 0.4130006 (1618) total: 1m 31s remaining: 6.32s 1871: learn: 0.3900213 test: 0.4131747 best: 0.4130006 (1618) total: 1m 31s remaining: 6.27s 1872: learn: 0.3899555 test: 0.4131673 best: 0.4130006 (1618) total: 1m 31s remaining: 6.22s 1873: learn: 0.3899523 test: 0.4131671 best: 0.4130006 (1618) total: 1m 31s remaining: 6.17s 1874: learn: 0.3899523 test: 0.4131671 best: 0.4130006 (1618) total: 1m 31s remaining: 6.13s 1875: learn: 0.3899519 test: 0.4131671 best: 0.4130006 (1618) total: 1m 31s remaining: 6.08s 1876: learn: 0.3899518 test: 0.4131671 best: 0.4130006 (1618) total: 1m 31s remaining: 6.03s 1877: learn: 0.3899453 test: 0.4131591 best: 0.4130006 (1618) total: 1m 32s remaining: 5.98s 1878: learn: 0.3899374 test: 0.4131534 best: 0.4130006 (1618) total: 1m 32s remaining: 5.93s 1879: learn: 0.3899372 test: 0.4131552 best: 0.4130006 (1618) total: 1m 32s remaining: 5.88s 1880: learn: 0.3899372 test: 0.4131528 best: 0.4130006 (1618) total: 1m 32s remaining: 5.83s 1881: learn: 0.3899371 test: 0.4131528 best: 0.4130006 (1618) total: 1m 32s remaining: 5.78s 1882: learn: 0.3899370 test: 0.4131528 best: 0.4130006 (1618) total: 1m 32s remaining: 5.73s 1883: learn: 0.3899343 test: 0.4131503 best: 0.4130006 (1618) total: 1m 32s remaining: 5.68s 1884: learn: 0.3899337 test: 0.4131490 best: 0.4130006 (1618) total: 1m 32s remaining: 5.63s 1885: learn: 0.3899337 test: 0.4131490 best: 0.4130006 (1618) total: 1m 32s remaining: 5.59s 1886: learn: 0.3899252 test: 0.4131553 best: 0.4130006 (1618) total: 1m 32s remaining: 5.54s 1887: learn: 0.3898193 test: 0.4130941 best: 0.4130006 (1618) total: 1m 32s remaining: 5.49s 1888: learn: 0.3898178 test: 0.4131004 best: 0.4130006 (1618) total: 1m 32s remaining: 5.44s 1889: learn: 0.3898029 test: 0.4131049 best: 0.4130006 (1618) total: 1m 32s remaining: 5.39s 1890: learn: 0.3898023 test: 0.4131053 best: 0.4130006 (1618) total: 1m 32s remaining: 5.34s 1891: learn: 0.3898023 test: 0.4131053 best: 0.4130006 (1618) total: 1m 32s remaining: 5.29s 1892: learn: 0.3897591 test: 0.4130945 best: 0.4130006 (1618) total: 1m 32s remaining: 5.25s 1893: learn: 0.3897590 test: 0.4130950 best: 0.4130006 (1618) total: 1m 32s remaining: 5.2s 1894: learn: 0.3897589 test: 0.4130950 best: 0.4130006 (1618) total: 1m 32s remaining: 5.15s 1895: learn: 0.3897589 test: 0.4130953 best: 0.4130006 (1618) total: 1m 32s remaining: 5.1s 1896: learn: 0.3897589 test: 0.4130953 best: 0.4130006 (1618) total: 1m 33s remaining: 5.05s 1897: learn: 0.3897562 test: 0.4131024 best: 0.4130006 (1618) total: 1m 33s remaining: 5s 1898: learn: 0.3897535 test: 0.4131074 best: 0.4130006 (1618) total: 1m 33s remaining: 4.96s 1899: learn: 0.3897532 test: 0.4131089 best: 0.4130006 (1618) total: 1m 33s remaining: 4.91s 1900: learn: 0.3896071 test: 0.4130732 best: 0.4130006 (1618) total: 1m 33s remaining: 4.86s 1901: learn: 0.3896070 test: 0.4130735 best: 0.4130006 (1618) total: 1m 33s remaining: 4.81s 1902: learn: 0.3896064 test: 0.4130723 best: 0.4130006 (1618) total: 1m 33s remaining: 4.76s 1903: learn: 0.3896064 test: 0.4130723 best: 0.4130006 (1618) total: 1m 33s remaining: 4.71s 1904: learn: 0.3896061 test: 0.4130725 best: 0.4130006 (1618) total: 1m 33s remaining: 4.66s 1905: learn: 0.3896054 test: 0.4130707 best: 0.4130006 (1618) total: 1m 33s remaining: 4.61s 1906: learn: 0.3895932 test: 0.4130817 best: 0.4130006 (1618) total: 1m 33s remaining: 4.56s 1907: learn: 0.3895927 test: 0.4130823 best: 0.4130006 (1618) total: 1m 33s remaining: 4.51s 1908: learn: 0.3895926 test: 0.4130828 best: 0.4130006 (1618) total: 1m 33s remaining: 4.46s 1909: learn: 0.3895923 test: 0.4130832 best: 0.4130006 (1618) total: 1m 33s remaining: 4.42s 1910: learn: 0.3895842 test: 0.4130778 best: 0.4130006 (1618) total: 1m 33s remaining: 4.37s 1911: learn: 0.3895841 test: 0.4130778 best: 0.4130006 (1618) total: 1m 33s remaining: 4.32s 1912: learn: 0.3895822 test: 0.4130775 best: 0.4130006 (1618) total: 1m 33s remaining: 4.27s 1913: learn: 0.3895793 test: 0.4130692 best: 0.4130006 (1618) total: 1m 34s remaining: 4.22s 1914: learn: 0.3895790 test: 0.4130702 best: 0.4130006 (1618) total: 1m 34s remaining: 4.17s 1915: learn: 0.3895738 test: 0.4130700 best: 0.4130006 (1618) total: 1m 34s remaining: 4.13s 1916: learn: 0.3895737 test: 0.4130700 best: 0.4130006 (1618) total: 1m 34s remaining: 4.08s 1917: learn: 0.3895721 test: 0.4130720 best: 0.4130006 (1618) total: 1m 34s remaining: 4.03s 1918: learn: 0.3895464 test: 0.4130449 best: 0.4130006 (1618) total: 1m 34s remaining: 3.98s 1919: learn: 0.3895463 test: 0.4130449 best: 0.4130006 (1618) total: 1m 34s remaining: 3.93s 1920: learn: 0.3895313 test: 0.4130351 best: 0.4130006 (1618) total: 1m 34s remaining: 3.88s 1921: learn: 0.3895238 test: 0.4130356 best: 0.4130006 (1618) total: 1m 34s remaining: 3.83s 1922: learn: 0.3895238 test: 0.4130356 best: 0.4130006 (1618) total: 1m 34s remaining: 3.78s 1923: learn: 0.3895234 test: 0.4130339 best: 0.4130006 (1618) total: 1m 34s remaining: 3.73s 1924: learn: 0.3895228 test: 0.4130340 best: 0.4130006 (1618) total: 1m 34s remaining: 3.68s 1925: learn: 0.3895227 test: 0.4130342 best: 0.4130006 (1618) total: 1m 34s remaining: 3.63s 1926: learn: 0.3895225 test: 0.4130348 best: 0.4130006 (1618) total: 1m 34s remaining: 3.59s 1927: learn: 0.3895225 test: 0.4130348 best: 0.4130006 (1618) total: 1m 34s remaining: 3.54s 1928: learn: 0.3895156 test: 0.4130300 best: 0.4130006 (1618) total: 1m 34s remaining: 3.49s 1929: learn: 0.3895155 test: 0.4130300 best: 0.4130006 (1618) total: 1m 34s remaining: 3.44s 1930: learn: 0.3895154 test: 0.4130302 best: 0.4130006 (1618) total: 1m 34s remaining: 3.39s 1931: learn: 0.3895154 test: 0.4130287 best: 0.4130006 (1618) total: 1m 34s remaining: 3.34s 1932: learn: 0.3895030 test: 0.4130215 best: 0.4130006 (1618) total: 1m 35s remaining: 3.29s 1933: learn: 0.3895030 test: 0.4130215 best: 0.4130006 (1618) total: 1m 35s remaining: 3.24s 1934: learn: 0.3895029 test: 0.4130217 best: 0.4130006 (1618) total: 1m 35s remaining: 3.19s 1935: learn: 0.3895029 test: 0.4130217 best: 0.4130006 (1618) total: 1m 35s remaining: 3.15s 1936: learn: 0.3895028 test: 0.4130217 best: 0.4130006 (1618) total: 1m 35s remaining: 3.1s 1937: learn: 0.3895002 test: 0.4130257 best: 0.4130006 (1618) total: 1m 35s remaining: 3.05s 1938: learn: 0.3895002 test: 0.4130257 best: 0.4130006 (1618) total: 1m 35s remaining: 3s 1939: learn: 0.3894857 test: 0.4130283 best: 0.4130006 (1618) total: 1m 35s remaining: 2.95s 1940: learn: 0.3894852 test: 0.4130283 best: 0.4130006 (1618) total: 1m 35s remaining: 2.9s 1941: learn: 0.3894803 test: 0.4130289 best: 0.4130006 (1618) total: 1m 35s remaining: 2.85s 1942: learn: 0.3894802 test: 0.4130289 best: 0.4130006 (1618) total: 1m 35s remaining: 2.8s 1943: learn: 0.3894802 test: 0.4130289 best: 0.4130006 (1618) total: 1m 35s remaining: 2.75s 1944: learn: 0.3894802 test: 0.4130289 best: 0.4130006 (1618) total: 1m 35s remaining: 2.7s 1945: learn: 0.3894798 test: 0.4130290 best: 0.4130006 (1618) total: 1m 35s remaining: 2.65s 1946: learn: 0.3894130 test: 0.4130089 best: 0.4130006 (1618) total: 1m 35s remaining: 2.6s 1947: learn: 0.3894130 test: 0.4130089 best: 0.4130006 (1618) total: 1m 35s remaining: 2.55s 1948: learn: 0.3894129 test: 0.4130090 best: 0.4130006 (1618) total: 1m 35s remaining: 2.5s 1949: learn: 0.3894129 test: 0.4130090 best: 0.4130006 (1618) total: 1m 35s remaining: 2.45s 1950: learn: 0.3894128 test: 0.4130090 best: 0.4130006 (1618) total: 1m 35s remaining: 2.4s 1951: learn: 0.3894128 test: 0.4130093 best: 0.4130006 (1618) total: 1m 35s remaining: 2.35s 1952: learn: 0.3894126 test: 0.4130093 best: 0.4130006 (1618) total: 1m 35s remaining: 2.31s 1953: learn: 0.3894125 test: 0.4130093 best: 0.4130006 (1618) total: 1m 35s remaining: 2.26s 1954: learn: 0.3894124 test: 0.4130093 best: 0.4130006 (1618) total: 1m 35s remaining: 2.21s 1955: learn: 0.3894119 test: 0.4130099 best: 0.4130006 (1618) total: 1m 35s remaining: 2.16s 1956: learn: 0.3894115 test: 0.4130099 best: 0.4130006 (1618) total: 1m 36s remaining: 2.11s 1957: learn: 0.3894115 test: 0.4130099 best: 0.4130006 (1618) total: 1m 36s remaining: 2.06s 1958: learn: 0.3893979 test: 0.4129962 best: 0.4129962 (1958) total: 1m 36s remaining: 2.01s 1959: learn: 0.3893974 test: 0.4129944 best: 0.4129944 (1959) total: 1m 36s remaining: 1.96s 1960: learn: 0.3893974 test: 0.4129944 best: 0.4129944 (1959) total: 1m 36s remaining: 1.91s 1961: learn: 0.3893621 test: 0.4129848 best: 0.4129848 (1961) total: 1m 36s remaining: 1.86s 1962: learn: 0.3893601 test: 0.4129834 best: 0.4129834 (1962) total: 1m 36s remaining: 1.81s 1963: learn: 0.3893598 test: 0.4129834 best: 0.4129834 (1963) total: 1m 36s remaining: 1.77s 1964: learn: 0.3893596 test: 0.4129836 best: 0.4129834 (1963) total: 1m 36s remaining: 1.72s 1965: learn: 0.3893578 test: 0.4129838 best: 0.4129834 (1963) total: 1m 36s remaining: 1.67s 1966: learn: 0.3893578 test: 0.4129838 best: 0.4129834 (1963) total: 1m 36s remaining: 1.62s 1967: learn: 0.3893562 test: 0.4129813 best: 0.4129813 (1967) total: 1m 36s remaining: 1.57s 1968: learn: 0.3893559 test: 0.4129813 best: 0.4129813 (1967) total: 1m 36s remaining: 1.52s 1969: learn: 0.3893559 test: 0.4129813 best: 0.4129813 (1967) total: 1m 36s remaining: 1.47s 1970: learn: 0.3893558 test: 0.4129813 best: 0.4129813 (1967) total: 1m 36s remaining: 1.42s 1971: learn: 0.3893471 test: 0.4129803 best: 0.4129803 (1971) total: 1m 36s remaining: 1.37s 1972: learn: 0.3893455 test: 0.4129805 best: 0.4129803 (1971) total: 1m 36s remaining: 1.32s 1973: learn: 0.3893455 test: 0.4129806 best: 0.4129803 (1971) total: 1m 36s remaining: 1.27s 1974: learn: 0.3893453 test: 0.4129806 best: 0.4129803 (1971) total: 1m 36s remaining: 1.23s 1975: learn: 0.3893448 test: 0.4129784 best: 0.4129784 (1975) total: 1m 36s remaining: 1.18s 1976: learn: 0.3893447 test: 0.4129785 best: 0.4129784 (1975) total: 1m 36s remaining: 1.13s 1977: learn: 0.3893435 test: 0.4129811 best: 0.4129784 (1975) total: 1m 37s remaining: 1.08s 1978: learn: 0.3893434 test: 0.4129811 best: 0.4129784 (1975) total: 1m 37s remaining: 1.03s 1979: learn: 0.3893432 test: 0.4129811 best: 0.4129784 (1975) total: 1m 37s remaining: 981ms 1980: learn: 0.3893403 test: 0.4129825 best: 0.4129784 (1975) total: 1m 37s remaining: 932ms 1981: learn: 0.3893393 test: 0.4129825 best: 0.4129784 (1975) total: 1m 37s remaining: 883ms 1982: learn: 0.3893388 test: 0.4129843 best: 0.4129784 (1975) total: 1m 37s remaining: 834ms 1983: learn: 0.3893387 test: 0.4129843 best: 0.4129784 (1975) total: 1m 37s remaining: 785ms 1984: learn: 0.3893386 test: 0.4129843 best: 0.4129784 (1975) total: 1m 37s remaining: 735ms 1985: learn: 0.3893375 test: 0.4129842 best: 0.4129784 (1975) total: 1m 37s remaining: 686ms 1986: learn: 0.3893362 test: 0.4129842 best: 0.4129784 (1975) total: 1m 37s remaining: 637ms 1987: learn: 0.3892970 test: 0.4129874 best: 0.4129784 (1975) total: 1m 37s remaining: 588ms 1988: learn: 0.3892969 test: 0.4129857 best: 0.4129784 (1975) total: 1m 37s remaining: 539ms 1989: learn: 0.3892968 test: 0.4129857 best: 0.4129784 (1975) total: 1m 37s remaining: 490ms 1990: learn: 0.3892968 test: 0.4129857 best: 0.4129784 (1975) total: 1m 37s remaining: 441ms 1991: learn: 0.3892968 test: 0.4129857 best: 0.4129784 (1975) total: 1m 37s remaining: 392ms 1992: learn: 0.3892966 test: 0.4129825 best: 0.4129784 (1975) total: 1m 37s remaining: 343ms 1993: learn: 0.3892960 test: 0.4129818 best: 0.4129784 (1975) total: 1m 37s remaining: 294ms 1994: learn: 0.3892921 test: 0.4129781 best: 0.4129781 (1994) total: 1m 37s remaining: 245ms 1995: learn: 0.3892775 test: 0.4129731 best: 0.4129731 (1995) total: 1m 37s remaining: 196ms 1996: learn: 0.3892703 test: 0.4129641 best: 0.4129641 (1996) total: 1m 37s remaining: 147ms 1997: learn: 0.3892702 test: 0.4129641 best: 0.4129641 (1997) total: 1m 37s remaining: 98ms 1998: learn: 0.3892674 test: 0.4129671 best: 0.4129641 (1997) total: 1m 37s remaining: 49ms 1999: learn: 0.3892674 test: 0.4129671 best: 0.4129641 (1997) total: 1m 37s remaining: 0us bestTest = 0.4129641066 bestIteration = 1997 Shrink model to first 1998 iterations. [CV] learning_rate=0.15, l2_leaf_reg=1, iterations=2000, depth=4, total= 1.7min [CV] learning_rate=0.15, l2_leaf_reg=1, iterations=2000, depth=4 ..... 0: learn: 3.8211430 test: 3.8172640 best: 3.8172640 (0) total: 42.4ms remaining: 1m 24s 1: learn: 3.2614014 test: 3.2588912 best: 3.2588912 (1) total: 85.1ms remaining: 1m 24s 2: learn: 2.7894437 test: 2.7880501 best: 2.7880501 (2) total: 132ms remaining: 1m 27s 3: learn: 2.3900676 test: 2.3896741 best: 2.3896741 (3) total: 181ms remaining: 1m 30s 4: learn: 2.0539355 test: 2.0540894 best: 2.0540894 (4) total: 225ms remaining: 1m 29s 5: learn: 1.7712376 test: 1.7722201 best: 1.7722201 (5) total: 270ms remaining: 1m 29s 6: learn: 1.5334306 test: 1.5352964 best: 1.5352964 (6) total: 314ms remaining: 1m 29s 7: learn: 1.3353198 test: 1.3376389 best: 1.3376389 (7) total: 358ms remaining: 1m 29s 8: learn: 1.1703914 test: 1.1733443 best: 1.1733443 (8) total: 414ms remaining: 1m 31s 9: learn: 1.0342527 test: 1.0379677 best: 1.0379677 (9) total: 466ms remaining: 1m 32s 10: learn: 0.9227835 test: 0.9269028 best: 0.9269028 (10) total: 517ms remaining: 1m 33s 11: learn: 0.8317813 test: 0.8367246 best: 0.8367246 (11) total: 565ms remaining: 1m 33s 12: learn: 0.7576899 test: 0.7633366 best: 0.7633366 (12) total: 610ms remaining: 1m 33s 13: learn: 0.6999424 test: 0.7062661 best: 0.7062661 (13) total: 657ms remaining: 1m 33s 14: learn: 0.6532033 test: 0.6598682 best: 0.6598682 (14) total: 705ms remaining: 1m 33s 15: learn: 0.6164113 test: 0.6235501 best: 0.6235501 (15) total: 753ms remaining: 1m 33s 16: learn: 0.5820921 test: 0.5893325 best: 0.5893325 (16) total: 800ms remaining: 1m 33s 17: learn: 0.5556503 test: 0.5626360 best: 0.5626360 (17) total: 843ms remaining: 1m 32s 18: learn: 0.5353956 test: 0.5426014 best: 0.5426014 (18) total: 883ms remaining: 1m 32s 19: learn: 0.5193895 test: 0.5266407 best: 0.5266407 (19) total: 931ms remaining: 1m 32s 20: learn: 0.5072168 test: 0.5146351 best: 0.5146351 (20) total: 976ms remaining: 1m 32s 21: learn: 0.4970850 test: 0.5045722 best: 0.5045722 (21) total: 1.02s remaining: 1m 31s 22: learn: 0.4899098 test: 0.4974137 best: 0.4974137 (22) total: 1.08s remaining: 1m 32s 23: learn: 0.4840229 test: 0.4914681 best: 0.4914681 (23) total: 1.13s remaining: 1m 33s 24: learn: 0.4795852 test: 0.4869793 best: 0.4869793 (24) total: 1.21s remaining: 1m 35s 25: learn: 0.4758975 test: 0.4829944 best: 0.4829944 (25) total: 1.25s remaining: 1m 34s 26: learn: 0.4725566 test: 0.4795038 best: 0.4795038 (26) total: 1.28s remaining: 1m 33s 27: learn: 0.4703534 test: 0.4772118 best: 0.4772118 (27) total: 1.34s remaining: 1m 34s 28: learn: 0.4678996 test: 0.4748180 best: 0.4748180 (28) total: 1.4s remaining: 1m 35s 29: learn: 0.4649547 test: 0.4716762 best: 0.4716762 (29) total: 1.47s remaining: 1m 36s 30: learn: 0.4631446 test: 0.4699549 best: 0.4699549 (30) total: 1.53s remaining: 1m 37s 31: learn: 0.4619363 test: 0.4685707 best: 0.4685707 (31) total: 1.59s remaining: 1m 37s 32: learn: 0.4605121 test: 0.4672903 best: 0.4672903 (32) total: 1.66s remaining: 1m 38s 33: learn: 0.4589733 test: 0.4656183 best: 0.4656183 (33) total: 1.71s remaining: 1m 38s 34: learn: 0.4576866 test: 0.4645376 best: 0.4645376 (34) total: 1.76s remaining: 1m 38s 35: learn: 0.4568200 test: 0.4638609 best: 0.4638609 (35) total: 1.8s remaining: 1m 38s 36: learn: 0.4553670 test: 0.4625147 best: 0.4625147 (36) total: 1.85s remaining: 1m 38s 37: learn: 0.4539294 test: 0.4611586 best: 0.4611586 (37) total: 1.91s remaining: 1m 38s 38: learn: 0.4519482 test: 0.4595183 best: 0.4595183 (38) total: 1.97s remaining: 1m 38s 39: learn: 0.4508510 test: 0.4585075 best: 0.4585075 (39) total: 2.02s remaining: 1m 38s 40: learn: 0.4498820 test: 0.4576314 best: 0.4576314 (40) total: 2.07s remaining: 1m 38s 41: learn: 0.4492694 test: 0.4570951 best: 0.4570951 (41) total: 2.13s remaining: 1m 39s 42: learn: 0.4484216 test: 0.4564187 best: 0.4564187 (42) total: 2.19s remaining: 1m 39s 43: learn: 0.4476058 test: 0.4556705 best: 0.4556705 (43) total: 2.25s remaining: 1m 39s 44: learn: 0.4467421 test: 0.4548598 best: 0.4548598 (44) total: 2.31s remaining: 1m 40s 45: learn: 0.4460009 test: 0.4542248 best: 0.4542248 (45) total: 2.36s remaining: 1m 40s 46: learn: 0.4450003 test: 0.4530801 best: 0.4530801 (46) total: 2.41s remaining: 1m 40s 47: learn: 0.4444923 test: 0.4526046 best: 0.4526046 (47) total: 2.46s remaining: 1m 39s 48: learn: 0.4441606 test: 0.4523089 best: 0.4523089 (48) total: 2.5s remaining: 1m 39s 49: learn: 0.4436313 test: 0.4518155 best: 0.4518155 (49) total: 2.54s remaining: 1m 39s 50: learn: 0.4429206 test: 0.4511252 best: 0.4511252 (50) total: 2.58s remaining: 1m 38s 51: learn: 0.4425644 test: 0.4508127 best: 0.4508127 (51) total: 2.63s remaining: 1m 38s 52: learn: 0.4409098 test: 0.4488683 best: 0.4488683 (52) total: 2.67s remaining: 1m 38s 53: learn: 0.4402393 test: 0.4485002 best: 0.4485002 (53) total: 2.71s remaining: 1m 37s 54: learn: 0.4394361 test: 0.4478036 best: 0.4478036 (54) total: 2.79s remaining: 1m 38s 55: learn: 0.4388294 test: 0.4472417 best: 0.4472417 (55) total: 2.85s remaining: 1m 38s 56: learn: 0.4388144 test: 0.4472197 best: 0.4472197 (56) total: 2.88s remaining: 1m 38s 57: learn: 0.4382491 test: 0.4467932 best: 0.4467932 (57) total: 2.93s remaining: 1m 38s 58: learn: 0.4377028 test: 0.4464700 best: 0.4464700 (58) total: 2.97s remaining: 1m 37s 59: learn: 0.4372851 test: 0.4460527 best: 0.4460527 (59) total: 3.02s remaining: 1m 37s 60: learn: 0.4368941 test: 0.4456529 best: 0.4456529 (60) total: 3.07s remaining: 1m 37s 61: learn: 0.4364326 test: 0.4452750 best: 0.4452750 (61) total: 3.13s remaining: 1m 37s 62: learn: 0.4360430 test: 0.4448918 best: 0.4448918 (62) total: 3.18s remaining: 1m 37s 63: learn: 0.4355089 test: 0.4444005 best: 0.4444005 (63) total: 3.23s remaining: 1m 37s 64: learn: 0.4350889 test: 0.4439962 best: 0.4439962 (64) total: 3.27s remaining: 1m 37s 65: learn: 0.4345680 test: 0.4435033 best: 0.4435033 (65) total: 3.32s remaining: 1m 37s 66: learn: 0.4341726 test: 0.4432265 best: 0.4432265 (66) total: 3.36s remaining: 1m 36s 67: learn: 0.4339069 test: 0.4429036 best: 0.4429036 (67) total: 3.42s remaining: 1m 37s 68: learn: 0.4332928 test: 0.4422977 best: 0.4422977 (68) total: 3.47s remaining: 1m 37s 69: learn: 0.4329919 test: 0.4420305 best: 0.4420305 (69) total: 3.57s remaining: 1m 38s 70: learn: 0.4324052 test: 0.4418844 best: 0.4418844 (70) total: 3.65s remaining: 1m 39s 71: learn: 0.4313202 test: 0.4404307 best: 0.4404307 (71) total: 3.71s remaining: 1m 39s 72: learn: 0.4310230 test: 0.4401990 best: 0.4401990 (72) total: 3.78s remaining: 1m 39s 73: learn: 0.4308088 test: 0.4400061 best: 0.4400061 (73) total: 3.83s remaining: 1m 39s 74: learn: 0.4305967 test: 0.4398697 best: 0.4398697 (74) total: 3.91s remaining: 1m 40s 75: learn: 0.4302608 test: 0.4396106 best: 0.4396106 (75) total: 3.97s remaining: 1m 40s 76: learn: 0.4296678 test: 0.4391335 best: 0.4391335 (76) total: 4.02s remaining: 1m 40s 77: learn: 0.4292774 test: 0.4388522 best: 0.4388522 (77) total: 4.07s remaining: 1m 40s 78: learn: 0.4292765 test: 0.4388525 best: 0.4388522 (77) total: 4.13s remaining: 1m 40s 79: learn: 0.4291183 test: 0.4387451 best: 0.4387451 (79) total: 4.2s remaining: 1m 40s 80: learn: 0.4287960 test: 0.4385999 best: 0.4385999 (80) total: 4.26s remaining: 1m 40s 81: learn: 0.4285923 test: 0.4384726 best: 0.4384726 (81) total: 4.32s remaining: 1m 41s 82: learn: 0.4281871 test: 0.4380924 best: 0.4380924 (82) total: 4.38s remaining: 1m 41s 83: learn: 0.4275791 test: 0.4376983 best: 0.4376983 (83) total: 4.45s remaining: 1m 41s 84: learn: 0.4272166 test: 0.4374861 best: 0.4374861 (84) total: 4.51s remaining: 1m 41s 85: learn: 0.4267206 test: 0.4371556 best: 0.4371556 (85) total: 4.56s remaining: 1m 41s 86: learn: 0.4265663 test: 0.4370370 best: 0.4370370 (86) total: 4.62s remaining: 1m 41s 87: learn: 0.4264645 test: 0.4369627 best: 0.4369627 (87) total: 4.67s remaining: 1m 41s 88: learn: 0.4264206 test: 0.4369583 best: 0.4369583 (88) total: 4.72s remaining: 1m 41s 89: learn: 0.4261997 test: 0.4367846 best: 0.4367846 (89) total: 4.78s remaining: 1m 41s 90: learn: 0.4259990 test: 0.4366322 best: 0.4366322 (90) total: 4.83s remaining: 1m 41s 91: learn: 0.4257032 test: 0.4364152 best: 0.4364152 (91) total: 4.88s remaining: 1m 41s 92: learn: 0.4254902 test: 0.4362630 best: 0.4362630 (92) total: 4.93s remaining: 1m 41s 93: learn: 0.4253292 test: 0.4360991 best: 0.4360991 (93) total: 4.98s remaining: 1m 40s 94: learn: 0.4253257 test: 0.4360987 best: 0.4360987 (94) total: 5.03s remaining: 1m 40s 95: learn: 0.4251949 test: 0.4359547 best: 0.4359547 (95) total: 5.08s remaining: 1m 40s 96: learn: 0.4248683 test: 0.4358585 best: 0.4358585 (96) total: 5.13s remaining: 1m 40s 97: learn: 0.4246800 test: 0.4357091 best: 0.4357091 (97) total: 5.19s remaining: 1m 40s 98: learn: 0.4244743 test: 0.4356510 best: 0.4356510 (98) total: 5.25s remaining: 1m 40s 99: learn: 0.4242175 test: 0.4354505 best: 0.4354505 (99) total: 5.29s remaining: 1m 40s 100: learn: 0.4241393 test: 0.4354457 best: 0.4354457 (100) total: 5.34s remaining: 1m 40s 101: learn: 0.4233367 test: 0.4342986 best: 0.4342986 (101) total: 5.38s remaining: 1m 40s 102: learn: 0.4229620 test: 0.4340767 best: 0.4340767 (102) total: 5.44s remaining: 1m 40s 103: learn: 0.4222243 test: 0.4332136 best: 0.4332136 (103) total: 5.48s remaining: 1m 39s 104: learn: 0.4219917 test: 0.4330665 best: 0.4330665 (104) total: 5.53s remaining: 1m 39s 105: learn: 0.4219776 test: 0.4330659 best: 0.4330659 (105) total: 5.57s remaining: 1m 39s 106: learn: 0.4217928 test: 0.4329071 best: 0.4329071 (106) total: 5.62s remaining: 1m 39s 107: learn: 0.4215513 test: 0.4326814 best: 0.4326814 (107) total: 5.66s remaining: 1m 39s 108: learn: 0.4213001 test: 0.4325234 best: 0.4325234 (108) total: 5.7s remaining: 1m 38s 109: learn: 0.4212826 test: 0.4325319 best: 0.4325234 (108) total: 5.75s remaining: 1m 38s 110: learn: 0.4209999 test: 0.4323835 best: 0.4323835 (110) total: 5.79s remaining: 1m 38s 111: learn: 0.4207084 test: 0.4319887 best: 0.4319887 (111) total: 5.84s remaining: 1m 38s 112: learn: 0.4206110 test: 0.4319155 best: 0.4319155 (112) total: 5.89s remaining: 1m 38s 113: learn: 0.4203461 test: 0.4318505 best: 0.4318505 (113) total: 5.94s remaining: 1m 38s 114: learn: 0.4198911 test: 0.4314962 best: 0.4314962 (114) total: 5.99s remaining: 1m 38s 115: learn: 0.4192977 test: 0.4310215 best: 0.4310215 (115) total: 6.04s remaining: 1m 38s 116: learn: 0.4190786 test: 0.4308703 best: 0.4308703 (116) total: 6.1s remaining: 1m 38s 117: learn: 0.4187035 test: 0.4303269 best: 0.4303269 (117) total: 6.17s remaining: 1m 38s 118: learn: 0.4186919 test: 0.4303276 best: 0.4303269 (117) total: 6.24s remaining: 1m 38s 119: learn: 0.4182454 test: 0.4299867 best: 0.4299867 (119) total: 6.29s remaining: 1m 38s 120: learn: 0.4181935 test: 0.4299661 best: 0.4299661 (120) total: 6.34s remaining: 1m 38s 121: learn: 0.4179834 test: 0.4298127 best: 0.4298127 (121) total: 6.39s remaining: 1m 38s 122: learn: 0.4176376 test: 0.4296860 best: 0.4296860 (122) total: 6.44s remaining: 1m 38s 123: learn: 0.4174379 test: 0.4294839 best: 0.4294839 (123) total: 6.49s remaining: 1m 38s 124: learn: 0.4171209 test: 0.4292191 best: 0.4292191 (124) total: 6.54s remaining: 1m 38s 125: learn: 0.4170673 test: 0.4292060 best: 0.4292060 (125) total: 6.59s remaining: 1m 38s 126: learn: 0.4168517 test: 0.4291116 best: 0.4291116 (126) total: 6.64s remaining: 1m 37s 127: learn: 0.4167048 test: 0.4290384 best: 0.4290384 (127) total: 6.69s remaining: 1m 37s 128: learn: 0.4166545 test: 0.4289868 best: 0.4289868 (128) total: 6.73s remaining: 1m 37s 129: learn: 0.4165762 test: 0.4289284 best: 0.4289284 (129) total: 6.77s remaining: 1m 37s 130: learn: 0.4164294 test: 0.4288253 best: 0.4288253 (130) total: 6.82s remaining: 1m 37s 131: learn: 0.4161893 test: 0.4286446 best: 0.4286446 (131) total: 6.87s remaining: 1m 37s 132: learn: 0.4161169 test: 0.4286274 best: 0.4286274 (132) total: 6.91s remaining: 1m 37s 133: learn: 0.4160898 test: 0.4286181 best: 0.4286181 (133) total: 6.96s remaining: 1m 36s 134: learn: 0.4159821 test: 0.4284896 best: 0.4284896 (134) total: 7s remaining: 1m 36s 135: learn: 0.4158459 test: 0.4284135 best: 0.4284135 (135) total: 7.05s remaining: 1m 36s 136: learn: 0.4157094 test: 0.4283558 best: 0.4283558 (136) total: 7.09s remaining: 1m 36s 137: learn: 0.4155519 test: 0.4284040 best: 0.4283558 (136) total: 7.15s remaining: 1m 36s 138: learn: 0.4153235 test: 0.4283805 best: 0.4283558 (136) total: 7.2s remaining: 1m 36s 139: learn: 0.4147011 test: 0.4277996 best: 0.4277996 (139) total: 7.25s remaining: 1m 36s 140: learn: 0.4145443 test: 0.4276564 best: 0.4276564 (140) total: 7.29s remaining: 1m 36s 141: learn: 0.4143033 test: 0.4274073 best: 0.4274073 (141) total: 7.34s remaining: 1m 36s 142: learn: 0.4141813 test: 0.4273096 best: 0.4273096 (142) total: 7.39s remaining: 1m 35s 143: learn: 0.4141544 test: 0.4272745 best: 0.4272745 (143) total: 7.44s remaining: 1m 35s 144: learn: 0.4141520 test: 0.4272745 best: 0.4272745 (143) total: 7.48s remaining: 1m 35s 145: learn: 0.4141189 test: 0.4272892 best: 0.4272745 (143) total: 7.53s remaining: 1m 35s 146: learn: 0.4140860 test: 0.4272745 best: 0.4272745 (143) total: 7.57s remaining: 1m 35s 147: learn: 0.4139585 test: 0.4271918 best: 0.4271918 (147) total: 7.62s remaining: 1m 35s 148: learn: 0.4138333 test: 0.4270897 best: 0.4270897 (148) total: 7.67s remaining: 1m 35s 149: learn: 0.4137896 test: 0.4270760 best: 0.4270760 (149) total: 7.72s remaining: 1m 35s 150: learn: 0.4137882 test: 0.4270760 best: 0.4270760 (149) total: 7.76s remaining: 1m 34s 151: learn: 0.4135681 test: 0.4268962 best: 0.4268962 (151) total: 7.8s remaining: 1m 34s 152: learn: 0.4133986 test: 0.4268579 best: 0.4268579 (152) total: 7.84s remaining: 1m 34s 153: learn: 0.4133184 test: 0.4268014 best: 0.4268014 (153) total: 7.89s remaining: 1m 34s 154: learn: 0.4132234 test: 0.4267466 best: 0.4267466 (154) total: 7.93s remaining: 1m 34s 155: learn: 0.4131733 test: 0.4267301 best: 0.4267301 (155) total: 7.98s remaining: 1m 34s 156: learn: 0.4130723 test: 0.4266779 best: 0.4266779 (156) total: 8.03s remaining: 1m 34s 157: learn: 0.4130601 test: 0.4266652 best: 0.4266652 (157) total: 8.07s remaining: 1m 34s 158: learn: 0.4128708 test: 0.4264500 best: 0.4264500 (158) total: 8.14s remaining: 1m 34s 159: learn: 0.4128155 test: 0.4264362 best: 0.4264362 (159) total: 8.2s remaining: 1m 34s 160: learn: 0.4126520 test: 0.4263225 best: 0.4263225 (160) total: 8.26s remaining: 1m 34s 161: learn: 0.4124074 test: 0.4260161 best: 0.4260161 (161) total: 8.31s remaining: 1m 34s 162: learn: 0.4120997 test: 0.4259263 best: 0.4259263 (162) total: 8.38s remaining: 1m 34s 163: learn: 0.4118038 test: 0.4256345 best: 0.4256345 (163) total: 8.44s remaining: 1m 34s 164: learn: 0.4115180 test: 0.4254669 best: 0.4254669 (164) total: 8.51s remaining: 1m 34s 165: learn: 0.4114603 test: 0.4254613 best: 0.4254613 (165) total: 8.57s remaining: 1m 34s 166: learn: 0.4114308 test: 0.4254621 best: 0.4254613 (165) total: 8.63s remaining: 1m 34s 167: learn: 0.4113695 test: 0.4253981 best: 0.4253981 (167) total: 8.68s remaining: 1m 34s 168: learn: 0.4113127 test: 0.4254015 best: 0.4253981 (167) total: 8.72s remaining: 1m 34s 169: learn: 0.4112751 test: 0.4253200 best: 0.4253200 (169) total: 8.76s remaining: 1m 34s 170: learn: 0.4112399 test: 0.4253034 best: 0.4253034 (170) total: 8.8s remaining: 1m 34s 171: learn: 0.4111393 test: 0.4252339 best: 0.4252339 (171) total: 8.84s remaining: 1m 33s 172: learn: 0.4109694 test: 0.4250838 best: 0.4250838 (172) total: 8.89s remaining: 1m 33s 173: learn: 0.4108335 test: 0.4249650 best: 0.4249650 (173) total: 8.94s remaining: 1m 33s 174: learn: 0.4107502 test: 0.4248955 best: 0.4248955 (174) total: 8.98s remaining: 1m 33s 175: learn: 0.4107188 test: 0.4248954 best: 0.4248954 (175) total: 9.02s remaining: 1m 33s 176: learn: 0.4106513 test: 0.4248702 best: 0.4248702 (176) total: 9.07s remaining: 1m 33s 177: learn: 0.4104748 test: 0.4248060 best: 0.4248060 (177) total: 9.12s remaining: 1m 33s 178: learn: 0.4104338 test: 0.4248156 best: 0.4248060 (177) total: 9.16s remaining: 1m 33s 179: learn: 0.4104156 test: 0.4248156 best: 0.4248060 (177) total: 9.21s remaining: 1m 33s 180: learn: 0.4103669 test: 0.4247724 best: 0.4247724 (180) total: 9.24s remaining: 1m 32s 181: learn: 0.4103544 test: 0.4247641 best: 0.4247641 (181) total: 9.29s remaining: 1m 32s 182: learn: 0.4100869 test: 0.4244491 best: 0.4244491 (182) total: 9.34s remaining: 1m 32s 183: learn: 0.4099819 test: 0.4243899 best: 0.4243899 (183) total: 9.38s remaining: 1m 32s 184: learn: 0.4097958 test: 0.4241021 best: 0.4241021 (184) total: 9.42s remaining: 1m 32s 185: learn: 0.4097954 test: 0.4241008 best: 0.4241008 (185) total: 9.47s remaining: 1m 32s 186: learn: 0.4097753 test: 0.4240650 best: 0.4240650 (186) total: 9.52s remaining: 1m 32s 187: learn: 0.4097485 test: 0.4240634 best: 0.4240634 (187) total: 9.56s remaining: 1m 32s 188: learn: 0.4097162 test: 0.4240629 best: 0.4240629 (188) total: 9.62s remaining: 1m 32s 189: learn: 0.4096305 test: 0.4239862 best: 0.4239862 (189) total: 9.67s remaining: 1m 32s 190: learn: 0.4096140 test: 0.4239862 best: 0.4239862 (190) total: 9.72s remaining: 1m 32s 191: learn: 0.4091858 test: 0.4239653 best: 0.4239653 (191) total: 9.77s remaining: 1m 32s 192: learn: 0.4091212 test: 0.4239425 best: 0.4239425 (192) total: 9.82s remaining: 1m 31s 193: learn: 0.4090950 test: 0.4239297 best: 0.4239297 (193) total: 9.86s remaining: 1m 31s 194: learn: 0.4090187 test: 0.4239277 best: 0.4239277 (194) total: 9.91s remaining: 1m 31s 195: learn: 0.4090145 test: 0.4239267 best: 0.4239267 (195) total: 9.95s remaining: 1m 31s 196: learn: 0.4090002 test: 0.4239174 best: 0.4239174 (196) total: 10s remaining: 1m 31s 197: learn: 0.4089898 test: 0.4239171 best: 0.4239171 (197) total: 10.1s remaining: 1m 31s 198: learn: 0.4089757 test: 0.4239186 best: 0.4239171 (197) total: 10.2s remaining: 1m 31s 199: learn: 0.4088320 test: 0.4237703 best: 0.4237703 (199) total: 10.2s remaining: 1m 31s 200: learn: 0.4088185 test: 0.4237703 best: 0.4237703 (200) total: 10.3s remaining: 1m 31s 201: learn: 0.4087335 test: 0.4236840 best: 0.4236840 (201) total: 10.3s remaining: 1m 31s 202: learn: 0.4085803 test: 0.4236056 best: 0.4236056 (202) total: 10.4s remaining: 1m 32s 203: learn: 0.4085160 test: 0.4235838 best: 0.4235838 (203) total: 10.4s remaining: 1m 31s 204: learn: 0.4084143 test: 0.4235283 best: 0.4235283 (204) total: 10.5s remaining: 1m 31s 205: learn: 0.4083544 test: 0.4235018 best: 0.4235018 (205) total: 10.6s remaining: 1m 31s 206: learn: 0.4083344 test: 0.4234857 best: 0.4234857 (206) total: 10.6s remaining: 1m 31s 207: learn: 0.4083071 test: 0.4234855 best: 0.4234855 (207) total: 10.6s remaining: 1m 31s 208: learn: 0.4082645 test: 0.4234467 best: 0.4234467 (208) total: 10.7s remaining: 1m 31s 209: learn: 0.4082506 test: 0.4234466 best: 0.4234466 (209) total: 10.7s remaining: 1m 31s 210: learn: 0.4081374 test: 0.4233823 best: 0.4233823 (210) total: 10.8s remaining: 1m 31s 211: learn: 0.4081333 test: 0.4233820 best: 0.4233820 (211) total: 10.8s remaining: 1m 31s 212: learn: 0.4081223 test: 0.4233819 best: 0.4233819 (212) total: 10.9s remaining: 1m 31s 213: learn: 0.4080449 test: 0.4233285 best: 0.4233285 (213) total: 10.9s remaining: 1m 31s 214: learn: 0.4080342 test: 0.4233258 best: 0.4233258 (214) total: 11s remaining: 1m 30s 215: learn: 0.4079650 test: 0.4232864 best: 0.4232864 (215) total: 11s remaining: 1m 30s 216: learn: 0.4076075 test: 0.4231600 best: 0.4231600 (216) total: 11s remaining: 1m 30s 217: learn: 0.4075473 test: 0.4231697 best: 0.4231600 (216) total: 11.1s remaining: 1m 30s 218: learn: 0.4073156 test: 0.4229024 best: 0.4229024 (218) total: 11.1s remaining: 1m 30s 219: learn: 0.4072684 test: 0.4228620 best: 0.4228620 (219) total: 11.2s remaining: 1m 30s 220: learn: 0.4072661 test: 0.4228557 best: 0.4228557 (220) total: 11.2s remaining: 1m 30s 221: learn: 0.4072635 test: 0.4228560 best: 0.4228557 (220) total: 11.3s remaining: 1m 30s 222: learn: 0.4072566 test: 0.4228557 best: 0.4228557 (220) total: 11.3s remaining: 1m 30s 223: learn: 0.4072389 test: 0.4228409 best: 0.4228409 (223) total: 11.4s remaining: 1m 30s 224: learn: 0.4072144 test: 0.4228406 best: 0.4228406 (224) total: 11.4s remaining: 1m 30s 225: learn: 0.4071785 test: 0.4227968 best: 0.4227968 (225) total: 11.5s remaining: 1m 29s 226: learn: 0.4071530 test: 0.4227914 best: 0.4227914 (226) total: 11.5s remaining: 1m 29s 227: learn: 0.4071437 test: 0.4227934 best: 0.4227914 (226) total: 11.5s remaining: 1m 29s 228: learn: 0.4070915 test: 0.4227725 best: 0.4227725 (228) total: 11.6s remaining: 1m 29s 229: learn: 0.4070162 test: 0.4227341 best: 0.4227341 (229) total: 11.6s remaining: 1m 29s 230: learn: 0.4070124 test: 0.4227340 best: 0.4227340 (230) total: 11.7s remaining: 1m 29s 231: learn: 0.4069901 test: 0.4227167 best: 0.4227167 (231) total: 11.7s remaining: 1m 29s 232: learn: 0.4069727 test: 0.4227201 best: 0.4227167 (231) total: 11.8s remaining: 1m 29s 233: learn: 0.4069709 test: 0.4227188 best: 0.4227167 (231) total: 11.8s remaining: 1m 29s 234: learn: 0.4069144 test: 0.4226926 best: 0.4226926 (234) total: 11.9s remaining: 1m 29s 235: learn: 0.4067833 test: 0.4227595 best: 0.4226926 (234) total: 11.9s remaining: 1m 28s 236: learn: 0.4067761 test: 0.4227584 best: 0.4226926 (234) total: 12s remaining: 1m 28s 237: learn: 0.4067715 test: 0.4227548 best: 0.4226926 (234) total: 12s remaining: 1m 28s 238: learn: 0.4067614 test: 0.4227531 best: 0.4226926 (234) total: 12.1s remaining: 1m 28s 239: learn: 0.4067154 test: 0.4227397 best: 0.4226926 (234) total: 12.1s remaining: 1m 28s 240: learn: 0.4067118 test: 0.4227352 best: 0.4226926 (234) total: 12.1s remaining: 1m 28s 241: learn: 0.4067105 test: 0.4227348 best: 0.4226926 (234) total: 12.2s remaining: 1m 28s 242: learn: 0.4065925 test: 0.4227143 best: 0.4226926 (234) total: 12.2s remaining: 1m 28s 243: learn: 0.4065759 test: 0.4227143 best: 0.4226926 (234) total: 12.3s remaining: 1m 28s 244: learn: 0.4064983 test: 0.4227061 best: 0.4226926 (234) total: 12.3s remaining: 1m 28s 245: learn: 0.4064638 test: 0.4227008 best: 0.4226926 (234) total: 12.4s remaining: 1m 28s 246: learn: 0.4064637 test: 0.4227001 best: 0.4226926 (234) total: 12.4s remaining: 1m 28s 247: learn: 0.4063169 test: 0.4226442 best: 0.4226442 (247) total: 12.5s remaining: 1m 28s 248: learn: 0.4062992 test: 0.4226465 best: 0.4226442 (247) total: 12.5s remaining: 1m 28s 249: learn: 0.4062901 test: 0.4226441 best: 0.4226441 (249) total: 12.6s remaining: 1m 28s 250: learn: 0.4061603 test: 0.4226003 best: 0.4226003 (250) total: 12.7s remaining: 1m 28s 251: learn: 0.4061592 test: 0.4226003 best: 0.4226003 (250) total: 12.7s remaining: 1m 28s 252: learn: 0.4061516 test: 0.4226036 best: 0.4226003 (250) total: 12.8s remaining: 1m 28s 253: learn: 0.4061307 test: 0.4225860 best: 0.4225860 (253) total: 12.8s remaining: 1m 28s 254: learn: 0.4061228 test: 0.4225859 best: 0.4225859 (254) total: 12.9s remaining: 1m 28s 255: learn: 0.4060796 test: 0.4226087 best: 0.4225859 (254) total: 12.9s remaining: 1m 28s 256: learn: 0.4060416 test: 0.4226066 best: 0.4225859 (254) total: 13s remaining: 1m 28s 257: learn: 0.4059487 test: 0.4225312 best: 0.4225312 (257) total: 13s remaining: 1m 27s 258: learn: 0.4059202 test: 0.4225138 best: 0.4225138 (258) total: 13.1s remaining: 1m 27s 259: learn: 0.4059166 test: 0.4225120 best: 0.4225120 (259) total: 13.1s remaining: 1m 27s 260: learn: 0.4057472 test: 0.4223365 best: 0.4223365 (260) total: 13.2s remaining: 1m 27s 261: learn: 0.4056903 test: 0.4223134 best: 0.4223134 (261) total: 13.2s remaining: 1m 27s 262: learn: 0.4056696 test: 0.4223262 best: 0.4223134 (261) total: 13.3s remaining: 1m 27s 263: learn: 0.4056392 test: 0.4223251 best: 0.4223134 (261) total: 13.3s remaining: 1m 27s 264: learn: 0.4056353 test: 0.4223198 best: 0.4223134 (261) total: 13.4s remaining: 1m 27s 265: learn: 0.4056345 test: 0.4223181 best: 0.4223134 (261) total: 13.4s remaining: 1m 27s 266: learn: 0.4055756 test: 0.4223838 best: 0.4223134 (261) total: 13.5s remaining: 1m 27s 267: learn: 0.4055748 test: 0.4223830 best: 0.4223134 (261) total: 13.5s remaining: 1m 27s 268: learn: 0.4054942 test: 0.4223852 best: 0.4223134 (261) total: 13.6s remaining: 1m 27s 269: learn: 0.4054847 test: 0.4223780 best: 0.4223134 (261) total: 13.6s remaining: 1m 27s 270: learn: 0.4054841 test: 0.4223768 best: 0.4223134 (261) total: 13.6s remaining: 1m 27s 271: learn: 0.4054325 test: 0.4223620 best: 0.4223134 (261) total: 13.7s remaining: 1m 26s 272: learn: 0.4054318 test: 0.4223606 best: 0.4223134 (261) total: 13.7s remaining: 1m 26s 273: learn: 0.4054225 test: 0.4223608 best: 0.4223134 (261) total: 13.8s remaining: 1m 26s 274: learn: 0.4054197 test: 0.4223570 best: 0.4223134 (261) total: 13.8s remaining: 1m 26s 275: learn: 0.4053930 test: 0.4222909 best: 0.4222909 (275) total: 13.9s remaining: 1m 26s 276: learn: 0.4051818 test: 0.4221244 best: 0.4221244 (276) total: 13.9s remaining: 1m 26s 277: learn: 0.4051568 test: 0.4221178 best: 0.4221178 (277) total: 13.9s remaining: 1m 26s 278: learn: 0.4051393 test: 0.4221157 best: 0.4221157 (278) total: 14s remaining: 1m 26s 279: learn: 0.4050927 test: 0.4221142 best: 0.4221142 (279) total: 14s remaining: 1m 26s 280: learn: 0.4049046 test: 0.4219474 best: 0.4219474 (280) total: 14.1s remaining: 1m 26s 281: learn: 0.4048933 test: 0.4219474 best: 0.4219474 (281) total: 14.1s remaining: 1m 26s 282: learn: 0.4048895 test: 0.4219473 best: 0.4219473 (282) total: 14.2s remaining: 1m 25s 283: learn: 0.4047558 test: 0.4218882 best: 0.4218882 (283) total: 14.2s remaining: 1m 25s 284: learn: 0.4046826 test: 0.4217944 best: 0.4217944 (284) total: 14.3s remaining: 1m 25s 285: learn: 0.4046752 test: 0.4217855 best: 0.4217855 (285) total: 14.3s remaining: 1m 25s 286: learn: 0.4046476 test: 0.4217862 best: 0.4217855 (285) total: 14.4s remaining: 1m 25s 287: learn: 0.4046094 test: 0.4217658 best: 0.4217658 (287) total: 14.4s remaining: 1m 25s 288: learn: 0.4045975 test: 0.4217586 best: 0.4217586 (288) total: 14.5s remaining: 1m 25s 289: learn: 0.4045644 test: 0.4217346 best: 0.4217346 (289) total: 14.5s remaining: 1m 25s 290: learn: 0.4045593 test: 0.4217345 best: 0.4217345 (290) total: 14.6s remaining: 1m 25s 291: learn: 0.4045518 test: 0.4217290 best: 0.4217290 (291) total: 14.6s remaining: 1m 25s 292: learn: 0.4045413 test: 0.4217293 best: 0.4217290 (291) total: 14.6s remaining: 1m 25s 293: learn: 0.4044846 test: 0.4217463 best: 0.4217290 (291) total: 14.7s remaining: 1m 25s 294: learn: 0.4044752 test: 0.4217463 best: 0.4217290 (291) total: 14.7s remaining: 1m 25s 295: learn: 0.4044284 test: 0.4217212 best: 0.4217212 (295) total: 14.8s remaining: 1m 25s 296: learn: 0.4044172 test: 0.4216932 best: 0.4216932 (296) total: 14.8s remaining: 1m 25s 297: learn: 0.4044155 test: 0.4216932 best: 0.4216932 (296) total: 14.9s remaining: 1m 24s 298: learn: 0.4043437 test: 0.4216717 best: 0.4216717 (298) total: 14.9s remaining: 1m 24s 299: learn: 0.4043420 test: 0.4216702 best: 0.4216702 (299) total: 15s remaining: 1m 24s 300: learn: 0.4043103 test: 0.4216513 best: 0.4216513 (300) total: 15s remaining: 1m 24s 301: learn: 0.4042220 test: 0.4216473 best: 0.4216473 (301) total: 15.1s remaining: 1m 24s 302: learn: 0.4042173 test: 0.4216442 best: 0.4216442 (302) total: 15.1s remaining: 1m 24s 303: learn: 0.4041170 test: 0.4215801 best: 0.4215801 (303) total: 15.2s remaining: 1m 24s 304: learn: 0.4041169 test: 0.4215801 best: 0.4215801 (304) total: 15.2s remaining: 1m 24s 305: learn: 0.4040773 test: 0.4215817 best: 0.4215801 (304) total: 15.2s remaining: 1m 24s 306: learn: 0.4039766 test: 0.4215300 best: 0.4215300 (306) total: 15.3s remaining: 1m 24s 307: learn: 0.4039757 test: 0.4215307 best: 0.4215300 (306) total: 15.3s remaining: 1m 24s 308: learn: 0.4039694 test: 0.4214477 best: 0.4214477 (308) total: 15.3s remaining: 1m 23s 309: learn: 0.4039630 test: 0.4214506 best: 0.4214477 (308) total: 15.4s remaining: 1m 23s 310: learn: 0.4039626 test: 0.4214492 best: 0.4214477 (308) total: 15.4s remaining: 1m 23s 311: learn: 0.4039622 test: 0.4214487 best: 0.4214477 (308) total: 15.5s remaining: 1m 23s 312: learn: 0.4038517 test: 0.4214334 best: 0.4214334 (312) total: 15.5s remaining: 1m 23s 313: learn: 0.4037496 test: 0.4213345 best: 0.4213345 (313) total: 15.6s remaining: 1m 23s 314: learn: 0.4037215 test: 0.4213732 best: 0.4213345 (313) total: 15.6s remaining: 1m 23s 315: learn: 0.4036804 test: 0.4213447 best: 0.4213345 (313) total: 15.7s remaining: 1m 23s 316: learn: 0.4036727 test: 0.4213219 best: 0.4213219 (316) total: 15.7s remaining: 1m 23s 317: learn: 0.4036546 test: 0.4213262 best: 0.4213219 (316) total: 15.7s remaining: 1m 23s 318: learn: 0.4036546 test: 0.4213255 best: 0.4213219 (316) total: 15.8s remaining: 1m 23s 319: learn: 0.4032641 test: 0.4209459 best: 0.4209459 (319) total: 15.8s remaining: 1m 23s 320: learn: 0.4032533 test: 0.4209422 best: 0.4209422 (320) total: 15.9s remaining: 1m 23s 321: learn: 0.4032524 test: 0.4209421 best: 0.4209421 (321) total: 15.9s remaining: 1m 22s 322: learn: 0.4032519 test: 0.4209417 best: 0.4209417 (322) total: 15.9s remaining: 1m 22s 323: learn: 0.4031998 test: 0.4209509 best: 0.4209417 (322) total: 16s remaining: 1m 22s 324: learn: 0.4030699 test: 0.4208941 best: 0.4208941 (324) total: 16s remaining: 1m 22s 325: learn: 0.4030689 test: 0.4208923 best: 0.4208923 (325) total: 16.1s remaining: 1m 22s 326: learn: 0.4030683 test: 0.4208920 best: 0.4208920 (326) total: 16.1s remaining: 1m 22s 327: learn: 0.4030628 test: 0.4208919 best: 0.4208919 (327) total: 16.2s remaining: 1m 22s 328: learn: 0.4030598 test: 0.4208868 best: 0.4208868 (328) total: 16.2s remaining: 1m 22s 329: learn: 0.4028348 test: 0.4206873 best: 0.4206873 (329) total: 16.3s remaining: 1m 22s 330: learn: 0.4028326 test: 0.4206872 best: 0.4206872 (330) total: 16.3s remaining: 1m 22s 331: learn: 0.4028240 test: 0.4206632 best: 0.4206632 (331) total: 16.3s remaining: 1m 22s 332: learn: 0.4028218 test: 0.4206631 best: 0.4206631 (332) total: 16.4s remaining: 1m 22s 333: learn: 0.4026470 test: 0.4205511 best: 0.4205511 (333) total: 16.4s remaining: 1m 22s 334: learn: 0.4026457 test: 0.4205503 best: 0.4205503 (334) total: 16.5s remaining: 1m 21s 335: learn: 0.4025224 test: 0.4205118 best: 0.4205118 (335) total: 16.5s remaining: 1m 21s 336: learn: 0.4025215 test: 0.4205113 best: 0.4205113 (336) total: 16.6s remaining: 1m 21s 337: learn: 0.4025213 test: 0.4205113 best: 0.4205113 (336) total: 16.6s remaining: 1m 21s 338: learn: 0.4025210 test: 0.4205112 best: 0.4205112 (338) total: 16.7s remaining: 1m 21s 339: learn: 0.4025037 test: 0.4205136 best: 0.4205112 (338) total: 16.7s remaining: 1m 21s 340: learn: 0.4024831 test: 0.4205073 best: 0.4205073 (340) total: 16.8s remaining: 1m 21s 341: learn: 0.4024718 test: 0.4205143 best: 0.4205073 (340) total: 16.8s remaining: 1m 21s 342: learn: 0.4022640 test: 0.4204116 best: 0.4204116 (342) total: 16.8s remaining: 1m 21s 343: learn: 0.4022632 test: 0.4204113 best: 0.4204113 (343) total: 16.9s remaining: 1m 21s 344: learn: 0.4022196 test: 0.4203777 best: 0.4203777 (344) total: 16.9s remaining: 1m 21s 345: learn: 0.4022175 test: 0.4203800 best: 0.4203777 (344) total: 17s remaining: 1m 21s 346: learn: 0.4021309 test: 0.4203750 best: 0.4203750 (346) total: 17s remaining: 1m 21s 347: learn: 0.4020713 test: 0.4203202 best: 0.4203202 (347) total: 17.1s remaining: 1m 21s 348: learn: 0.4020711 test: 0.4203202 best: 0.4203202 (348) total: 17.1s remaining: 1m 21s 349: learn: 0.4020530 test: 0.4202947 best: 0.4202947 (349) total: 17.2s remaining: 1m 21s 350: learn: 0.4020402 test: 0.4202940 best: 0.4202940 (350) total: 17.2s remaining: 1m 21s 351: learn: 0.4020380 test: 0.4202914 best: 0.4202914 (351) total: 17.3s remaining: 1m 20s 352: learn: 0.4019211 test: 0.4201982 best: 0.4201982 (352) total: 17.3s remaining: 1m 20s 353: learn: 0.4019210 test: 0.4201982 best: 0.4201982 (352) total: 17.4s remaining: 1m 20s 354: learn: 0.4019205 test: 0.4201977 best: 0.4201977 (354) total: 17.4s remaining: 1m 20s 355: learn: 0.4019203 test: 0.4201976 best: 0.4201976 (355) total: 17.5s remaining: 1m 20s 356: learn: 0.4018521 test: 0.4201717 best: 0.4201717 (356) total: 17.5s remaining: 1m 20s 357: learn: 0.4018516 test: 0.4201712 best: 0.4201712 (357) total: 17.5s remaining: 1m 20s 358: learn: 0.4018516 test: 0.4201712 best: 0.4201712 (357) total: 17.6s remaining: 1m 20s 359: learn: 0.4018490 test: 0.4201711 best: 0.4201711 (359) total: 17.6s remaining: 1m 20s 360: learn: 0.4015499 test: 0.4199335 best: 0.4199335 (360) total: 17.6s remaining: 1m 20s 361: learn: 0.4015492 test: 0.4199334 best: 0.4199334 (361) total: 17.7s remaining: 1m 20s 362: learn: 0.4015487 test: 0.4199335 best: 0.4199334 (361) total: 17.7s remaining: 1m 19s 363: learn: 0.4015337 test: 0.4199178 best: 0.4199178 (363) total: 17.8s remaining: 1m 19s 364: learn: 0.4015262 test: 0.4199184 best: 0.4199178 (363) total: 17.8s remaining: 1m 19s 365: learn: 0.4015246 test: 0.4199184 best: 0.4199178 (363) total: 17.9s remaining: 1m 19s 366: learn: 0.4015236 test: 0.4199176 best: 0.4199176 (366) total: 17.9s remaining: 1m 19s 367: learn: 0.4015217 test: 0.4199175 best: 0.4199175 (367) total: 18s remaining: 1m 19s 368: learn: 0.4015204 test: 0.4199171 best: 0.4199171 (368) total: 18s remaining: 1m 19s 369: learn: 0.4015156 test: 0.4199081 best: 0.4199081 (369) total: 18.1s remaining: 1m 19s 370: learn: 0.4014755 test: 0.4199340 best: 0.4199081 (369) total: 18.1s remaining: 1m 19s 371: learn: 0.4014485 test: 0.4199209 best: 0.4199081 (369) total: 18.2s remaining: 1m 19s 372: learn: 0.4014485 test: 0.4199204 best: 0.4199081 (369) total: 18.2s remaining: 1m 19s 373: learn: 0.4014485 test: 0.4199201 best: 0.4199081 (369) total: 18.2s remaining: 1m 19s 374: learn: 0.4013852 test: 0.4198462 best: 0.4198462 (374) total: 18.3s remaining: 1m 19s 375: learn: 0.4013446 test: 0.4198427 best: 0.4198427 (375) total: 18.3s remaining: 1m 19s 376: learn: 0.4013424 test: 0.4198430 best: 0.4198427 (375) total: 18.4s remaining: 1m 19s 377: learn: 0.4013420 test: 0.4198429 best: 0.4198427 (375) total: 18.5s remaining: 1m 19s 378: learn: 0.4013400 test: 0.4198429 best: 0.4198427 (375) total: 18.5s remaining: 1m 19s 379: learn: 0.4012752 test: 0.4198125 best: 0.4198125 (379) total: 18.6s remaining: 1m 19s 380: learn: 0.4012489 test: 0.4198240 best: 0.4198125 (379) total: 18.6s remaining: 1m 19s 381: learn: 0.4011892 test: 0.4198038 best: 0.4198038 (381) total: 18.7s remaining: 1m 19s 382: learn: 0.4011891 test: 0.4198036 best: 0.4198036 (382) total: 18.7s remaining: 1m 18s 383: learn: 0.4011736 test: 0.4198001 best: 0.4198001 (383) total: 18.8s remaining: 1m 18s 384: learn: 0.4011717 test: 0.4197991 best: 0.4197991 (384) total: 18.8s remaining: 1m 18s 385: learn: 0.4011650 test: 0.4197954 best: 0.4197954 (385) total: 18.9s remaining: 1m 18s 386: learn: 0.4011646 test: 0.4197940 best: 0.4197940 (386) total: 18.9s remaining: 1m 18s 387: learn: 0.4010693 test: 0.4197316 best: 0.4197316 (387) total: 19s remaining: 1m 18s 388: learn: 0.4010204 test: 0.4197206 best: 0.4197206 (388) total: 19s remaining: 1m 18s 389: learn: 0.4009499 test: 0.4196480 best: 0.4196480 (389) total: 19.1s remaining: 1m 18s 390: learn: 0.4009425 test: 0.4196570 best: 0.4196480 (389) total: 19.1s remaining: 1m 18s 391: learn: 0.4009408 test: 0.4196600 best: 0.4196480 (389) total: 19.2s remaining: 1m 18s 392: learn: 0.4008650 test: 0.4196198 best: 0.4196198 (392) total: 19.3s remaining: 1m 18s 393: learn: 0.4008598 test: 0.4196190 best: 0.4196190 (393) total: 19.3s remaining: 1m 18s 394: learn: 0.4007717 test: 0.4196241 best: 0.4196190 (393) total: 19.4s remaining: 1m 18s 395: learn: 0.4007667 test: 0.4195576 best: 0.4195576 (395) total: 19.4s remaining: 1m 18s 396: learn: 0.4007553 test: 0.4195555 best: 0.4195555 (396) total: 19.5s remaining: 1m 18s 397: learn: 0.4005908 test: 0.4193679 best: 0.4193679 (397) total: 19.5s remaining: 1m 18s 398: learn: 0.4005801 test: 0.4193667 best: 0.4193667 (398) total: 19.6s remaining: 1m 18s 399: learn: 0.4005341 test: 0.4193258 best: 0.4193258 (399) total: 19.6s remaining: 1m 18s 400: learn: 0.4005338 test: 0.4193256 best: 0.4193256 (400) total: 19.7s remaining: 1m 18s 401: learn: 0.4005138 test: 0.4193037 best: 0.4193037 (401) total: 19.7s remaining: 1m 18s 402: learn: 0.4005134 test: 0.4193030 best: 0.4193030 (402) total: 19.8s remaining: 1m 18s 403: learn: 0.4005130 test: 0.4193030 best: 0.4193030 (403) total: 19.8s remaining: 1m 18s 404: learn: 0.4005013 test: 0.4193038 best: 0.4193030 (403) total: 19.9s remaining: 1m 18s 405: learn: 0.4003758 test: 0.4192945 best: 0.4192945 (405) total: 19.9s remaining: 1m 18s 406: learn: 0.4003576 test: 0.4192778 best: 0.4192778 (406) total: 20s remaining: 1m 18s 407: learn: 0.4003574 test: 0.4192777 best: 0.4192777 (407) total: 20s remaining: 1m 18s 408: learn: 0.4003568 test: 0.4192808 best: 0.4192777 (407) total: 20.1s remaining: 1m 18s 409: learn: 0.4003513 test: 0.4192769 best: 0.4192769 (409) total: 20.1s remaining: 1m 18s 410: learn: 0.4003506 test: 0.4192816 best: 0.4192769 (409) total: 20.2s remaining: 1m 18s 411: learn: 0.4001413 test: 0.4192759 best: 0.4192759 (411) total: 20.2s remaining: 1m 17s 412: learn: 0.4001212 test: 0.4192785 best: 0.4192759 (411) total: 20.3s remaining: 1m 17s 413: learn: 0.3999974 test: 0.4191616 best: 0.4191616 (413) total: 20.3s remaining: 1m 17s 414: learn: 0.3999972 test: 0.4191613 best: 0.4191613 (414) total: 20.4s remaining: 1m 17s 415: learn: 0.3999689 test: 0.4191652 best: 0.4191613 (414) total: 20.4s remaining: 1m 17s 416: learn: 0.3999274 test: 0.4191602 best: 0.4191602 (416) total: 20.5s remaining: 1m 17s 417: learn: 0.3999176 test: 0.4191397 best: 0.4191397 (417) total: 20.5s remaining: 1m 17s 418: learn: 0.3998962 test: 0.4191241 best: 0.4191241 (418) total: 20.6s remaining: 1m 17s 419: learn: 0.3998725 test: 0.4191153 best: 0.4191153 (419) total: 20.6s remaining: 1m 17s 420: learn: 0.3998708 test: 0.4191159 best: 0.4191153 (419) total: 20.7s remaining: 1m 17s 421: learn: 0.3998703 test: 0.4191177 best: 0.4191153 (419) total: 20.7s remaining: 1m 17s 422: learn: 0.3997937 test: 0.4190791 best: 0.4190791 (422) total: 20.8s remaining: 1m 17s 423: learn: 0.3997937 test: 0.4190787 best: 0.4190787 (423) total: 20.8s remaining: 1m 17s 424: learn: 0.3996904 test: 0.4189851 best: 0.4189851 (424) total: 20.8s remaining: 1m 17s 425: learn: 0.3995960 test: 0.4189006 best: 0.4189006 (425) total: 20.9s remaining: 1m 17s 426: learn: 0.3995957 test: 0.4189019 best: 0.4189006 (425) total: 20.9s remaining: 1m 17s 427: learn: 0.3995847 test: 0.4189005 best: 0.4189005 (427) total: 21s remaining: 1m 17s 428: learn: 0.3994310 test: 0.4187589 best: 0.4187589 (428) total: 21s remaining: 1m 17s 429: learn: 0.3994305 test: 0.4187586 best: 0.4187586 (429) total: 21.1s remaining: 1m 17s 430: learn: 0.3994305 test: 0.4187586 best: 0.4187586 (430) total: 21.1s remaining: 1m 16s 431: learn: 0.3994302 test: 0.4187586 best: 0.4187586 (430) total: 21.2s remaining: 1m 16s 432: learn: 0.3992753 test: 0.4185807 best: 0.4185807 (432) total: 21.3s remaining: 1m 16s 433: learn: 0.3992732 test: 0.4185804 best: 0.4185804 (433) total: 21.3s remaining: 1m 16s 434: learn: 0.3992695 test: 0.4185802 best: 0.4185802 (434) total: 21.4s remaining: 1m 16s 435: learn: 0.3992693 test: 0.4185802 best: 0.4185802 (434) total: 21.4s remaining: 1m 16s 436: learn: 0.3992673 test: 0.4185800 best: 0.4185800 (436) total: 21.5s remaining: 1m 16s 437: learn: 0.3991830 test: 0.4185189 best: 0.4185189 (437) total: 21.5s remaining: 1m 16s 438: learn: 0.3991243 test: 0.4185106 best: 0.4185106 (438) total: 21.6s remaining: 1m 16s 439: learn: 0.3990602 test: 0.4184709 best: 0.4184709 (439) total: 21.6s remaining: 1m 16s 440: learn: 0.3990564 test: 0.4184683 best: 0.4184683 (440) total: 21.7s remaining: 1m 16s 441: learn: 0.3990312 test: 0.4184231 best: 0.4184231 (441) total: 21.7s remaining: 1m 16s 442: learn: 0.3990311 test: 0.4184226 best: 0.4184226 (442) total: 21.7s remaining: 1m 16s 443: learn: 0.3990260 test: 0.4184229 best: 0.4184226 (442) total: 21.8s remaining: 1m 16s 444: learn: 0.3989861 test: 0.4184018 best: 0.4184018 (444) total: 21.8s remaining: 1m 16s 445: learn: 0.3989192 test: 0.4183897 best: 0.4183897 (445) total: 21.9s remaining: 1m 16s 446: learn: 0.3988978 test: 0.4183740 best: 0.4183740 (446) total: 21.9s remaining: 1m 16s 447: learn: 0.3988876 test: 0.4183731 best: 0.4183731 (447) total: 22s remaining: 1m 16s 448: learn: 0.3988859 test: 0.4183718 best: 0.4183718 (448) total: 22s remaining: 1m 16s 449: learn: 0.3988804 test: 0.4183673 best: 0.4183673 (449) total: 22.1s remaining: 1m 15s 450: learn: 0.3988782 test: 0.4183700 best: 0.4183673 (449) total: 22.1s remaining: 1m 15s 451: learn: 0.3988772 test: 0.4183717 best: 0.4183673 (449) total: 22.1s remaining: 1m 15s 452: learn: 0.3988765 test: 0.4183717 best: 0.4183673 (449) total: 22.2s remaining: 1m 15s 453: learn: 0.3988715 test: 0.4183716 best: 0.4183673 (449) total: 22.2s remaining: 1m 15s 454: learn: 0.3988431 test: 0.4183707 best: 0.4183673 (449) total: 22.3s remaining: 1m 15s 455: learn: 0.3987557 test: 0.4184196 best: 0.4183673 (449) total: 22.3s remaining: 1m 15s 456: learn: 0.3987539 test: 0.4184195 best: 0.4183673 (449) total: 22.4s remaining: 1m 15s 457: learn: 0.3987490 test: 0.4184188 best: 0.4183673 (449) total: 22.5s remaining: 1m 15s 458: learn: 0.3985515 test: 0.4182259 best: 0.4182259 (458) total: 22.5s remaining: 1m 15s 459: learn: 0.3985498 test: 0.4182256 best: 0.4182256 (459) total: 22.6s remaining: 1m 15s 460: learn: 0.3985317 test: 0.4182403 best: 0.4182256 (459) total: 22.6s remaining: 1m 15s 461: learn: 0.3984928 test: 0.4182207 best: 0.4182207 (461) total: 22.6s remaining: 1m 15s 462: learn: 0.3984805 test: 0.4182292 best: 0.4182207 (461) total: 22.7s remaining: 1m 15s 463: learn: 0.3984781 test: 0.4182322 best: 0.4182207 (461) total: 22.7s remaining: 1m 15s 464: learn: 0.3984682 test: 0.4182304 best: 0.4182207 (461) total: 22.8s remaining: 1m 15s 465: learn: 0.3984681 test: 0.4182304 best: 0.4182207 (461) total: 22.8s remaining: 1m 15s 466: learn: 0.3983170 test: 0.4181737 best: 0.4181737 (466) total: 22.9s remaining: 1m 15s 467: learn: 0.3983089 test: 0.4181737 best: 0.4181737 (467) total: 22.9s remaining: 1m 15s 468: learn: 0.3983087 test: 0.4181738 best: 0.4181737 (467) total: 23s remaining: 1m 14s 469: learn: 0.3983023 test: 0.4181868 best: 0.4181737 (467) total: 23s remaining: 1m 14s 470: learn: 0.3982385 test: 0.4181369 best: 0.4181369 (470) total: 23.1s remaining: 1m 14s 471: learn: 0.3982372 test: 0.4181373 best: 0.4181369 (470) total: 23.1s remaining: 1m 14s 472: learn: 0.3981730 test: 0.4181110 best: 0.4181110 (472) total: 23.1s remaining: 1m 14s 473: learn: 0.3981607 test: 0.4181015 best: 0.4181015 (473) total: 23.2s remaining: 1m 14s 474: learn: 0.3981594 test: 0.4181015 best: 0.4181015 (474) total: 23.2s remaining: 1m 14s 475: learn: 0.3981588 test: 0.4181015 best: 0.4181015 (475) total: 23.3s remaining: 1m 14s 476: learn: 0.3981578 test: 0.4181015 best: 0.4181015 (475) total: 23.4s remaining: 1m 14s 477: learn: 0.3981546 test: 0.4180973 best: 0.4180973 (477) total: 23.4s remaining: 1m 14s 478: learn: 0.3981546 test: 0.4180972 best: 0.4180972 (478) total: 23.5s remaining: 1m 14s 479: learn: 0.3981364 test: 0.4180944 best: 0.4180944 (479) total: 23.5s remaining: 1m 14s 480: learn: 0.3981340 test: 0.4180944 best: 0.4180944 (480) total: 23.6s remaining: 1m 14s 481: learn: 0.3981309 test: 0.4180934 best: 0.4180934 (481) total: 23.6s remaining: 1m 14s 482: learn: 0.3981305 test: 0.4180934 best: 0.4180934 (481) total: 23.7s remaining: 1m 14s 483: learn: 0.3979641 test: 0.4180706 best: 0.4180706 (483) total: 23.7s remaining: 1m 14s 484: learn: 0.3979529 test: 0.4180708 best: 0.4180706 (483) total: 23.8s remaining: 1m 14s 485: learn: 0.3979525 test: 0.4180720 best: 0.4180706 (483) total: 23.8s remaining: 1m 14s 486: learn: 0.3979286 test: 0.4180754 best: 0.4180706 (483) total: 23.9s remaining: 1m 14s 487: learn: 0.3979281 test: 0.4180775 best: 0.4180706 (483) total: 23.9s remaining: 1m 14s 488: learn: 0.3979279 test: 0.4180774 best: 0.4180706 (483) total: 23.9s remaining: 1m 14s 489: learn: 0.3979216 test: 0.4180777 best: 0.4180706 (483) total: 24s remaining: 1m 13s 490: learn: 0.3979192 test: 0.4180748 best: 0.4180706 (483) total: 24s remaining: 1m 13s 491: learn: 0.3979191 test: 0.4180748 best: 0.4180706 (483) total: 24.1s remaining: 1m 13s 492: learn: 0.3979187 test: 0.4180748 best: 0.4180706 (483) total: 24.1s remaining: 1m 13s 493: learn: 0.3978589 test: 0.4180608 best: 0.4180608 (493) total: 24.2s remaining: 1m 13s 494: learn: 0.3977464 test: 0.4179926 best: 0.4179926 (494) total: 24.2s remaining: 1m 13s 495: learn: 0.3977456 test: 0.4179945 best: 0.4179926 (494) total: 24.2s remaining: 1m 13s 496: learn: 0.3975324 test: 0.4176967 best: 0.4176967 (496) total: 24.3s remaining: 1m 13s 497: learn: 0.3975199 test: 0.4176774 best: 0.4176774 (497) total: 24.3s remaining: 1m 13s 498: learn: 0.3975167 test: 0.4176770 best: 0.4176770 (498) total: 24.4s remaining: 1m 13s 499: learn: 0.3975167 test: 0.4176770 best: 0.4176770 (498) total: 24.4s remaining: 1m 13s 500: learn: 0.3974812 test: 0.4176733 best: 0.4176733 (500) total: 24.5s remaining: 1m 13s 501: learn: 0.3974644 test: 0.4176765 best: 0.4176733 (500) total: 24.5s remaining: 1m 13s 502: learn: 0.3974605 test: 0.4176499 best: 0.4176499 (502) total: 24.6s remaining: 1m 13s 503: learn: 0.3974604 test: 0.4176508 best: 0.4176499 (502) total: 24.6s remaining: 1m 13s 504: learn: 0.3974556 test: 0.4176508 best: 0.4176499 (502) total: 24.6s remaining: 1m 12s 505: learn: 0.3974552 test: 0.4176511 best: 0.4176499 (502) total: 24.7s remaining: 1m 12s 506: learn: 0.3973945 test: 0.4176075 best: 0.4176075 (506) total: 24.7s remaining: 1m 12s 507: learn: 0.3973940 test: 0.4176097 best: 0.4176075 (506) total: 24.8s remaining: 1m 12s 508: learn: 0.3973852 test: 0.4176085 best: 0.4176075 (506) total: 24.8s remaining: 1m 12s 509: learn: 0.3973827 test: 0.4176089 best: 0.4176075 (506) total: 24.9s remaining: 1m 12s 510: learn: 0.3973747 test: 0.4175965 best: 0.4175965 (510) total: 24.9s remaining: 1m 12s 511: learn: 0.3973738 test: 0.4175965 best: 0.4175965 (510) total: 25s remaining: 1m 12s 512: learn: 0.3973738 test: 0.4175965 best: 0.4175965 (510) total: 25s remaining: 1m 12s 513: learn: 0.3973726 test: 0.4175963 best: 0.4175963 (513) total: 25s remaining: 1m 12s 514: learn: 0.3973140 test: 0.4175944 best: 0.4175944 (514) total: 25.1s remaining: 1m 12s 515: learn: 0.3972236 test: 0.4175570 best: 0.4175570 (515) total: 25.1s remaining: 1m 12s 516: learn: 0.3971751 test: 0.4175579 best: 0.4175570 (515) total: 25.2s remaining: 1m 12s 517: learn: 0.3971740 test: 0.4175577 best: 0.4175570 (515) total: 25.2s remaining: 1m 12s 518: learn: 0.3971732 test: 0.4175577 best: 0.4175570 (515) total: 25.3s remaining: 1m 12s 519: learn: 0.3971701 test: 0.4175616 best: 0.4175570 (515) total: 25.3s remaining: 1m 12s 520: learn: 0.3971646 test: 0.4175617 best: 0.4175570 (515) total: 25.4s remaining: 1m 12s 521: learn: 0.3971572 test: 0.4175599 best: 0.4175570 (515) total: 25.4s remaining: 1m 12s 522: learn: 0.3971572 test: 0.4175599 best: 0.4175570 (515) total: 25.5s remaining: 1m 11s 523: learn: 0.3971494 test: 0.4175598 best: 0.4175570 (515) total: 25.5s remaining: 1m 11s 524: learn: 0.3971493 test: 0.4175598 best: 0.4175570 (515) total: 25.5s remaining: 1m 11s 525: learn: 0.3971430 test: 0.4175576 best: 0.4175570 (515) total: 25.6s remaining: 1m 11s 526: learn: 0.3971428 test: 0.4175590 best: 0.4175570 (515) total: 25.6s remaining: 1m 11s 527: learn: 0.3971416 test: 0.4175545 best: 0.4175545 (527) total: 25.7s remaining: 1m 11s 528: learn: 0.3971259 test: 0.4175494 best: 0.4175494 (528) total: 25.7s remaining: 1m 11s 529: learn: 0.3970655 test: 0.4175545 best: 0.4175494 (528) total: 25.8s remaining: 1m 11s 530: learn: 0.3970645 test: 0.4175550 best: 0.4175494 (528) total: 25.8s remaining: 1m 11s 531: learn: 0.3970634 test: 0.4175565 best: 0.4175494 (528) total: 25.9s remaining: 1m 11s 532: learn: 0.3970633 test: 0.4175565 best: 0.4175494 (528) total: 26s remaining: 1m 11s 533: learn: 0.3970581 test: 0.4175546 best: 0.4175494 (528) total: 26s remaining: 1m 11s 534: learn: 0.3970576 test: 0.4175546 best: 0.4175494 (528) total: 26.1s remaining: 1m 11s 535: learn: 0.3970569 test: 0.4175541 best: 0.4175494 (528) total: 26.1s remaining: 1m 11s 536: learn: 0.3970417 test: 0.4175539 best: 0.4175494 (528) total: 26.2s remaining: 1m 11s 537: learn: 0.3970020 test: 0.4175390 best: 0.4175390 (537) total: 26.2s remaining: 1m 11s 538: learn: 0.3969888 test: 0.4175428 best: 0.4175390 (537) total: 26.3s remaining: 1m 11s 539: learn: 0.3969887 test: 0.4175443 best: 0.4175390 (537) total: 26.3s remaining: 1m 11s 540: learn: 0.3969362 test: 0.4175327 best: 0.4175327 (540) total: 26.4s remaining: 1m 11s 541: learn: 0.3969350 test: 0.4175344 best: 0.4175327 (540) total: 26.4s remaining: 1m 11s 542: learn: 0.3968523 test: 0.4175518 best: 0.4175327 (540) total: 26.5s remaining: 1m 11s 543: learn: 0.3968476 test: 0.4175509 best: 0.4175327 (540) total: 26.5s remaining: 1m 10s 544: learn: 0.3968174 test: 0.4175424 best: 0.4175327 (540) total: 26.6s remaining: 1m 10s 545: learn: 0.3968150 test: 0.4175346 best: 0.4175327 (540) total: 26.6s remaining: 1m 10s 546: learn: 0.3968130 test: 0.4175417 best: 0.4175327 (540) total: 26.6s remaining: 1m 10s 547: learn: 0.3968122 test: 0.4175431 best: 0.4175327 (540) total: 26.7s remaining: 1m 10s 548: learn: 0.3968112 test: 0.4175456 best: 0.4175327 (540) total: 26.7s remaining: 1m 10s 549: learn: 0.3968111 test: 0.4175456 best: 0.4175327 (540) total: 26.8s remaining: 1m 10s 550: learn: 0.3968058 test: 0.4175462 best: 0.4175327 (540) total: 26.8s remaining: 1m 10s 551: learn: 0.3967310 test: 0.4174803 best: 0.4174803 (551) total: 26.9s remaining: 1m 10s 552: learn: 0.3966407 test: 0.4174158 best: 0.4174158 (552) total: 26.9s remaining: 1m 10s 553: learn: 0.3966352 test: 0.4174159 best: 0.4174158 (552) total: 26.9s remaining: 1m 10s 554: learn: 0.3966269 test: 0.4174084 best: 0.4174084 (554) total: 27s remaining: 1m 10s 555: learn: 0.3966083 test: 0.4174047 best: 0.4174047 (555) total: 27s remaining: 1m 10s 556: learn: 0.3965965 test: 0.4174035 best: 0.4174035 (556) total: 27.1s remaining: 1m 10s 557: learn: 0.3965614 test: 0.4174016 best: 0.4174016 (557) total: 27.1s remaining: 1m 10s 558: learn: 0.3965611 test: 0.4174059 best: 0.4174016 (557) total: 27.2s remaining: 1m 10s 559: learn: 0.3965005 test: 0.4173816 best: 0.4173816 (559) total: 27.2s remaining: 1m 10s 560: learn: 0.3964940 test: 0.4173780 best: 0.4173780 (560) total: 27.3s remaining: 1m 10s 561: learn: 0.3963949 test: 0.4172847 best: 0.4172847 (561) total: 27.3s remaining: 1m 9s 562: learn: 0.3963946 test: 0.4172859 best: 0.4172847 (561) total: 27.4s remaining: 1m 9s 563: learn: 0.3962872 test: 0.4171749 best: 0.4171749 (563) total: 27.4s remaining: 1m 9s 564: learn: 0.3962758 test: 0.4171822 best: 0.4171749 (563) total: 27.5s remaining: 1m 9s 565: learn: 0.3962731 test: 0.4171758 best: 0.4171749 (563) total: 27.5s remaining: 1m 9s 566: learn: 0.3962729 test: 0.4171757 best: 0.4171749 (563) total: 27.6s remaining: 1m 9s 567: learn: 0.3962531 test: 0.4171603 best: 0.4171603 (567) total: 27.6s remaining: 1m 9s 568: learn: 0.3961617 test: 0.4170818 best: 0.4170818 (568) total: 27.7s remaining: 1m 9s 569: learn: 0.3961591 test: 0.4170808 best: 0.4170808 (569) total: 27.7s remaining: 1m 9s 570: learn: 0.3961590 test: 0.4170814 best: 0.4170808 (569) total: 27.7s remaining: 1m 9s 571: learn: 0.3961587 test: 0.4170801 best: 0.4170801 (571) total: 27.8s remaining: 1m 9s 572: learn: 0.3961540 test: 0.4170662 best: 0.4170662 (572) total: 27.8s remaining: 1m 9s 573: learn: 0.3961522 test: 0.4170657 best: 0.4170657 (573) total: 27.9s remaining: 1m 9s 574: learn: 0.3961521 test: 0.4170656 best: 0.4170656 (574) total: 27.9s remaining: 1m 9s 575: learn: 0.3961521 test: 0.4170656 best: 0.4170656 (575) total: 27.9s remaining: 1m 9s 576: learn: 0.3961497 test: 0.4170603 best: 0.4170603 (576) total: 28s remaining: 1m 8s 577: learn: 0.3961483 test: 0.4170583 best: 0.4170583 (577) total: 28s remaining: 1m 8s 578: learn: 0.3961481 test: 0.4170582 best: 0.4170582 (578) total: 28.1s remaining: 1m 8s 579: learn: 0.3961477 test: 0.4170582 best: 0.4170582 (578) total: 28.1s remaining: 1m 8s 580: learn: 0.3961475 test: 0.4170582 best: 0.4170582 (578) total: 28.2s remaining: 1m 8s 581: learn: 0.3961343 test: 0.4170552 best: 0.4170552 (581) total: 28.2s remaining: 1m 8s 582: learn: 0.3961337 test: 0.4170552 best: 0.4170552 (581) total: 28.3s remaining: 1m 8s 583: learn: 0.3961329 test: 0.4170551 best: 0.4170551 (583) total: 28.3s remaining: 1m 8s 584: learn: 0.3960454 test: 0.4170067 best: 0.4170067 (584) total: 28.3s remaining: 1m 8s 585: learn: 0.3960423 test: 0.4170061 best: 0.4170061 (585) total: 28.4s remaining: 1m 8s 586: learn: 0.3959865 test: 0.4170026 best: 0.4170026 (586) total: 28.4s remaining: 1m 8s 587: learn: 0.3959864 test: 0.4170026 best: 0.4170026 (587) total: 28.5s remaining: 1m 8s 588: learn: 0.3959789 test: 0.4170058 best: 0.4170026 (587) total: 28.5s remaining: 1m 8s 589: learn: 0.3959748 test: 0.4170065 best: 0.4170026 (587) total: 28.6s remaining: 1m 8s 590: learn: 0.3959691 test: 0.4169425 best: 0.4169425 (590) total: 28.6s remaining: 1m 8s 591: learn: 0.3958264 test: 0.4168706 best: 0.4168706 (591) total: 28.7s remaining: 1m 8s 592: learn: 0.3957842 test: 0.4168693 best: 0.4168693 (592) total: 28.7s remaining: 1m 8s 593: learn: 0.3957386 test: 0.4168850 best: 0.4168693 (592) total: 28.8s remaining: 1m 8s 594: learn: 0.3957384 test: 0.4168886 best: 0.4168693 (592) total: 28.8s remaining: 1m 8s 595: learn: 0.3957381 test: 0.4168887 best: 0.4168693 (592) total: 28.9s remaining: 1m 7s 596: learn: 0.3957339 test: 0.4168873 best: 0.4168693 (592) total: 28.9s remaining: 1m 7s 597: learn: 0.3957326 test: 0.4168816 best: 0.4168693 (592) total: 28.9s remaining: 1m 7s 598: learn: 0.3957154 test: 0.4168804 best: 0.4168693 (592) total: 29s remaining: 1m 7s 599: learn: 0.3957149 test: 0.4168814 best: 0.4168693 (592) total: 29s remaining: 1m 7s 600: learn: 0.3956872 test: 0.4168419 best: 0.4168419 (600) total: 29.1s remaining: 1m 7s 601: learn: 0.3956853 test: 0.4168221 best: 0.4168221 (601) total: 29.1s remaining: 1m 7s 602: learn: 0.3956685 test: 0.4168271 best: 0.4168221 (601) total: 29.2s remaining: 1m 7s 603: learn: 0.3956682 test: 0.4168273 best: 0.4168221 (601) total: 29.2s remaining: 1m 7s 604: learn: 0.3956591 test: 0.4168239 best: 0.4168221 (601) total: 29.3s remaining: 1m 7s 605: learn: 0.3956569 test: 0.4168184 best: 0.4168184 (605) total: 29.3s remaining: 1m 7s 606: learn: 0.3956552 test: 0.4168193 best: 0.4168184 (605) total: 29.4s remaining: 1m 7s 607: learn: 0.3956549 test: 0.4168185 best: 0.4168184 (605) total: 29.4s remaining: 1m 7s 608: learn: 0.3956543 test: 0.4168187 best: 0.4168184 (605) total: 29.5s remaining: 1m 7s 609: learn: 0.3956467 test: 0.4168164 best: 0.4168164 (609) total: 29.5s remaining: 1m 7s 610: learn: 0.3956463 test: 0.4168159 best: 0.4168159 (610) total: 29.6s remaining: 1m 7s 611: learn: 0.3956435 test: 0.4168146 best: 0.4168146 (611) total: 29.6s remaining: 1m 7s 612: learn: 0.3955783 test: 0.4167874 best: 0.4167874 (612) total: 29.7s remaining: 1m 7s 613: learn: 0.3955769 test: 0.4167877 best: 0.4167874 (612) total: 29.7s remaining: 1m 7s 614: learn: 0.3955766 test: 0.4167884 best: 0.4167874 (612) total: 29.8s remaining: 1m 7s 615: learn: 0.3954368 test: 0.4166517 best: 0.4166517 (615) total: 29.8s remaining: 1m 6s 616: learn: 0.3953499 test: 0.4166126 best: 0.4166126 (616) total: 29.8s remaining: 1m 6s 617: learn: 0.3953467 test: 0.4166103 best: 0.4166103 (617) total: 29.9s remaining: 1m 6s 618: learn: 0.3953455 test: 0.4166087 best: 0.4166087 (618) total: 29.9s remaining: 1m 6s 619: learn: 0.3953408 test: 0.4166096 best: 0.4166087 (618) total: 30s remaining: 1m 6s 620: learn: 0.3953313 test: 0.4166022 best: 0.4166022 (620) total: 30s remaining: 1m 6s 621: learn: 0.3953311 test: 0.4166016 best: 0.4166016 (621) total: 30.1s remaining: 1m 6s 622: learn: 0.3953273 test: 0.4166010 best: 0.4166010 (622) total: 30.1s remaining: 1m 6s 623: learn: 0.3953227 test: 0.4166010 best: 0.4166010 (623) total: 30.2s remaining: 1m 6s 624: learn: 0.3953177 test: 0.4165991 best: 0.4165991 (624) total: 30.2s remaining: 1m 6s 625: learn: 0.3953172 test: 0.4165987 best: 0.4165987 (625) total: 30.3s remaining: 1m 6s 626: learn: 0.3953148 test: 0.4165980 best: 0.4165980 (626) total: 30.3s remaining: 1m 6s 627: learn: 0.3953142 test: 0.4165980 best: 0.4165980 (626) total: 30.4s remaining: 1m 6s 628: learn: 0.3952948 test: 0.4166006 best: 0.4165980 (626) total: 30.4s remaining: 1m 6s 629: learn: 0.3951211 test: 0.4163530 best: 0.4163530 (629) total: 30.5s remaining: 1m 6s 630: learn: 0.3951209 test: 0.4163538 best: 0.4163530 (629) total: 30.6s remaining: 1m 6s 631: learn: 0.3951206 test: 0.4163531 best: 0.4163530 (629) total: 30.6s remaining: 1m 6s 632: learn: 0.3951191 test: 0.4163504 best: 0.4163504 (632) total: 30.7s remaining: 1m 6s 633: learn: 0.3951188 test: 0.4163504 best: 0.4163504 (632) total: 30.8s remaining: 1m 6s 634: learn: 0.3951185 test: 0.4163504 best: 0.4163504 (632) total: 30.8s remaining: 1m 6s 635: learn: 0.3951182 test: 0.4163498 best: 0.4163498 (635) total: 30.8s remaining: 1m 6s 636: learn: 0.3951102 test: 0.4163495 best: 0.4163495 (636) total: 30.9s remaining: 1m 6s 637: learn: 0.3951076 test: 0.4163464 best: 0.4163464 (637) total: 30.9s remaining: 1m 6s 638: learn: 0.3951074 test: 0.4163461 best: 0.4163461 (638) total: 31s remaining: 1m 5s 639: learn: 0.3951006 test: 0.4163483 best: 0.4163461 (638) total: 31s remaining: 1m 5s 640: learn: 0.3951006 test: 0.4163483 best: 0.4163461 (638) total: 31s remaining: 1m 5s 641: learn: 0.3950978 test: 0.4163072 best: 0.4163072 (641) total: 31.1s remaining: 1m 5s 642: learn: 0.3948495 test: 0.4163073 best: 0.4163072 (641) total: 31.1s remaining: 1m 5s 643: learn: 0.3948411 test: 0.4163222 best: 0.4163072 (641) total: 31.2s remaining: 1m 5s 644: learn: 0.3948365 test: 0.4163218 best: 0.4163072 (641) total: 31.2s remaining: 1m 5s 645: learn: 0.3948355 test: 0.4163196 best: 0.4163072 (641) total: 31.3s remaining: 1m 5s 646: learn: 0.3948339 test: 0.4163224 best: 0.4163072 (641) total: 31.3s remaining: 1m 5s 647: learn: 0.3947968 test: 0.4162763 best: 0.4162763 (647) total: 31.4s remaining: 1m 5s 648: learn: 0.3947822 test: 0.4162646 best: 0.4162646 (648) total: 31.4s remaining: 1m 5s 649: learn: 0.3947805 test: 0.4162644 best: 0.4162644 (649) total: 31.5s remaining: 1m 5s 650: learn: 0.3947804 test: 0.4162644 best: 0.4162644 (650) total: 31.5s remaining: 1m 5s 651: learn: 0.3947786 test: 0.4162629 best: 0.4162629 (651) total: 31.6s remaining: 1m 5s 652: learn: 0.3947786 test: 0.4162628 best: 0.4162628 (652) total: 31.6s remaining: 1m 5s 653: learn: 0.3947785 test: 0.4162634 best: 0.4162628 (652) total: 31.7s remaining: 1m 5s 654: learn: 0.3947725 test: 0.4162768 best: 0.4162628 (652) total: 31.7s remaining: 1m 5s 655: learn: 0.3947697 test: 0.4162753 best: 0.4162628 (652) total: 31.8s remaining: 1m 5s 656: learn: 0.3947696 test: 0.4162761 best: 0.4162628 (652) total: 31.8s remaining: 1m 5s 657: learn: 0.3947667 test: 0.4162756 best: 0.4162628 (652) total: 31.9s remaining: 1m 4s 658: learn: 0.3947636 test: 0.4162741 best: 0.4162628 (652) total: 31.9s remaining: 1m 4s 659: learn: 0.3947376 test: 0.4162813 best: 0.4162628 (652) total: 31.9s remaining: 1m 4s 660: learn: 0.3947215 test: 0.4162723 best: 0.4162628 (652) total: 32s remaining: 1m 4s 661: learn: 0.3947213 test: 0.4162724 best: 0.4162628 (652) total: 32s remaining: 1m 4s 662: learn: 0.3947210 test: 0.4162724 best: 0.4162628 (652) total: 32.1s remaining: 1m 4s 663: learn: 0.3944815 test: 0.4162746 best: 0.4162628 (652) total: 32.1s remaining: 1m 4s 664: learn: 0.3944813 test: 0.4162746 best: 0.4162628 (652) total: 32.2s remaining: 1m 4s 665: learn: 0.3944384 test: 0.4162429 best: 0.4162429 (665) total: 32.2s remaining: 1m 4s 666: learn: 0.3944304 test: 0.4162432 best: 0.4162429 (665) total: 32.2s remaining: 1m 4s 667: learn: 0.3944275 test: 0.4162402 best: 0.4162402 (667) total: 32.3s remaining: 1m 4s 668: learn: 0.3944245 test: 0.4162400 best: 0.4162400 (668) total: 32.3s remaining: 1m 4s 669: learn: 0.3944156 test: 0.4162387 best: 0.4162387 (669) total: 32.4s remaining: 1m 4s 670: learn: 0.3944149 test: 0.4162367 best: 0.4162367 (670) total: 32.4s remaining: 1m 4s 671: learn: 0.3944148 test: 0.4162367 best: 0.4162367 (671) total: 32.5s remaining: 1m 4s 672: learn: 0.3944131 test: 0.4162364 best: 0.4162364 (672) total: 32.5s remaining: 1m 4s 673: learn: 0.3944130 test: 0.4162364 best: 0.4162364 (673) total: 32.6s remaining: 1m 4s 674: learn: 0.3944129 test: 0.4162372 best: 0.4162364 (673) total: 32.6s remaining: 1m 3s 675: learn: 0.3941159 test: 0.4162267 best: 0.4162267 (675) total: 32.6s remaining: 1m 3s 676: learn: 0.3940339 test: 0.4162214 best: 0.4162214 (676) total: 32.7s remaining: 1m 3s 677: learn: 0.3940316 test: 0.4162207 best: 0.4162207 (677) total: 32.7s remaining: 1m 3s 678: learn: 0.3940298 test: 0.4162231 best: 0.4162207 (677) total: 32.8s remaining: 1m 3s 679: learn: 0.3940056 test: 0.4162067 best: 0.4162067 (679) total: 32.8s remaining: 1m 3s 680: learn: 0.3938670 test: 0.4161922 best: 0.4161922 (680) total: 32.9s remaining: 1m 3s 681: learn: 0.3938583 test: 0.4162117 best: 0.4161922 (680) total: 32.9s remaining: 1m 3s 682: learn: 0.3938572 test: 0.4162123 best: 0.4161922 (680) total: 33s remaining: 1m 3s 683: learn: 0.3938572 test: 0.4162122 best: 0.4161922 (680) total: 33s remaining: 1m 3s 684: learn: 0.3938288 test: 0.4162186 best: 0.4161922 (680) total: 33.1s remaining: 1m 3s 685: learn: 0.3938280 test: 0.4162185 best: 0.4161922 (680) total: 33.1s remaining: 1m 3s 686: learn: 0.3938236 test: 0.4162305 best: 0.4161922 (680) total: 33.2s remaining: 1m 3s 687: learn: 0.3938162 test: 0.4162305 best: 0.4161922 (680) total: 33.2s remaining: 1m 3s 688: learn: 0.3938162 test: 0.4162305 best: 0.4161922 (680) total: 33.3s remaining: 1m 3s 689: learn: 0.3937780 test: 0.4162277 best: 0.4161922 (680) total: 33.3s remaining: 1m 3s 690: learn: 0.3937531 test: 0.4162288 best: 0.4161922 (680) total: 33.4s remaining: 1m 3s 691: learn: 0.3937209 test: 0.4162363 best: 0.4161922 (680) total: 33.4s remaining: 1m 3s 692: learn: 0.3936900 test: 0.4162269 best: 0.4161922 (680) total: 33.5s remaining: 1m 3s 693: learn: 0.3936899 test: 0.4162268 best: 0.4161922 (680) total: 33.5s remaining: 1m 3s 694: learn: 0.3936581 test: 0.4162330 best: 0.4161922 (680) total: 33.6s remaining: 1m 3s 695: learn: 0.3936581 test: 0.4162329 best: 0.4161922 (680) total: 33.6s remaining: 1m 3s 696: learn: 0.3936574 test: 0.4162329 best: 0.4161922 (680) total: 33.7s remaining: 1m 3s 697: learn: 0.3936255 test: 0.4162137 best: 0.4161922 (680) total: 33.7s remaining: 1m 2s 698: learn: 0.3936104 test: 0.4162152 best: 0.4161922 (680) total: 33.8s remaining: 1m 2s 699: learn: 0.3936098 test: 0.4162151 best: 0.4161922 (680) total: 33.8s remaining: 1m 2s 700: learn: 0.3934796 test: 0.4161088 best: 0.4161088 (700) total: 33.9s remaining: 1m 2s 701: learn: 0.3934784 test: 0.4161095 best: 0.4161088 (700) total: 33.9s remaining: 1m 2s 702: learn: 0.3934783 test: 0.4161095 best: 0.4161088 (700) total: 34s remaining: 1m 2s 703: learn: 0.3934781 test: 0.4161089 best: 0.4161088 (700) total: 34s remaining: 1m 2s 704: learn: 0.3934696 test: 0.4161120 best: 0.4161088 (700) total: 34.1s remaining: 1m 2s 705: learn: 0.3934358 test: 0.4161046 best: 0.4161046 (705) total: 34.1s remaining: 1m 2s 706: learn: 0.3934132 test: 0.4160912 best: 0.4160912 (706) total: 34.2s remaining: 1m 2s 707: learn: 0.3934129 test: 0.4160912 best: 0.4160912 (706) total: 34.2s remaining: 1m 2s 708: learn: 0.3934114 test: 0.4160882 best: 0.4160882 (708) total: 34.2s remaining: 1m 2s 709: learn: 0.3934088 test: 0.4160967 best: 0.4160882 (708) total: 34.3s remaining: 1m 2s 710: learn: 0.3934088 test: 0.4160966 best: 0.4160882 (708) total: 34.3s remaining: 1m 2s 711: learn: 0.3934087 test: 0.4160966 best: 0.4160882 (708) total: 34.4s remaining: 1m 2s 712: learn: 0.3933987 test: 0.4160991 best: 0.4160882 (708) total: 34.4s remaining: 1m 2s 713: learn: 0.3933974 test: 0.4161072 best: 0.4160882 (708) total: 34.4s remaining: 1m 2s 714: learn: 0.3933972 test: 0.4161068 best: 0.4160882 (708) total: 34.5s remaining: 1m 1s 715: learn: 0.3933949 test: 0.4161067 best: 0.4160882 (708) total: 34.5s remaining: 1m 1s 716: learn: 0.3933901 test: 0.4161090 best: 0.4160882 (708) total: 34.6s remaining: 1m 1s 717: learn: 0.3933900 test: 0.4161090 best: 0.4160882 (708) total: 34.6s remaining: 1m 1s 718: learn: 0.3933899 test: 0.4161090 best: 0.4160882 (708) total: 34.6s remaining: 1m 1s 719: learn: 0.3933860 test: 0.4161089 best: 0.4160882 (708) total: 34.7s remaining: 1m 1s 720: learn: 0.3933838 test: 0.4161087 best: 0.4160882 (708) total: 34.7s remaining: 1m 1s 721: learn: 0.3933838 test: 0.4161092 best: 0.4160882 (708) total: 34.8s remaining: 1m 1s 722: learn: 0.3933837 test: 0.4161091 best: 0.4160882 (708) total: 34.8s remaining: 1m 1s 723: learn: 0.3933783 test: 0.4161146 best: 0.4160882 (708) total: 34.9s remaining: 1m 1s 724: learn: 0.3933782 test: 0.4161143 best: 0.4160882 (708) total: 34.9s remaining: 1m 1s 725: learn: 0.3933714 test: 0.4161142 best: 0.4160882 (708) total: 34.9s remaining: 1m 1s 726: learn: 0.3932416 test: 0.4159949 best: 0.4159949 (726) total: 35s remaining: 1m 1s 727: learn: 0.3932412 test: 0.4159945 best: 0.4159945 (727) total: 35s remaining: 1m 1s 728: learn: 0.3932364 test: 0.4159842 best: 0.4159842 (728) total: 35.1s remaining: 1m 1s 729: learn: 0.3932362 test: 0.4159850 best: 0.4159842 (728) total: 35.1s remaining: 1m 1s 730: learn: 0.3931306 test: 0.4159107 best: 0.4159107 (730) total: 35.2s remaining: 1m 1s 731: learn: 0.3931305 test: 0.4159107 best: 0.4159107 (730) total: 35.2s remaining: 1m 1s 732: learn: 0.3930958 test: 0.4159038 best: 0.4159038 (732) total: 35.3s remaining: 1m 733: learn: 0.3930945 test: 0.4158990 best: 0.4158990 (733) total: 35.3s remaining: 1m 734: learn: 0.3930944 test: 0.4158989 best: 0.4158989 (734) total: 35.4s remaining: 1m 735: learn: 0.3930878 test: 0.4158985 best: 0.4158985 (735) total: 35.4s remaining: 1m 736: learn: 0.3930822 test: 0.4158955 best: 0.4158955 (736) total: 35.5s remaining: 1m 737: learn: 0.3930497 test: 0.4158754 best: 0.4158754 (737) total: 35.5s remaining: 1m 738: learn: 0.3930181 test: 0.4158821 best: 0.4158754 (737) total: 35.6s remaining: 1m 739: learn: 0.3930141 test: 0.4158766 best: 0.4158754 (737) total: 35.6s remaining: 1m 740: learn: 0.3930139 test: 0.4158774 best: 0.4158754 (737) total: 35.6s remaining: 1m 741: learn: 0.3930137 test: 0.4158775 best: 0.4158754 (737) total: 35.7s remaining: 1m 742: learn: 0.3930129 test: 0.4158772 best: 0.4158754 (737) total: 35.7s remaining: 1m 743: learn: 0.3930125 test: 0.4158787 best: 0.4158754 (737) total: 35.8s remaining: 1m 744: learn: 0.3930067 test: 0.4159010 best: 0.4158754 (737) total: 35.8s remaining: 1m 745: learn: 0.3930059 test: 0.4159006 best: 0.4158754 (737) total: 35.9s remaining: 1m 746: learn: 0.3930058 test: 0.4159007 best: 0.4158754 (737) total: 35.9s remaining: 1m 747: learn: 0.3929681 test: 0.4158870 best: 0.4158754 (737) total: 36s remaining: 1m 748: learn: 0.3929646 test: 0.4158811 best: 0.4158754 (737) total: 36s remaining: 1m 749: learn: 0.3929646 test: 0.4158822 best: 0.4158754 (737) total: 36.1s remaining: 1m 750: learn: 0.3929618 test: 0.4158756 best: 0.4158754 (737) total: 36.1s remaining: 1m 751: learn: 0.3929615 test: 0.4158732 best: 0.4158732 (751) total: 36.1s remaining: 60s 752: learn: 0.3929615 test: 0.4158736 best: 0.4158732 (751) total: 36.2s remaining: 59.9s 753: learn: 0.3929330 test: 0.4158663 best: 0.4158663 (753) total: 36.2s remaining: 59.9s 754: learn: 0.3929329 test: 0.4158663 best: 0.4158663 (753) total: 36.3s remaining: 59.8s 755: learn: 0.3928879 test: 0.4158282 best: 0.4158282 (755) total: 36.3s remaining: 59.8s 756: learn: 0.3928879 test: 0.4158287 best: 0.4158282 (755) total: 36.4s remaining: 59.7s 757: learn: 0.3928752 test: 0.4158337 best: 0.4158282 (755) total: 36.4s remaining: 59.7s 758: learn: 0.3928704 test: 0.4158338 best: 0.4158282 (755) total: 36.5s remaining: 59.6s 759: learn: 0.3928642 test: 0.4158318 best: 0.4158282 (755) total: 36.5s remaining: 59.6s 760: learn: 0.3928620 test: 0.4158301 best: 0.4158282 (755) total: 36.6s remaining: 59.5s 761: learn: 0.3928620 test: 0.4158301 best: 0.4158282 (755) total: 36.6s remaining: 59.5s 762: learn: 0.3928577 test: 0.4158275 best: 0.4158275 (762) total: 36.6s remaining: 59.4s 763: learn: 0.3928569 test: 0.4158278 best: 0.4158275 (762) total: 36.7s remaining: 59.3s 764: learn: 0.3926214 test: 0.4158257 best: 0.4158257 (764) total: 36.7s remaining: 59.3s 765: learn: 0.3925904 test: 0.4158224 best: 0.4158224 (765) total: 36.8s remaining: 59.2s 766: learn: 0.3925901 test: 0.4158226 best: 0.4158224 (765) total: 36.8s remaining: 59.2s 767: learn: 0.3925901 test: 0.4158224 best: 0.4158224 (765) total: 36.9s remaining: 59.1s 768: learn: 0.3925888 test: 0.4158218 best: 0.4158218 (768) total: 36.9s remaining: 59.1s 769: learn: 0.3925864 test: 0.4158195 best: 0.4158195 (769) total: 37s remaining: 59s 770: learn: 0.3925863 test: 0.4158195 best: 0.4158195 (770) total: 37s remaining: 59s 771: learn: 0.3925697 test: 0.4158148 best: 0.4158148 (771) total: 37s remaining: 58.9s 772: learn: 0.3925697 test: 0.4158148 best: 0.4158148 (772) total: 37.1s remaining: 58.9s 773: learn: 0.3925676 test: 0.4158147 best: 0.4158147 (773) total: 37.1s remaining: 58.8s 774: learn: 0.3925518 test: 0.4158162 best: 0.4158147 (773) total: 37.2s remaining: 58.7s 775: learn: 0.3925498 test: 0.4158277 best: 0.4158147 (773) total: 37.2s remaining: 58.7s 776: learn: 0.3925420 test: 0.4158281 best: 0.4158147 (773) total: 37.3s remaining: 58.6s 777: learn: 0.3925419 test: 0.4158280 best: 0.4158147 (773) total: 37.3s remaining: 58.6s 778: learn: 0.3925418 test: 0.4158279 best: 0.4158147 (773) total: 37.3s remaining: 58.5s 779: learn: 0.3925411 test: 0.4158263 best: 0.4158147 (773) total: 37.4s remaining: 58.5s 780: learn: 0.3925410 test: 0.4158264 best: 0.4158147 (773) total: 37.4s remaining: 58.4s 781: learn: 0.3925367 test: 0.4158459 best: 0.4158147 (773) total: 37.5s remaining: 58.4s 782: learn: 0.3924993 test: 0.4158470 best: 0.4158147 (773) total: 37.5s remaining: 58.3s 783: learn: 0.3924993 test: 0.4158470 best: 0.4158147 (773) total: 37.6s remaining: 58.3s 784: learn: 0.3924964 test: 0.4158497 best: 0.4158147 (773) total: 37.6s remaining: 58.2s 785: learn: 0.3924956 test: 0.4158489 best: 0.4158147 (773) total: 37.7s remaining: 58.2s 786: learn: 0.3924660 test: 0.4158464 best: 0.4158147 (773) total: 37.7s remaining: 58.1s 787: learn: 0.3924636 test: 0.4158422 best: 0.4158147 (773) total: 37.8s remaining: 58.1s 788: learn: 0.3923921 test: 0.4157338 best: 0.4157338 (788) total: 37.8s remaining: 58.1s 789: learn: 0.3923722 test: 0.4157010 best: 0.4157010 (789) total: 37.9s remaining: 58s 790: learn: 0.3923718 test: 0.4157014 best: 0.4157010 (789) total: 37.9s remaining: 58s 791: learn: 0.3923399 test: 0.4156936 best: 0.4156936 (791) total: 38s remaining: 57.9s 792: learn: 0.3923355 test: 0.4156885 best: 0.4156885 (792) total: 38s remaining: 57.9s 793: learn: 0.3923334 test: 0.4156912 best: 0.4156885 (792) total: 38.1s remaining: 57.9s 794: learn: 0.3923326 test: 0.4156914 best: 0.4156885 (792) total: 38.1s remaining: 57.8s 795: learn: 0.3923322 test: 0.4156898 best: 0.4156885 (792) total: 38.2s remaining: 57.7s 796: learn: 0.3923310 test: 0.4156900 best: 0.4156885 (792) total: 38.2s remaining: 57.7s 797: learn: 0.3923310 test: 0.4156900 best: 0.4156885 (792) total: 38.2s remaining: 57.6s 798: learn: 0.3923310 test: 0.4156900 best: 0.4156885 (792) total: 38.3s remaining: 57.5s 799: learn: 0.3923294 test: 0.4156914 best: 0.4156885 (792) total: 38.3s remaining: 57.5s 800: learn: 0.3922044 test: 0.4155744 best: 0.4155744 (800) total: 38.4s remaining: 57.4s 801: learn: 0.3922044 test: 0.4155743 best: 0.4155743 (801) total: 38.4s remaining: 57.4s 802: learn: 0.3922038 test: 0.4155729 best: 0.4155729 (802) total: 38.5s remaining: 57.3s 803: learn: 0.3922024 test: 0.4155722 best: 0.4155722 (803) total: 38.5s remaining: 57.3s 804: learn: 0.3922007 test: 0.4155676 best: 0.4155676 (804) total: 38.5s remaining: 57.2s 805: learn: 0.3922006 test: 0.4155698 best: 0.4155676 (804) total: 38.6s remaining: 57.2s 806: learn: 0.3921975 test: 0.4155667 best: 0.4155667 (806) total: 38.6s remaining: 57.1s 807: learn: 0.3921967 test: 0.4155666 best: 0.4155666 (807) total: 38.7s remaining: 57s 808: learn: 0.3921966 test: 0.4155665 best: 0.4155665 (808) total: 38.7s remaining: 57s 809: learn: 0.3921816 test: 0.4155665 best: 0.4155665 (808) total: 38.8s remaining: 56.9s 810: learn: 0.3921815 test: 0.4155684 best: 0.4155665 (808) total: 38.8s remaining: 56.9s 811: learn: 0.3921815 test: 0.4155686 best: 0.4155665 (808) total: 38.8s remaining: 56.8s 812: learn: 0.3921607 test: 0.4155639 best: 0.4155639 (812) total: 38.9s remaining: 56.8s 813: learn: 0.3921528 test: 0.4155710 best: 0.4155639 (812) total: 38.9s remaining: 56.7s 814: learn: 0.3921528 test: 0.4155710 best: 0.4155639 (812) total: 39s remaining: 56.7s 815: learn: 0.3921522 test: 0.4155706 best: 0.4155639 (812) total: 39s remaining: 56.6s 816: learn: 0.3920485 test: 0.4154746 best: 0.4154746 (816) total: 39.1s remaining: 56.6s 817: learn: 0.3920485 test: 0.4154746 best: 0.4154746 (816) total: 39.1s remaining: 56.5s 818: learn: 0.3920483 test: 0.4154746 best: 0.4154746 (816) total: 39.1s remaining: 56.4s 819: learn: 0.3920458 test: 0.4154731 best: 0.4154731 (819) total: 39.2s remaining: 56.4s 820: learn: 0.3920453 test: 0.4154742 best: 0.4154731 (819) total: 39.3s remaining: 56.4s 821: learn: 0.3919996 test: 0.4154801 best: 0.4154731 (819) total: 39.3s remaining: 56.3s 822: learn: 0.3919890 test: 0.4154887 best: 0.4154731 (819) total: 39.4s remaining: 56.3s 823: learn: 0.3919659 test: 0.4154309 best: 0.4154309 (823) total: 39.4s remaining: 56.3s 824: learn: 0.3918805 test: 0.4153544 best: 0.4153544 (824) total: 39.5s remaining: 56.2s 825: learn: 0.3918792 test: 0.4153543 best: 0.4153543 (825) total: 39.5s remaining: 56.2s 826: learn: 0.3918501 test: 0.4153362 best: 0.4153362 (826) total: 39.6s remaining: 56.1s 827: learn: 0.3918500 test: 0.4153350 best: 0.4153350 (827) total: 39.6s remaining: 56.1s 828: learn: 0.3918312 test: 0.4153351 best: 0.4153350 (827) total: 39.7s remaining: 56s 829: learn: 0.3918201 test: 0.4153436 best: 0.4153350 (827) total: 39.7s remaining: 56s 830: learn: 0.3918200 test: 0.4153434 best: 0.4153350 (827) total: 39.8s remaining: 55.9s 831: learn: 0.3918200 test: 0.4153453 best: 0.4153350 (827) total: 39.8s remaining: 55.9s 832: learn: 0.3918055 test: 0.4153452 best: 0.4153350 (827) total: 39.9s remaining: 55.8s 833: learn: 0.3918053 test: 0.4153450 best: 0.4153350 (827) total: 39.9s remaining: 55.8s 834: learn: 0.3918020 test: 0.4153274 best: 0.4153274 (834) total: 40s remaining: 55.8s 835: learn: 0.3917900 test: 0.4153274 best: 0.4153274 (834) total: 40s remaining: 55.7s 836: learn: 0.3917681 test: 0.4153183 best: 0.4153183 (836) total: 40s remaining: 55.6s 837: learn: 0.3917672 test: 0.4153186 best: 0.4153183 (836) total: 40.1s remaining: 55.6s 838: learn: 0.3917203 test: 0.4152708 best: 0.4152708 (838) total: 40.1s remaining: 55.5s 839: learn: 0.3917136 test: 0.4152725 best: 0.4152708 (838) total: 40.2s remaining: 55.5s 840: learn: 0.3917135 test: 0.4152725 best: 0.4152708 (838) total: 40.2s remaining: 55.4s 841: learn: 0.3917134 test: 0.4152724 best: 0.4152708 (838) total: 40.3s remaining: 55.4s 842: learn: 0.3917054 test: 0.4152726 best: 0.4152708 (838) total: 40.3s remaining: 55.3s 843: learn: 0.3916969 test: 0.4152714 best: 0.4152708 (838) total: 40.4s remaining: 55.3s 844: learn: 0.3916961 test: 0.4152612 best: 0.4152612 (844) total: 40.4s remaining: 55.2s 845: learn: 0.3916864 test: 0.4152612 best: 0.4152612 (845) total: 40.5s remaining: 55.2s 846: learn: 0.3916863 test: 0.4152615 best: 0.4152612 (845) total: 40.5s remaining: 55.1s 847: learn: 0.3916831 test: 0.4152614 best: 0.4152612 (845) total: 40.6s remaining: 55.1s 848: learn: 0.3916825 test: 0.4152649 best: 0.4152612 (845) total: 40.6s remaining: 55s 849: learn: 0.3916819 test: 0.4152648 best: 0.4152612 (845) total: 40.7s remaining: 55s 850: learn: 0.3916446 test: 0.4152645 best: 0.4152612 (845) total: 40.7s remaining: 55s 851: learn: 0.3916435 test: 0.4152640 best: 0.4152612 (845) total: 40.7s remaining: 54.9s 852: learn: 0.3916368 test: 0.4152488 best: 0.4152488 (852) total: 40.8s remaining: 54.8s 853: learn: 0.3916365 test: 0.4152509 best: 0.4152488 (852) total: 40.8s remaining: 54.8s 854: learn: 0.3916153 test: 0.4152476 best: 0.4152476 (854) total: 40.9s remaining: 54.7s 855: learn: 0.3916142 test: 0.4152566 best: 0.4152476 (854) total: 40.9s remaining: 54.7s 856: learn: 0.3916014 test: 0.4152554 best: 0.4152476 (854) total: 41s remaining: 54.6s 857: learn: 0.3916012 test: 0.4152559 best: 0.4152476 (854) total: 41s remaining: 54.6s 858: learn: 0.3916010 test: 0.4152578 best: 0.4152476 (854) total: 41.1s remaining: 54.5s 859: learn: 0.3915976 test: 0.4152585 best: 0.4152476 (854) total: 41.1s remaining: 54.5s 860: learn: 0.3915965 test: 0.4152598 best: 0.4152476 (854) total: 41.2s remaining: 54.5s 861: learn: 0.3915806 test: 0.4152487 best: 0.4152476 (854) total: 41.2s remaining: 54.4s 862: learn: 0.3915786 test: 0.4152480 best: 0.4152476 (854) total: 41.3s remaining: 54.3s 863: learn: 0.3914194 test: 0.4150893 best: 0.4150893 (863) total: 41.3s remaining: 54.3s 864: learn: 0.3913414 test: 0.4150898 best: 0.4150893 (863) total: 41.3s remaining: 54.2s 865: learn: 0.3913185 test: 0.4150799 best: 0.4150799 (865) total: 41.4s remaining: 54.2s 866: learn: 0.3913176 test: 0.4150796 best: 0.4150796 (866) total: 41.4s remaining: 54.1s 867: learn: 0.3912778 test: 0.4150765 best: 0.4150765 (867) total: 41.5s remaining: 54.1s 868: learn: 0.3912688 test: 0.4150815 best: 0.4150765 (867) total: 41.5s remaining: 54s 869: learn: 0.3912686 test: 0.4150816 best: 0.4150765 (867) total: 41.6s remaining: 54s 870: learn: 0.3912678 test: 0.4150813 best: 0.4150765 (867) total: 41.6s remaining: 53.9s 871: learn: 0.3912649 test: 0.4150746 best: 0.4150746 (871) total: 41.7s remaining: 53.9s 872: learn: 0.3912535 test: 0.4150758 best: 0.4150746 (871) total: 41.8s remaining: 53.9s 873: learn: 0.3912498 test: 0.4150738 best: 0.4150738 (873) total: 41.8s remaining: 53.9s 874: learn: 0.3912492 test: 0.4150736 best: 0.4150736 (874) total: 41.9s remaining: 53.9s 875: learn: 0.3912487 test: 0.4150734 best: 0.4150734 (875) total: 42s remaining: 53.8s 876: learn: 0.3912455 test: 0.4150721 best: 0.4150721 (876) total: 42s remaining: 53.8s 877: learn: 0.3912448 test: 0.4150722 best: 0.4150721 (876) total: 42.1s remaining: 53.8s 878: learn: 0.3912440 test: 0.4150680 best: 0.4150680 (878) total: 42.1s remaining: 53.8s 879: learn: 0.3912439 test: 0.4150681 best: 0.4150680 (878) total: 42.2s remaining: 53.7s 880: learn: 0.3911932 test: 0.4150479 best: 0.4150479 (880) total: 42.3s remaining: 53.7s 881: learn: 0.3911930 test: 0.4150476 best: 0.4150476 (881) total: 42.3s remaining: 53.7s 882: learn: 0.3911930 test: 0.4150476 best: 0.4150476 (881) total: 42.4s remaining: 53.6s 883: learn: 0.3911926 test: 0.4150478 best: 0.4150476 (881) total: 42.4s remaining: 53.6s 884: learn: 0.3911674 test: 0.4150323 best: 0.4150323 (884) total: 42.5s remaining: 53.5s 885: learn: 0.3911624 test: 0.4150323 best: 0.4150323 (885) total: 42.5s remaining: 53.5s 886: learn: 0.3911609 test: 0.4150323 best: 0.4150323 (885) total: 42.6s remaining: 53.4s 887: learn: 0.3911605 test: 0.4150323 best: 0.4150323 (887) total: 42.6s remaining: 53.4s 888: learn: 0.3911129 test: 0.4149971 best: 0.4149971 (888) total: 42.7s remaining: 53.3s 889: learn: 0.3911129 test: 0.4149971 best: 0.4149971 (889) total: 42.7s remaining: 53.3s 890: learn: 0.3911114 test: 0.4149970 best: 0.4149970 (890) total: 42.7s remaining: 53.2s 891: learn: 0.3911114 test: 0.4149970 best: 0.4149970 (890) total: 42.8s remaining: 53.2s 892: learn: 0.3911060 test: 0.4149985 best: 0.4149970 (890) total: 42.8s remaining: 53.1s 893: learn: 0.3911033 test: 0.4149888 best: 0.4149888 (893) total: 42.9s remaining: 53.1s 894: learn: 0.3911032 test: 0.4149893 best: 0.4149888 (893) total: 42.9s remaining: 53s 895: learn: 0.3911005 test: 0.4149898 best: 0.4149888 (893) total: 43s remaining: 53s 896: learn: 0.3910982 test: 0.4149896 best: 0.4149888 (893) total: 43.1s remaining: 52.9s 897: learn: 0.3910962 test: 0.4149895 best: 0.4149888 (893) total: 43.1s remaining: 52.9s 898: learn: 0.3910962 test: 0.4149899 best: 0.4149888 (893) total: 43.2s remaining: 52.8s 899: learn: 0.3910936 test: 0.4149899 best: 0.4149888 (893) total: 43.2s remaining: 52.8s 900: learn: 0.3910919 test: 0.4149952 best: 0.4149888 (893) total: 43.2s remaining: 52.8s 901: learn: 0.3910901 test: 0.4149952 best: 0.4149888 (893) total: 43.3s remaining: 52.7s 902: learn: 0.3910887 test: 0.4149954 best: 0.4149888 (893) total: 43.4s remaining: 52.7s 903: learn: 0.3910878 test: 0.4149961 best: 0.4149888 (893) total: 43.4s remaining: 52.6s 904: learn: 0.3910873 test: 0.4149963 best: 0.4149888 (893) total: 43.5s remaining: 52.6s 905: learn: 0.3910873 test: 0.4149966 best: 0.4149888 (893) total: 43.5s remaining: 52.5s 906: learn: 0.3910872 test: 0.4149974 best: 0.4149888 (893) total: 43.6s remaining: 52.5s 907: learn: 0.3909983 test: 0.4149971 best: 0.4149888 (893) total: 43.6s remaining: 52.4s 908: learn: 0.3909959 test: 0.4149971 best: 0.4149888 (893) total: 43.6s remaining: 52.4s 909: learn: 0.3909400 test: 0.4149626 best: 0.4149626 (909) total: 43.7s remaining: 52.3s 910: learn: 0.3909231 test: 0.4149581 best: 0.4149581 (910) total: 43.7s remaining: 52.3s 911: learn: 0.3909218 test: 0.4149580 best: 0.4149580 (911) total: 43.8s remaining: 52.2s 912: learn: 0.3909218 test: 0.4149584 best: 0.4149580 (911) total: 43.8s remaining: 52.2s 913: learn: 0.3909215 test: 0.4149596 best: 0.4149580 (911) total: 43.9s remaining: 52.1s 914: learn: 0.3909201 test: 0.4149594 best: 0.4149580 (911) total: 44s remaining: 52.1s 915: learn: 0.3909197 test: 0.4149604 best: 0.4149580 (911) total: 44s remaining: 52.1s 916: learn: 0.3907633 test: 0.4149763 best: 0.4149580 (911) total: 44.1s remaining: 52s 917: learn: 0.3907614 test: 0.4149680 best: 0.4149580 (911) total: 44.1s remaining: 52s 918: learn: 0.3907614 test: 0.4149681 best: 0.4149580 (911) total: 44.2s remaining: 51.9s 919: learn: 0.3907613 test: 0.4149680 best: 0.4149580 (911) total: 44.2s remaining: 51.9s 920: learn: 0.3907611 test: 0.4149680 best: 0.4149580 (911) total: 44.3s remaining: 51.9s 921: learn: 0.3907603 test: 0.4149679 best: 0.4149580 (911) total: 44.3s remaining: 51.8s 922: learn: 0.3907507 test: 0.4149821 best: 0.4149580 (911) total: 44.4s remaining: 51.8s 923: learn: 0.3907507 test: 0.4149821 best: 0.4149580 (911) total: 44.4s remaining: 51.7s 924: learn: 0.3907432 test: 0.4149515 best: 0.4149515 (924) total: 44.5s remaining: 51.7s 925: learn: 0.3907428 test: 0.4149518 best: 0.4149515 (924) total: 44.5s remaining: 51.6s 926: learn: 0.3907428 test: 0.4149518 best: 0.4149515 (924) total: 44.6s remaining: 51.6s 927: learn: 0.3907427 test: 0.4149517 best: 0.4149515 (924) total: 44.6s remaining: 51.6s 928: learn: 0.3907410 test: 0.4149454 best: 0.4149454 (928) total: 44.7s remaining: 51.5s 929: learn: 0.3907410 test: 0.4149453 best: 0.4149453 (929) total: 44.7s remaining: 51.5s 930: learn: 0.3907410 test: 0.4149453 best: 0.4149453 (929) total: 44.8s remaining: 51.4s 931: learn: 0.3907410 test: 0.4149450 best: 0.4149450 (931) total: 44.8s remaining: 51.3s 932: learn: 0.3907409 test: 0.4149451 best: 0.4149450 (931) total: 44.9s remaining: 51.3s 933: learn: 0.3907409 test: 0.4149450 best: 0.4149450 (931) total: 44.9s remaining: 51.3s 934: learn: 0.3907353 test: 0.4149434 best: 0.4149434 (934) total: 45s remaining: 51.2s 935: learn: 0.3907353 test: 0.4149434 best: 0.4149434 (935) total: 45s remaining: 51.2s 936: learn: 0.3907051 test: 0.4149378 best: 0.4149378 (936) total: 45.1s remaining: 51.1s 937: learn: 0.3907022 test: 0.4149387 best: 0.4149378 (936) total: 45.1s remaining: 51.1s 938: learn: 0.3907015 test: 0.4149387 best: 0.4149378 (936) total: 45.2s remaining: 51s 939: learn: 0.3907015 test: 0.4149387 best: 0.4149378 (936) total: 45.2s remaining: 51s 940: learn: 0.3907014 test: 0.4149387 best: 0.4149378 (936) total: 45.2s remaining: 50.9s 941: learn: 0.3907004 test: 0.4149386 best: 0.4149378 (936) total: 45.3s remaining: 50.9s 942: learn: 0.3907004 test: 0.4149386 best: 0.4149378 (936) total: 45.3s remaining: 50.8s 943: learn: 0.3907004 test: 0.4149386 best: 0.4149378 (936) total: 45.4s remaining: 50.7s 944: learn: 0.3907004 test: 0.4149386 best: 0.4149378 (936) total: 45.4s remaining: 50.7s 945: learn: 0.3907004 test: 0.4149386 best: 0.4149378 (936) total: 45.4s remaining: 50.6s 946: learn: 0.3907004 test: 0.4149386 best: 0.4149378 (936) total: 45.5s remaining: 50.6s 947: learn: 0.3907001 test: 0.4149384 best: 0.4149378 (936) total: 45.5s remaining: 50.5s 948: learn: 0.3906982 test: 0.4149383 best: 0.4149378 (936) total: 45.6s remaining: 50.5s 949: learn: 0.3906969 test: 0.4149366 best: 0.4149366 (949) total: 45.6s remaining: 50.4s 950: learn: 0.3906961 test: 0.4149365 best: 0.4149365 (950) total: 45.7s remaining: 50.4s 951: learn: 0.3906946 test: 0.4149365 best: 0.4149365 (951) total: 45.7s remaining: 50.3s 952: learn: 0.3905468 test: 0.4149228 best: 0.4149228 (952) total: 45.8s remaining: 50.3s 953: learn: 0.3905070 test: 0.4149044 best: 0.4149044 (953) total: 45.8s remaining: 50.2s 954: learn: 0.3905069 test: 0.4149045 best: 0.4149044 (953) total: 45.9s remaining: 50.2s 955: learn: 0.3905069 test: 0.4149044 best: 0.4149044 (953) total: 45.9s remaining: 50.1s 956: learn: 0.3904458 test: 0.4148948 best: 0.4148948 (956) total: 46s remaining: 50.1s 957: learn: 0.3904447 test: 0.4148946 best: 0.4148946 (957) total: 46s remaining: 50s 958: learn: 0.3904447 test: 0.4148946 best: 0.4148946 (958) total: 46s remaining: 50s 959: learn: 0.3903909 test: 0.4149159 best: 0.4148946 (958) total: 46.1s remaining: 49.9s 960: learn: 0.3903901 test: 0.4149159 best: 0.4148946 (958) total: 46.1s remaining: 49.9s 961: learn: 0.3903869 test: 0.4149082 best: 0.4148946 (958) total: 46.2s remaining: 49.8s 962: learn: 0.3903865 test: 0.4149083 best: 0.4148946 (958) total: 46.2s remaining: 49.8s 963: learn: 0.3903865 test: 0.4149081 best: 0.4148946 (958) total: 46.3s remaining: 49.7s 964: learn: 0.3903860 test: 0.4149081 best: 0.4148946 (958) total: 46.3s remaining: 49.7s 965: learn: 0.3903858 test: 0.4149091 best: 0.4148946 (958) total: 46.3s remaining: 49.6s 966: learn: 0.3903840 test: 0.4149143 best: 0.4148946 (958) total: 46.4s remaining: 49.5s 967: learn: 0.3903840 test: 0.4149143 best: 0.4148946 (958) total: 46.4s remaining: 49.5s 968: learn: 0.3903819 test: 0.4148881 best: 0.4148881 (968) total: 46.5s remaining: 49.5s 969: learn: 0.3903819 test: 0.4148881 best: 0.4148881 (969) total: 46.5s remaining: 49.4s 970: learn: 0.3903772 test: 0.4148879 best: 0.4148879 (970) total: 46.6s remaining: 49.3s 971: learn: 0.3903737 test: 0.4148873 best: 0.4148873 (971) total: 46.6s remaining: 49.3s 972: learn: 0.3903737 test: 0.4148873 best: 0.4148873 (972) total: 46.6s remaining: 49.2s 973: learn: 0.3903732 test: 0.4148863 best: 0.4148863 (973) total: 46.7s remaining: 49.2s 974: learn: 0.3903731 test: 0.4148869 best: 0.4148863 (973) total: 46.7s remaining: 49.1s 975: learn: 0.3903731 test: 0.4148875 best: 0.4148863 (973) total: 46.8s remaining: 49.1s 976: learn: 0.3903645 test: 0.4148973 best: 0.4148863 (973) total: 46.9s remaining: 49.1s 977: learn: 0.3903633 test: 0.4149021 best: 0.4148863 (973) total: 46.9s remaining: 49s 978: learn: 0.3903616 test: 0.4149020 best: 0.4148863 (973) total: 47s remaining: 49s 979: learn: 0.3903615 test: 0.4149029 best: 0.4148863 (973) total: 47s remaining: 48.9s 980: learn: 0.3903615 test: 0.4149032 best: 0.4148863 (973) total: 47.1s remaining: 48.9s 981: learn: 0.3903580 test: 0.4149035 best: 0.4148863 (973) total: 47.1s remaining: 48.8s 982: learn: 0.3903484 test: 0.4149032 best: 0.4148863 (973) total: 47.1s remaining: 48.8s 983: learn: 0.3903484 test: 0.4149041 best: 0.4148863 (973) total: 47.2s remaining: 48.7s 984: learn: 0.3903483 test: 0.4149040 best: 0.4148863 (973) total: 47.2s remaining: 48.7s 985: learn: 0.3903473 test: 0.4149040 best: 0.4148863 (973) total: 47.3s remaining: 48.6s 986: learn: 0.3903473 test: 0.4149040 best: 0.4148863 (973) total: 47.3s remaining: 48.6s 987: learn: 0.3903473 test: 0.4149048 best: 0.4148863 (973) total: 47.4s remaining: 48.5s 988: learn: 0.3903473 test: 0.4149055 best: 0.4148863 (973) total: 47.4s remaining: 48.5s 989: learn: 0.3903473 test: 0.4149060 best: 0.4148863 (973) total: 47.5s remaining: 48.4s 990: learn: 0.3903473 test: 0.4149060 best: 0.4148863 (973) total: 47.5s remaining: 48.4s 991: learn: 0.3903472 test: 0.4149060 best: 0.4148863 (973) total: 47.5s remaining: 48.3s 992: learn: 0.3903472 test: 0.4149066 best: 0.4148863 (973) total: 47.6s remaining: 48.2s 993: learn: 0.3903472 test: 0.4149066 best: 0.4148863 (973) total: 47.6s remaining: 48.2s 994: learn: 0.3903472 test: 0.4149072 best: 0.4148863 (973) total: 47.6s remaining: 48.1s 995: learn: 0.3903472 test: 0.4149073 best: 0.4148863 (973) total: 47.7s remaining: 48s 996: learn: 0.3903463 test: 0.4149073 best: 0.4148863 (973) total: 47.7s remaining: 48s 997: learn: 0.3903462 test: 0.4149071 best: 0.4148863 (973) total: 47.7s remaining: 47.9s 998: learn: 0.3903447 test: 0.4149062 best: 0.4148863 (973) total: 47.8s remaining: 47.9s 999: learn: 0.3903446 test: 0.4149063 best: 0.4148863 (973) total: 47.8s remaining: 47.8s 1000: learn: 0.3903439 test: 0.4149062 best: 0.4148863 (973) total: 47.9s remaining: 47.8s 1001: learn: 0.3903439 test: 0.4149062 best: 0.4148863 (973) total: 47.9s remaining: 47.7s 1002: learn: 0.3903431 test: 0.4149068 best: 0.4148863 (973) total: 48s remaining: 47.7s 1003: learn: 0.3903430 test: 0.4149067 best: 0.4148863 (973) total: 48s remaining: 47.6s 1004: learn: 0.3903420 test: 0.4149090 best: 0.4148863 (973) total: 48.1s remaining: 47.6s 1005: learn: 0.3903420 test: 0.4149090 best: 0.4148863 (973) total: 48.1s remaining: 47.5s 1006: learn: 0.3903410 test: 0.4149091 best: 0.4148863 (973) total: 48.2s remaining: 47.5s 1007: learn: 0.3903410 test: 0.4149091 best: 0.4148863 (973) total: 48.2s remaining: 47.4s 1008: learn: 0.3903410 test: 0.4149091 best: 0.4148863 (973) total: 48.2s remaining: 47.4s 1009: learn: 0.3903374 test: 0.4149054 best: 0.4148863 (973) total: 48.3s remaining: 47.3s 1010: learn: 0.3903372 test: 0.4149064 best: 0.4148863 (973) total: 48.3s remaining: 47.3s 1011: learn: 0.3903372 test: 0.4149069 best: 0.4148863 (973) total: 48.4s remaining: 47.2s 1012: learn: 0.3903233 test: 0.4149052 best: 0.4148863 (973) total: 48.4s remaining: 47.2s 1013: learn: 0.3903225 test: 0.4149053 best: 0.4148863 (973) total: 48.4s remaining: 47.1s 1014: learn: 0.3903220 test: 0.4149053 best: 0.4148863 (973) total: 48.5s remaining: 47s 1015: learn: 0.3903220 test: 0.4149056 best: 0.4148863 (973) total: 48.5s remaining: 47s 1016: learn: 0.3903214 test: 0.4149056 best: 0.4148863 (973) total: 48.6s remaining: 46.9s 1017: learn: 0.3903209 test: 0.4149024 best: 0.4148863 (973) total: 48.6s remaining: 46.9s 1018: learn: 0.3903209 test: 0.4149029 best: 0.4148863 (973) total: 48.6s remaining: 46.8s 1019: learn: 0.3903003 test: 0.4148945 best: 0.4148863 (973) total: 48.7s remaining: 46.8s 1020: learn: 0.3902997 test: 0.4148945 best: 0.4148863 (973) total: 48.7s remaining: 46.7s 1021: learn: 0.3902992 test: 0.4148957 best: 0.4148863 (973) total: 48.8s remaining: 46.7s 1022: learn: 0.3902992 test: 0.4148960 best: 0.4148863 (973) total: 48.8s remaining: 46.6s 1023: learn: 0.3902986 test: 0.4148959 best: 0.4148863 (973) total: 48.9s remaining: 46.6s 1024: learn: 0.3902952 test: 0.4148963 best: 0.4148863 (973) total: 48.9s remaining: 46.5s 1025: learn: 0.3902952 test: 0.4148962 best: 0.4148863 (973) total: 49s remaining: 46.5s 1026: learn: 0.3902952 test: 0.4148960 best: 0.4148863 (973) total: 49s remaining: 46.4s 1027: learn: 0.3902937 test: 0.4149016 best: 0.4148863 (973) total: 49.1s remaining: 46.4s 1028: learn: 0.3902928 test: 0.4149016 best: 0.4148863 (973) total: 49.1s remaining: 46.3s 1029: learn: 0.3902928 test: 0.4149016 best: 0.4148863 (973) total: 49.1s remaining: 46.3s 1030: learn: 0.3902928 test: 0.4149016 best: 0.4148863 (973) total: 49.2s remaining: 46.2s 1031: learn: 0.3902917 test: 0.4149012 best: 0.4148863 (973) total: 49.2s remaining: 46.2s 1032: learn: 0.3902917 test: 0.4149013 best: 0.4148863 (973) total: 49.3s remaining: 46.1s 1033: learn: 0.3902908 test: 0.4149026 best: 0.4148863 (973) total: 49.3s remaining: 46.1s 1034: learn: 0.3902907 test: 0.4149035 best: 0.4148863 (973) total: 49.4s remaining: 46s 1035: learn: 0.3902907 test: 0.4149041 best: 0.4148863 (973) total: 49.4s remaining: 46s 1036: learn: 0.3902904 test: 0.4149049 best: 0.4148863 (973) total: 49.4s remaining: 45.9s 1037: learn: 0.3902875 test: 0.4149057 best: 0.4148863 (973) total: 49.5s remaining: 45.9s 1038: learn: 0.3902874 test: 0.4149065 best: 0.4148863 (973) total: 49.5s remaining: 45.8s 1039: learn: 0.3902579 test: 0.4149005 best: 0.4148863 (973) total: 49.6s remaining: 45.8s 1040: learn: 0.3902290 test: 0.4149052 best: 0.4148863 (973) total: 49.6s remaining: 45.7s 1041: learn: 0.3901219 test: 0.4148415 best: 0.4148415 (1041) total: 49.7s remaining: 45.7s 1042: learn: 0.3900280 test: 0.4147918 best: 0.4147918 (1042) total: 49.7s remaining: 45.6s 1043: learn: 0.3900273 test: 0.4147896 best: 0.4147896 (1043) total: 49.8s remaining: 45.6s 1044: learn: 0.3900267 test: 0.4147850 best: 0.4147850 (1044) total: 49.8s remaining: 45.5s 1045: learn: 0.3900217 test: 0.4147835 best: 0.4147835 (1045) total: 49.9s remaining: 45.5s 1046: learn: 0.3900213 test: 0.4147839 best: 0.4147835 (1045) total: 49.9s remaining: 45.4s 1047: learn: 0.3900213 test: 0.4147839 best: 0.4147835 (1045) total: 50s remaining: 45.4s 1048: learn: 0.3900213 test: 0.4147838 best: 0.4147835 (1045) total: 50s remaining: 45.4s 1049: learn: 0.3900208 test: 0.4147795 best: 0.4147795 (1049) total: 50.1s remaining: 45.3s 1050: learn: 0.3900127 test: 0.4147746 best: 0.4147746 (1050) total: 50.1s remaining: 45.3s 1051: learn: 0.3900099 test: 0.4147750 best: 0.4147746 (1050) total: 50.2s remaining: 45.2s 1052: learn: 0.3900075 test: 0.4147764 best: 0.4147746 (1050) total: 50.2s remaining: 45.2s 1053: learn: 0.3899926 test: 0.4147741 best: 0.4147741 (1053) total: 50.2s remaining: 45.1s 1054: learn: 0.3899925 test: 0.4147741 best: 0.4147741 (1054) total: 50.3s remaining: 45s 1055: learn: 0.3899925 test: 0.4147742 best: 0.4147741 (1054) total: 50.3s remaining: 45s 1056: learn: 0.3899920 test: 0.4147741 best: 0.4147741 (1056) total: 50.4s remaining: 44.9s 1057: learn: 0.3899920 test: 0.4147740 best: 0.4147740 (1057) total: 50.4s remaining: 44.9s 1058: learn: 0.3898803 test: 0.4147571 best: 0.4147571 (1058) total: 50.5s remaining: 44.8s 1059: learn: 0.3898802 test: 0.4147570 best: 0.4147570 (1059) total: 50.5s remaining: 44.8s 1060: learn: 0.3898785 test: 0.4147599 best: 0.4147570 (1059) total: 50.5s remaining: 44.7s 1061: learn: 0.3898783 test: 0.4147597 best: 0.4147570 (1059) total: 50.6s remaining: 44.7s 1062: learn: 0.3898783 test: 0.4147597 best: 0.4147570 (1059) total: 50.6s remaining: 44.6s 1063: learn: 0.3898783 test: 0.4147596 best: 0.4147570 (1059) total: 50.7s remaining: 44.6s 1064: learn: 0.3898783 test: 0.4147594 best: 0.4147570 (1059) total: 50.7s remaining: 44.5s 1065: learn: 0.3898782 test: 0.4147598 best: 0.4147570 (1059) total: 50.8s remaining: 44.5s 1066: learn: 0.3898782 test: 0.4147597 best: 0.4147570 (1059) total: 50.8s remaining: 44.4s 1067: learn: 0.3898781 test: 0.4147599 best: 0.4147570 (1059) total: 50.8s remaining: 44.4s 1068: learn: 0.3898777 test: 0.4147598 best: 0.4147570 (1059) total: 50.9s remaining: 44.3s 1069: learn: 0.3898774 test: 0.4147560 best: 0.4147560 (1069) total: 50.9s remaining: 44.3s 1070: learn: 0.3898477 test: 0.4147448 best: 0.4147448 (1070) total: 51s remaining: 44.2s 1071: learn: 0.3898475 test: 0.4147431 best: 0.4147431 (1071) total: 51s remaining: 44.2s 1072: learn: 0.3898382 test: 0.4147359 best: 0.4147359 (1072) total: 51.1s remaining: 44.1s 1073: learn: 0.3898234 test: 0.4147281 best: 0.4147281 (1073) total: 51.1s remaining: 44.1s 1074: learn: 0.3898231 test: 0.4147281 best: 0.4147281 (1074) total: 51.2s remaining: 44s 1075: learn: 0.3898228 test: 0.4147281 best: 0.4147281 (1074) total: 51.2s remaining: 44s 1076: learn: 0.3898172 test: 0.4147286 best: 0.4147281 (1074) total: 51.3s remaining: 43.9s 1077: learn: 0.3898171 test: 0.4147270 best: 0.4147270 (1077) total: 51.3s remaining: 43.9s 1078: learn: 0.3898171 test: 0.4147267 best: 0.4147267 (1078) total: 51.3s remaining: 43.8s 1079: learn: 0.3898170 test: 0.4147266 best: 0.4147266 (1079) total: 51.4s remaining: 43.8s 1080: learn: 0.3897987 test: 0.4147138 best: 0.4147138 (1080) total: 51.4s remaining: 43.7s 1081: learn: 0.3897986 test: 0.4147138 best: 0.4147138 (1080) total: 51.5s remaining: 43.7s 1082: learn: 0.3897985 test: 0.4147138 best: 0.4147138 (1080) total: 51.5s remaining: 43.6s 1083: learn: 0.3897971 test: 0.4147111 best: 0.4147111 (1083) total: 51.5s remaining: 43.6s 1084: learn: 0.3897964 test: 0.4147104 best: 0.4147104 (1084) total: 51.6s remaining: 43.5s 1085: learn: 0.3897961 test: 0.4147104 best: 0.4147104 (1084) total: 51.6s remaining: 43.5s 1086: learn: 0.3897957 test: 0.4147104 best: 0.4147104 (1086) total: 51.7s remaining: 43.4s 1087: learn: 0.3897956 test: 0.4147104 best: 0.4147104 (1086) total: 51.7s remaining: 43.3s 1088: learn: 0.3897955 test: 0.4147100 best: 0.4147100 (1088) total: 51.7s remaining: 43.3s 1089: learn: 0.3897952 test: 0.4147085 best: 0.4147085 (1089) total: 51.8s remaining: 43.2s 1090: learn: 0.3897949 test: 0.4147071 best: 0.4147071 (1090) total: 51.8s remaining: 43.2s 1091: learn: 0.3897916 test: 0.4147021 best: 0.4147021 (1091) total: 51.9s remaining: 43.1s 1092: learn: 0.3897916 test: 0.4147026 best: 0.4147021 (1091) total: 51.9s remaining: 43.1s 1093: learn: 0.3897912 test: 0.4147024 best: 0.4147021 (1091) total: 52s remaining: 43s 1094: learn: 0.3897842 test: 0.4146984 best: 0.4146984 (1094) total: 52s remaining: 43s 1095: learn: 0.3897842 test: 0.4146984 best: 0.4146984 (1094) total: 52.1s remaining: 42.9s 1096: learn: 0.3897841 test: 0.4146973 best: 0.4146973 (1096) total: 52.1s remaining: 42.9s 1097: learn: 0.3897839 test: 0.4146973 best: 0.4146973 (1097) total: 52.2s remaining: 42.9s 1098: learn: 0.3897836 test: 0.4146973 best: 0.4146973 (1098) total: 52.2s remaining: 42.8s 1099: learn: 0.3897731 test: 0.4146914 best: 0.4146914 (1099) total: 52.3s remaining: 42.8s 1100: learn: 0.3897701 test: 0.4146798 best: 0.4146798 (1100) total: 52.3s remaining: 42.7s 1101: learn: 0.3897690 test: 0.4146806 best: 0.4146798 (1100) total: 52.3s remaining: 42.6s 1102: learn: 0.3897688 test: 0.4146781 best: 0.4146781 (1102) total: 52.4s remaining: 42.6s 1103: learn: 0.3897687 test: 0.4146781 best: 0.4146781 (1103) total: 52.4s remaining: 42.5s 1104: learn: 0.3897686 test: 0.4146770 best: 0.4146770 (1104) total: 52.5s remaining: 42.5s 1105: learn: 0.3897682 test: 0.4146778 best: 0.4146770 (1104) total: 52.5s remaining: 42.4s 1106: learn: 0.3897669 test: 0.4146779 best: 0.4146770 (1104) total: 52.5s remaining: 42.4s 1107: learn: 0.3897669 test: 0.4146779 best: 0.4146770 (1104) total: 52.6s remaining: 42.3s 1108: learn: 0.3897658 test: 0.4146779 best: 0.4146770 (1104) total: 52.6s remaining: 42.3s 1109: learn: 0.3897658 test: 0.4146776 best: 0.4146770 (1104) total: 52.7s remaining: 42.2s 1110: learn: 0.3897655 test: 0.4146776 best: 0.4146770 (1104) total: 52.7s remaining: 42.2s 1111: learn: 0.3897652 test: 0.4146776 best: 0.4146770 (1104) total: 52.8s remaining: 42.1s 1112: learn: 0.3897651 test: 0.4146773 best: 0.4146770 (1104) total: 52.8s remaining: 42.1s 1113: learn: 0.3897646 test: 0.4146746 best: 0.4146746 (1113) total: 52.9s remaining: 42.1s 1114: learn: 0.3897563 test: 0.4146763 best: 0.4146746 (1113) total: 52.9s remaining: 42s 1115: learn: 0.3897561 test: 0.4146744 best: 0.4146744 (1115) total: 53s remaining: 42s 1116: learn: 0.3897561 test: 0.4146744 best: 0.4146744 (1116) total: 53s remaining: 41.9s 1117: learn: 0.3897544 test: 0.4146723 best: 0.4146723 (1117) total: 53.1s remaining: 41.9s 1118: learn: 0.3897520 test: 0.4146722 best: 0.4146722 (1118) total: 53.1s remaining: 41.8s 1119: learn: 0.3897519 test: 0.4146722 best: 0.4146722 (1118) total: 53.1s remaining: 41.8s 1120: learn: 0.3897519 test: 0.4146722 best: 0.4146722 (1118) total: 53.2s remaining: 41.7s 1121: learn: 0.3897517 test: 0.4146722 best: 0.4146722 (1121) total: 53.2s remaining: 41.7s 1122: learn: 0.3897516 test: 0.4146722 best: 0.4146722 (1121) total: 53.3s remaining: 41.6s 1123: learn: 0.3897512 test: 0.4146699 best: 0.4146699 (1123) total: 53.3s remaining: 41.6s 1124: learn: 0.3897512 test: 0.4146699 best: 0.4146699 (1124) total: 53.4s remaining: 41.5s 1125: learn: 0.3897506 test: 0.4146699 best: 0.4146699 (1125) total: 53.4s remaining: 41.5s 1126: learn: 0.3897474 test: 0.4146673 best: 0.4146673 (1126) total: 53.5s remaining: 41.4s 1127: learn: 0.3897474 test: 0.4146673 best: 0.4146673 (1127) total: 53.5s remaining: 41.4s 1128: learn: 0.3897474 test: 0.4146671 best: 0.4146671 (1128) total: 53.5s remaining: 41.3s 1129: learn: 0.3897403 test: 0.4146601 best: 0.4146601 (1129) total: 53.6s remaining: 41.3s 1130: learn: 0.3897398 test: 0.4146601 best: 0.4146601 (1130) total: 53.6s remaining: 41.2s 1131: learn: 0.3897397 test: 0.4146585 best: 0.4146585 (1131) total: 53.7s remaining: 41.1s 1132: learn: 0.3897373 test: 0.4146511 best: 0.4146511 (1132) total: 53.7s remaining: 41.1s 1133: learn: 0.3897305 test: 0.4146551 best: 0.4146511 (1132) total: 53.8s remaining: 41s 1134: learn: 0.3897300 test: 0.4146537 best: 0.4146511 (1132) total: 53.8s remaining: 41s 1135: learn: 0.3897299 test: 0.4146537 best: 0.4146511 (1132) total: 53.8s remaining: 41s 1136: learn: 0.3897299 test: 0.4146536 best: 0.4146511 (1132) total: 53.9s remaining: 40.9s 1137: learn: 0.3897299 test: 0.4146536 best: 0.4146511 (1132) total: 53.9s remaining: 40.9s 1138: learn: 0.3897295 test: 0.4146535 best: 0.4146511 (1132) total: 54s remaining: 40.8s 1139: learn: 0.3897015 test: 0.4146207 best: 0.4146207 (1139) total: 54s remaining: 40.8s 1140: learn: 0.3897015 test: 0.4146206 best: 0.4146206 (1140) total: 54.1s remaining: 40.7s 1141: learn: 0.3897015 test: 0.4146207 best: 0.4146206 (1140) total: 54.1s remaining: 40.7s 1142: learn: 0.3897003 test: 0.4146207 best: 0.4146206 (1140) total: 54.2s remaining: 40.6s 1143: learn: 0.3896979 test: 0.4146193 best: 0.4146193 (1143) total: 54.2s remaining: 40.6s 1144: learn: 0.3896977 test: 0.4146192 best: 0.4146192 (1144) total: 54.3s remaining: 40.5s 1145: learn: 0.3896913 test: 0.4146188 best: 0.4146188 (1145) total: 54.3s remaining: 40.5s 1146: learn: 0.3896898 test: 0.4146108 best: 0.4146108 (1146) total: 54.4s remaining: 40.4s 1147: learn: 0.3896535 test: 0.4146106 best: 0.4146106 (1147) total: 54.4s remaining: 40.4s 1148: learn: 0.3896506 test: 0.4146128 best: 0.4146106 (1147) total: 54.5s remaining: 40.3s 1149: learn: 0.3896505 test: 0.4146121 best: 0.4146106 (1147) total: 54.5s remaining: 40.3s 1150: learn: 0.3896505 test: 0.4146121 best: 0.4146106 (1147) total: 54.6s remaining: 40.2s 1151: learn: 0.3896503 test: 0.4146136 best: 0.4146106 (1147) total: 54.6s remaining: 40.2s 1152: learn: 0.3896489 test: 0.4146106 best: 0.4146106 (1147) total: 54.6s remaining: 40.1s 1153: learn: 0.3895875 test: 0.4145824 best: 0.4145824 (1153) total: 54.7s remaining: 40.1s 1154: learn: 0.3895868 test: 0.4145831 best: 0.4145824 (1153) total: 54.7s remaining: 40s 1155: learn: 0.3895831 test: 0.4145902 best: 0.4145824 (1153) total: 54.8s remaining: 40s 1156: learn: 0.3895828 test: 0.4145909 best: 0.4145824 (1153) total: 54.8s remaining: 40s 1157: learn: 0.3895823 test: 0.4145754 best: 0.4145754 (1157) total: 54.9s remaining: 39.9s 1158: learn: 0.3895676 test: 0.4145751 best: 0.4145751 (1158) total: 54.9s remaining: 39.9s 1159: learn: 0.3895666 test: 0.4145751 best: 0.4145751 (1159) total: 55s remaining: 39.8s 1160: learn: 0.3895665 test: 0.4145750 best: 0.4145750 (1160) total: 55s remaining: 39.8s 1161: learn: 0.3895643 test: 0.4145753 best: 0.4145750 (1160) total: 55.1s remaining: 39.7s 1162: learn: 0.3895370 test: 0.4145563 best: 0.4145563 (1162) total: 55.2s remaining: 39.7s 1163: learn: 0.3895369 test: 0.4145563 best: 0.4145563 (1162) total: 55.2s remaining: 39.6s 1164: learn: 0.3895361 test: 0.4145569 best: 0.4145563 (1162) total: 55.2s remaining: 39.6s 1165: learn: 0.3895348 test: 0.4145613 best: 0.4145563 (1162) total: 55.3s remaining: 39.6s 1166: learn: 0.3895346 test: 0.4145612 best: 0.4145563 (1162) total: 55.3s remaining: 39.5s 1167: learn: 0.3895292 test: 0.4145589 best: 0.4145563 (1162) total: 55.4s remaining: 39.5s 1168: learn: 0.3894294 test: 0.4144532 best: 0.4144532 (1168) total: 55.4s remaining: 39.4s 1169: learn: 0.3894250 test: 0.4144490 best: 0.4144490 (1169) total: 55.5s remaining: 39.4s 1170: learn: 0.3894143 test: 0.4144474 best: 0.4144474 (1170) total: 55.6s remaining: 39.3s 1171: learn: 0.3894067 test: 0.4144147 best: 0.4144147 (1171) total: 55.6s remaining: 39.3s 1172: learn: 0.3894067 test: 0.4144152 best: 0.4144147 (1171) total: 55.6s remaining: 39.2s 1173: learn: 0.3894021 test: 0.4144138 best: 0.4144138 (1173) total: 55.7s remaining: 39.2s 1174: learn: 0.3893998 test: 0.4144134 best: 0.4144134 (1174) total: 55.7s remaining: 39.1s 1175: learn: 0.3893997 test: 0.4144137 best: 0.4144134 (1174) total: 55.8s remaining: 39.1s 1176: learn: 0.3893990 test: 0.4144114 best: 0.4144114 (1176) total: 55.8s remaining: 39s 1177: learn: 0.3893990 test: 0.4144114 best: 0.4144114 (1176) total: 55.9s remaining: 39s 1178: learn: 0.3893989 test: 0.4144117 best: 0.4144114 (1176) total: 55.9s remaining: 39s 1179: learn: 0.3893989 test: 0.4144116 best: 0.4144114 (1176) total: 56s remaining: 38.9s 1180: learn: 0.3893987 test: 0.4144116 best: 0.4144114 (1176) total: 56s remaining: 38.9s 1181: learn: 0.3893986 test: 0.4144116 best: 0.4144114 (1176) total: 56.1s remaining: 38.8s 1182: learn: 0.3893983 test: 0.4144116 best: 0.4144114 (1176) total: 56.1s remaining: 38.8s 1183: learn: 0.3893983 test: 0.4144116 best: 0.4144114 (1176) total: 56.2s remaining: 38.7s 1184: learn: 0.3893982 test: 0.4144114 best: 0.4144114 (1176) total: 56.2s remaining: 38.7s 1185: learn: 0.3893947 test: 0.4144096 best: 0.4144096 (1185) total: 56.3s remaining: 38.6s 1186: learn: 0.3893940 test: 0.4144088 best: 0.4144088 (1186) total: 56.3s remaining: 38.6s 1187: learn: 0.3893930 test: 0.4144089 best: 0.4144088 (1186) total: 56.3s remaining: 38.5s 1188: learn: 0.3893929 test: 0.4144081 best: 0.4144081 (1188) total: 56.4s remaining: 38.5s 1189: learn: 0.3893928 test: 0.4144080 best: 0.4144080 (1189) total: 56.4s remaining: 38.4s 1190: learn: 0.3893921 test: 0.4144089 best: 0.4144080 (1189) total: 56.5s remaining: 38.4s 1191: learn: 0.3893888 test: 0.4144090 best: 0.4144080 (1189) total: 56.5s remaining: 38.3s 1192: learn: 0.3893777 test: 0.4144040 best: 0.4144040 (1192) total: 56.6s remaining: 38.3s 1193: learn: 0.3893766 test: 0.4144077 best: 0.4144040 (1192) total: 56.6s remaining: 38.2s 1194: learn: 0.3893766 test: 0.4144083 best: 0.4144040 (1192) total: 56.7s remaining: 38.2s 1195: learn: 0.3893766 test: 0.4144093 best: 0.4144040 (1192) total: 56.7s remaining: 38.1s 1196: learn: 0.3893766 test: 0.4144098 best: 0.4144040 (1192) total: 56.8s remaining: 38.1s 1197: learn: 0.3893765 test: 0.4144097 best: 0.4144040 (1192) total: 56.8s remaining: 38s 1198: learn: 0.3893765 test: 0.4144102 best: 0.4144040 (1192) total: 56.9s remaining: 38s 1199: learn: 0.3893754 test: 0.4144142 best: 0.4144040 (1192) total: 56.9s remaining: 37.9s 1200: learn: 0.3893754 test: 0.4144142 best: 0.4144040 (1192) total: 57s remaining: 37.9s 1201: learn: 0.3893752 test: 0.4144135 best: 0.4144040 (1192) total: 57s remaining: 37.9s 1202: learn: 0.3893751 test: 0.4144129 best: 0.4144040 (1192) total: 57.1s remaining: 37.8s 1203: learn: 0.3893744 test: 0.4144161 best: 0.4144040 (1192) total: 57.1s remaining: 37.8s 1204: learn: 0.3893744 test: 0.4144169 best: 0.4144040 (1192) total: 57.2s remaining: 37.7s 1205: learn: 0.3893742 test: 0.4144162 best: 0.4144040 (1192) total: 57.2s remaining: 37.7s 1206: learn: 0.3893742 test: 0.4144167 best: 0.4144040 (1192) total: 57.3s remaining: 37.6s 1207: learn: 0.3893741 test: 0.4144148 best: 0.4144040 (1192) total: 57.3s remaining: 37.6s 1208: learn: 0.3893731 test: 0.4144148 best: 0.4144040 (1192) total: 57.4s remaining: 37.5s 1209: learn: 0.3893731 test: 0.4144154 best: 0.4144040 (1192) total: 57.4s remaining: 37.5s 1210: learn: 0.3893730 test: 0.4144155 best: 0.4144040 (1192) total: 57.5s remaining: 37.5s 1211: learn: 0.3893729 test: 0.4144160 best: 0.4144040 (1192) total: 57.6s remaining: 37.4s 1212: learn: 0.3893720 test: 0.4144149 best: 0.4144040 (1192) total: 57.7s remaining: 37.4s 1213: learn: 0.3893719 test: 0.4144129 best: 0.4144040 (1192) total: 57.7s remaining: 37.4s 1214: learn: 0.3893714 test: 0.4144156 best: 0.4144040 (1192) total: 57.8s remaining: 37.3s 1215: learn: 0.3893714 test: 0.4144155 best: 0.4144040 (1192) total: 57.8s remaining: 37.3s 1216: learn: 0.3893710 test: 0.4144179 best: 0.4144040 (1192) total: 57.9s remaining: 37.2s 1217: learn: 0.3893710 test: 0.4144178 best: 0.4144040 (1192) total: 57.9s remaining: 37.2s 1218: learn: 0.3893710 test: 0.4144178 best: 0.4144040 (1192) total: 58s remaining: 37.1s 1219: learn: 0.3892825 test: 0.4144384 best: 0.4144040 (1192) total: 58s remaining: 37.1s 1220: learn: 0.3892825 test: 0.4144383 best: 0.4144040 (1192) total: 58.1s remaining: 37s 1221: learn: 0.3892825 test: 0.4144383 best: 0.4144040 (1192) total: 58.1s remaining: 37s 1222: learn: 0.3892823 test: 0.4144382 best: 0.4144040 (1192) total: 58.1s remaining: 36.9s 1223: learn: 0.3892823 test: 0.4144382 best: 0.4144040 (1192) total: 58.2s remaining: 36.9s 1224: learn: 0.3892823 test: 0.4144381 best: 0.4144040 (1192) total: 58.2s remaining: 36.8s 1225: learn: 0.3892823 test: 0.4144381 best: 0.4144040 (1192) total: 58.3s remaining: 36.8s 1226: learn: 0.3892823 test: 0.4144381 best: 0.4144040 (1192) total: 58.3s remaining: 36.7s 1227: learn: 0.3892771 test: 0.4144411 best: 0.4144040 (1192) total: 58.4s remaining: 36.7s 1228: learn: 0.3892767 test: 0.4144433 best: 0.4144040 (1192) total: 58.4s remaining: 36.6s 1229: learn: 0.3892766 test: 0.4144433 best: 0.4144040 (1192) total: 58.5s remaining: 36.6s 1230: learn: 0.3892766 test: 0.4144432 best: 0.4144040 (1192) total: 58.5s remaining: 36.6s 1231: learn: 0.3892765 test: 0.4144432 best: 0.4144040 (1192) total: 58.6s remaining: 36.5s 1232: learn: 0.3892762 test: 0.4144453 best: 0.4144040 (1192) total: 58.6s remaining: 36.5s 1233: learn: 0.3892762 test: 0.4144454 best: 0.4144040 (1192) total: 58.6s remaining: 36.4s 1234: learn: 0.3892741 test: 0.4144454 best: 0.4144040 (1192) total: 58.7s remaining: 36.4s 1235: learn: 0.3892723 test: 0.4144427 best: 0.4144040 (1192) total: 58.7s remaining: 36.3s 1236: learn: 0.3892719 test: 0.4144446 best: 0.4144040 (1192) total: 58.8s remaining: 36.3s 1237: learn: 0.3892719 test: 0.4144446 best: 0.4144040 (1192) total: 58.8s remaining: 36.2s 1238: learn: 0.3892719 test: 0.4144446 best: 0.4144040 (1192) total: 58.9s remaining: 36.2s 1239: learn: 0.3892718 test: 0.4144444 best: 0.4144040 (1192) total: 58.9s remaining: 36.1s 1240: learn: 0.3892169 test: 0.4143836 best: 0.4143836 (1240) total: 59s remaining: 36.1s 1241: learn: 0.3892169 test: 0.4143836 best: 0.4143836 (1240) total: 59s remaining: 36s 1242: learn: 0.3892169 test: 0.4143836 best: 0.4143836 (1240) total: 59.1s remaining: 36s 1243: learn: 0.3892165 test: 0.4143853 best: 0.4143836 (1240) total: 59.1s remaining: 35.9s 1244: learn: 0.3892165 test: 0.4143853 best: 0.4143836 (1240) total: 59.1s remaining: 35.9s 1245: learn: 0.3891796 test: 0.4143953 best: 0.4143836 (1240) total: 59.2s remaining: 35.8s 1246: learn: 0.3891790 test: 0.4143939 best: 0.4143836 (1240) total: 59.2s remaining: 35.8s 1247: learn: 0.3891789 test: 0.4143944 best: 0.4143836 (1240) total: 59.3s remaining: 35.7s 1248: learn: 0.3891788 test: 0.4143948 best: 0.4143836 (1240) total: 59.3s remaining: 35.7s 1249: learn: 0.3891778 test: 0.4143994 best: 0.4143836 (1240) total: 59.4s remaining: 35.6s 1250: learn: 0.3891776 test: 0.4143994 best: 0.4143836 (1240) total: 59.4s remaining: 35.6s 1251: learn: 0.3891775 test: 0.4143994 best: 0.4143836 (1240) total: 59.5s remaining: 35.5s 1252: learn: 0.3891775 test: 0.4143994 best: 0.4143836 (1240) total: 59.5s remaining: 35.5s 1253: learn: 0.3891768 test: 0.4143941 best: 0.4143836 (1240) total: 59.5s remaining: 35.4s 1254: learn: 0.3891766 test: 0.4143941 best: 0.4143836 (1240) total: 59.6s remaining: 35.4s 1255: learn: 0.3891766 test: 0.4143941 best: 0.4143836 (1240) total: 59.6s remaining: 35.3s 1256: learn: 0.3891758 test: 0.4143941 best: 0.4143836 (1240) total: 59.7s remaining: 35.3s 1257: learn: 0.3891740 test: 0.4143907 best: 0.4143836 (1240) total: 59.7s remaining: 35.2s 1258: learn: 0.3891739 test: 0.4143923 best: 0.4143836 (1240) total: 59.8s remaining: 35.2s 1259: learn: 0.3891738 test: 0.4143938 best: 0.4143836 (1240) total: 59.8s remaining: 35.1s 1260: learn: 0.3891736 test: 0.4143913 best: 0.4143836 (1240) total: 59.9s remaining: 35.1s 1261: learn: 0.3891729 test: 0.4143918 best: 0.4143836 (1240) total: 59.9s remaining: 35s 1262: learn: 0.3891729 test: 0.4143918 best: 0.4143836 (1240) total: 60s remaining: 35s 1263: learn: 0.3891728 test: 0.4143918 best: 0.4143836 (1240) total: 1m remaining: 34.9s 1264: learn: 0.3891728 test: 0.4143917 best: 0.4143836 (1240) total: 1m remaining: 34.9s 1265: learn: 0.3891727 test: 0.4143895 best: 0.4143836 (1240) total: 1m remaining: 34.8s 1266: learn: 0.3891726 test: 0.4143896 best: 0.4143836 (1240) total: 1m remaining: 34.8s 1267: learn: 0.3891725 test: 0.4143899 best: 0.4143836 (1240) total: 1m remaining: 34.7s 1268: learn: 0.3891022 test: 0.4144116 best: 0.4143836 (1240) total: 1m remaining: 34.7s 1269: learn: 0.3891022 test: 0.4144116 best: 0.4143836 (1240) total: 1m remaining: 34.6s 1270: learn: 0.3890946 test: 0.4144087 best: 0.4143836 (1240) total: 1m remaining: 34.6s 1271: learn: 0.3890943 test: 0.4144086 best: 0.4143836 (1240) total: 1m remaining: 34.5s 1272: learn: 0.3890892 test: 0.4144088 best: 0.4143836 (1240) total: 1m remaining: 34.5s 1273: learn: 0.3890892 test: 0.4144088 best: 0.4143836 (1240) total: 1m remaining: 34.4s 1274: learn: 0.3890890 test: 0.4144068 best: 0.4143836 (1240) total: 1m remaining: 34.4s 1275: learn: 0.3890487 test: 0.4143952 best: 0.4143836 (1240) total: 1m remaining: 34.3s 1276: learn: 0.3889093 test: 0.4143921 best: 0.4143836 (1240) total: 1m remaining: 34.3s 1277: learn: 0.3888967 test: 0.4143906 best: 0.4143836 (1240) total: 1m remaining: 34.2s 1278: learn: 0.3888960 test: 0.4143903 best: 0.4143836 (1240) total: 1m remaining: 34.2s 1279: learn: 0.3888910 test: 0.4143864 best: 0.4143836 (1240) total: 1m remaining: 34.1s 1280: learn: 0.3888910 test: 0.4143864 best: 0.4143836 (1240) total: 1m remaining: 34.1s 1281: learn: 0.3888343 test: 0.4143933 best: 0.4143836 (1240) total: 1m remaining: 34s 1282: learn: 0.3888325 test: 0.4143993 best: 0.4143836 (1240) total: 1m remaining: 34s 1283: learn: 0.3888292 test: 0.4143998 best: 0.4143836 (1240) total: 1m remaining: 34s 1284: learn: 0.3888259 test: 0.4143970 best: 0.4143836 (1240) total: 1m remaining: 33.9s 1285: learn: 0.3888259 test: 0.4143982 best: 0.4143836 (1240) total: 1m 1s remaining: 33.9s 1286: learn: 0.3888257 test: 0.4143985 best: 0.4143836 (1240) total: 1m 1s remaining: 33.8s 1287: learn: 0.3888257 test: 0.4143986 best: 0.4143836 (1240) total: 1m 1s remaining: 33.8s 1288: learn: 0.3888208 test: 0.4144028 best: 0.4143836 (1240) total: 1m 1s remaining: 33.7s 1289: learn: 0.3888207 test: 0.4144025 best: 0.4143836 (1240) total: 1m 1s remaining: 33.7s 1290: learn: 0.3888206 test: 0.4144042 best: 0.4143836 (1240) total: 1m 1s remaining: 33.6s 1291: learn: 0.3888197 test: 0.4144038 best: 0.4143836 (1240) total: 1m 1s remaining: 33.6s 1292: learn: 0.3888197 test: 0.4144036 best: 0.4143836 (1240) total: 1m 1s remaining: 33.5s 1293: learn: 0.3888195 test: 0.4144037 best: 0.4143836 (1240) total: 1m 1s remaining: 33.5s 1294: learn: 0.3888195 test: 0.4144050 best: 0.4143836 (1240) total: 1m 1s remaining: 33.4s 1295: learn: 0.3888054 test: 0.4143983 best: 0.4143836 (1240) total: 1m 1s remaining: 33.4s 1296: learn: 0.3888048 test: 0.4143989 best: 0.4143836 (1240) total: 1m 1s remaining: 33.3s 1297: learn: 0.3887582 test: 0.4143549 best: 0.4143549 (1297) total: 1m 1s remaining: 33.3s 1298: learn: 0.3887570 test: 0.4143549 best: 0.4143549 (1297) total: 1m 1s remaining: 33.2s 1299: learn: 0.3887570 test: 0.4143549 best: 0.4143549 (1297) total: 1m 1s remaining: 33.2s 1300: learn: 0.3887562 test: 0.4143551 best: 0.4143549 (1297) total: 1m 1s remaining: 33.2s 1301: learn: 0.3887543 test: 0.4143548 best: 0.4143548 (1301) total: 1m 1s remaining: 33.1s 1302: learn: 0.3887542 test: 0.4143548 best: 0.4143548 (1301) total: 1m 1s remaining: 33.1s 1303: learn: 0.3887542 test: 0.4143549 best: 0.4143548 (1301) total: 1m 1s remaining: 33s 1304: learn: 0.3887469 test: 0.4143535 best: 0.4143535 (1304) total: 1m 1s remaining: 33s 1305: learn: 0.3887468 test: 0.4143536 best: 0.4143535 (1304) total: 1m 1s remaining: 32.9s 1306: learn: 0.3887458 test: 0.4143533 best: 0.4143533 (1306) total: 1m 1s remaining: 32.9s 1307: learn: 0.3887456 test: 0.4143533 best: 0.4143533 (1306) total: 1m 2s remaining: 32.8s 1308: learn: 0.3887452 test: 0.4143545 best: 0.4143533 (1306) total: 1m 2s remaining: 32.8s 1309: learn: 0.3887360 test: 0.4143421 best: 0.4143421 (1309) total: 1m 2s remaining: 32.7s 1310: learn: 0.3887359 test: 0.4143403 best: 0.4143403 (1310) total: 1m 2s remaining: 32.7s 1311: learn: 0.3887352 test: 0.4143404 best: 0.4143403 (1310) total: 1m 2s remaining: 32.6s 1312: learn: 0.3886698 test: 0.4143367 best: 0.4143367 (1312) total: 1m 2s remaining: 32.6s 1313: learn: 0.3886669 test: 0.4143419 best: 0.4143367 (1312) total: 1m 2s remaining: 32.5s 1314: learn: 0.3886668 test: 0.4143417 best: 0.4143367 (1312) total: 1m 2s remaining: 32.5s 1315: learn: 0.3886667 test: 0.4143429 best: 0.4143367 (1312) total: 1m 2s remaining: 32.4s 1316: learn: 0.3886666 test: 0.4143430 best: 0.4143367 (1312) total: 1m 2s remaining: 32.4s 1317: learn: 0.3886666 test: 0.4143431 best: 0.4143367 (1312) total: 1m 2s remaining: 32.3s 1318: learn: 0.3886666 test: 0.4143432 best: 0.4143367 (1312) total: 1m 2s remaining: 32.3s 1319: learn: 0.3886665 test: 0.4143426 best: 0.4143367 (1312) total: 1m 2s remaining: 32.2s 1320: learn: 0.3886665 test: 0.4143427 best: 0.4143367 (1312) total: 1m 2s remaining: 32.2s 1321: learn: 0.3886664 test: 0.4143440 best: 0.4143367 (1312) total: 1m 2s remaining: 32.1s 1322: learn: 0.3886663 test: 0.4143451 best: 0.4143367 (1312) total: 1m 2s remaining: 32.1s 1323: learn: 0.3886663 test: 0.4143462 best: 0.4143367 (1312) total: 1m 2s remaining: 32s 1324: learn: 0.3886452 test: 0.4143237 best: 0.4143237 (1324) total: 1m 2s remaining: 32s 1325: learn: 0.3886451 test: 0.4143246 best: 0.4143237 (1324) total: 1m 2s remaining: 31.9s 1326: learn: 0.3886450 test: 0.4143255 best: 0.4143237 (1324) total: 1m 2s remaining: 31.9s 1327: learn: 0.3886449 test: 0.4143248 best: 0.4143237 (1324) total: 1m 2s remaining: 31.8s 1328: learn: 0.3886447 test: 0.4143241 best: 0.4143237 (1324) total: 1m 2s remaining: 31.8s 1329: learn: 0.3886446 test: 0.4143241 best: 0.4143237 (1324) total: 1m 2s remaining: 31.7s 1330: learn: 0.3886436 test: 0.4143241 best: 0.4143237 (1324) total: 1m 3s remaining: 31.7s 1331: learn: 0.3886405 test: 0.4143243 best: 0.4143237 (1324) total: 1m 3s remaining: 31.6s 1332: learn: 0.3885872 test: 0.4143484 best: 0.4143237 (1324) total: 1m 3s remaining: 31.6s 1333: learn: 0.3885872 test: 0.4143484 best: 0.4143237 (1324) total: 1m 3s remaining: 31.5s 1334: learn: 0.3885872 test: 0.4143484 best: 0.4143237 (1324) total: 1m 3s remaining: 31.5s 1335: learn: 0.3885871 test: 0.4143477 best: 0.4143237 (1324) total: 1m 3s remaining: 31.4s 1336: learn: 0.3885861 test: 0.4143479 best: 0.4143237 (1324) total: 1m 3s remaining: 31.4s 1337: learn: 0.3885268 test: 0.4143279 best: 0.4143237 (1324) total: 1m 3s remaining: 31.3s 1338: learn: 0.3885216 test: 0.4143283 best: 0.4143237 (1324) total: 1m 3s remaining: 31.3s 1339: learn: 0.3885215 test: 0.4143292 best: 0.4143237 (1324) total: 1m 3s remaining: 31.2s 1340: learn: 0.3885196 test: 0.4143294 best: 0.4143237 (1324) total: 1m 3s remaining: 31.2s 1341: learn: 0.3885196 test: 0.4143290 best: 0.4143237 (1324) total: 1m 3s remaining: 31.1s 1342: learn: 0.3885195 test: 0.4143285 best: 0.4143237 (1324) total: 1m 3s remaining: 31.1s 1343: learn: 0.3885195 test: 0.4143284 best: 0.4143237 (1324) total: 1m 3s remaining: 31s 1344: learn: 0.3885193 test: 0.4143284 best: 0.4143237 (1324) total: 1m 3s remaining: 31s 1345: learn: 0.3885192 test: 0.4143282 best: 0.4143237 (1324) total: 1m 3s remaining: 30.9s 1346: learn: 0.3885146 test: 0.4143318 best: 0.4143237 (1324) total: 1m 3s remaining: 30.9s 1347: learn: 0.3885145 test: 0.4143316 best: 0.4143237 (1324) total: 1m 3s remaining: 30.8s 1348: learn: 0.3885145 test: 0.4143316 best: 0.4143237 (1324) total: 1m 3s remaining: 30.8s 1349: learn: 0.3885144 test: 0.4143315 best: 0.4143237 (1324) total: 1m 3s remaining: 30.8s 1350: learn: 0.3885140 test: 0.4143302 best: 0.4143237 (1324) total: 1m 3s remaining: 30.7s 1351: learn: 0.3885140 test: 0.4143303 best: 0.4143237 (1324) total: 1m 3s remaining: 30.7s 1352: learn: 0.3885139 test: 0.4143308 best: 0.4143237 (1324) total: 1m 3s remaining: 30.6s 1353: learn: 0.3885137 test: 0.4143312 best: 0.4143237 (1324) total: 1m 4s remaining: 30.6s 1354: learn: 0.3885135 test: 0.4143313 best: 0.4143237 (1324) total: 1m 4s remaining: 30.5s 1355: learn: 0.3885134 test: 0.4143312 best: 0.4143237 (1324) total: 1m 4s remaining: 30.5s 1356: learn: 0.3885134 test: 0.4143316 best: 0.4143237 (1324) total: 1m 4s remaining: 30.4s 1357: learn: 0.3885133 test: 0.4143313 best: 0.4143237 (1324) total: 1m 4s remaining: 30.4s 1358: learn: 0.3885132 test: 0.4143314 best: 0.4143237 (1324) total: 1m 4s remaining: 30.3s 1359: learn: 0.3884990 test: 0.4143300 best: 0.4143237 (1324) total: 1m 4s remaining: 30.3s 1360: learn: 0.3884990 test: 0.4143300 best: 0.4143237 (1324) total: 1m 4s remaining: 30.2s 1361: learn: 0.3884985 test: 0.4143297 best: 0.4143237 (1324) total: 1m 4s remaining: 30.2s 1362: learn: 0.3884985 test: 0.4143296 best: 0.4143237 (1324) total: 1m 4s remaining: 30.1s 1363: learn: 0.3884985 test: 0.4143293 best: 0.4143237 (1324) total: 1m 4s remaining: 30.1s 1364: learn: 0.3884879 test: 0.4143402 best: 0.4143237 (1324) total: 1m 4s remaining: 30s 1365: learn: 0.3884879 test: 0.4143403 best: 0.4143237 (1324) total: 1m 4s remaining: 30s 1366: learn: 0.3884879 test: 0.4143403 best: 0.4143237 (1324) total: 1m 4s remaining: 29.9s 1367: learn: 0.3884853 test: 0.4143409 best: 0.4143237 (1324) total: 1m 4s remaining: 29.9s 1368: learn: 0.3884815 test: 0.4143356 best: 0.4143237 (1324) total: 1m 4s remaining: 29.8s 1369: learn: 0.3884802 test: 0.4143390 best: 0.4143237 (1324) total: 1m 4s remaining: 29.8s 1370: learn: 0.3884800 test: 0.4143390 best: 0.4143237 (1324) total: 1m 4s remaining: 29.7s 1371: learn: 0.3884798 test: 0.4143388 best: 0.4143237 (1324) total: 1m 4s remaining: 29.7s 1372: learn: 0.3884798 test: 0.4143389 best: 0.4143237 (1324) total: 1m 4s remaining: 29.6s 1373: learn: 0.3884771 test: 0.4143355 best: 0.4143237 (1324) total: 1m 4s remaining: 29.6s 1374: learn: 0.3884767 test: 0.4143372 best: 0.4143237 (1324) total: 1m 4s remaining: 29.5s 1375: learn: 0.3883772 test: 0.4142691 best: 0.4142691 (1375) total: 1m 5s remaining: 29.5s 1376: learn: 0.3883772 test: 0.4142692 best: 0.4142691 (1375) total: 1m 5s remaining: 29.4s 1377: learn: 0.3883727 test: 0.4142732 best: 0.4142691 (1375) total: 1m 5s remaining: 29.4s 1378: learn: 0.3883555 test: 0.4142483 best: 0.4142483 (1378) total: 1m 5s remaining: 29.3s 1379: learn: 0.3882349 test: 0.4141462 best: 0.4141462 (1379) total: 1m 5s remaining: 29.3s 1380: learn: 0.3882345 test: 0.4141462 best: 0.4141462 (1380) total: 1m 5s remaining: 29.3s 1381: learn: 0.3882344 test: 0.4141461 best: 0.4141461 (1381) total: 1m 5s remaining: 29.2s 1382: learn: 0.3882342 test: 0.4141461 best: 0.4141461 (1382) total: 1m 5s remaining: 29.2s 1383: learn: 0.3882290 test: 0.4141493 best: 0.4141461 (1382) total: 1m 5s remaining: 29.1s 1384: learn: 0.3882272 test: 0.4141488 best: 0.4141461 (1382) total: 1m 5s remaining: 29.1s 1385: learn: 0.3882262 test: 0.4141507 best: 0.4141461 (1382) total: 1m 5s remaining: 29s 1386: learn: 0.3882222 test: 0.4141506 best: 0.4141461 (1382) total: 1m 5s remaining: 29s 1387: learn: 0.3882220 test: 0.4141507 best: 0.4141461 (1382) total: 1m 5s remaining: 28.9s 1388: learn: 0.3882216 test: 0.4141504 best: 0.4141461 (1382) total: 1m 5s remaining: 28.9s 1389: learn: 0.3882216 test: 0.4141504 best: 0.4141461 (1382) total: 1m 5s remaining: 28.8s 1390: learn: 0.3882215 test: 0.4141510 best: 0.4141461 (1382) total: 1m 5s remaining: 28.8s 1391: learn: 0.3882214 test: 0.4141510 best: 0.4141461 (1382) total: 1m 5s remaining: 28.7s 1392: learn: 0.3882214 test: 0.4141510 best: 0.4141461 (1382) total: 1m 5s remaining: 28.7s 1393: learn: 0.3882172 test: 0.4141492 best: 0.4141461 (1382) total: 1m 5s remaining: 28.7s 1394: learn: 0.3881796 test: 0.4141524 best: 0.4141461 (1382) total: 1m 5s remaining: 28.6s 1395: learn: 0.3881582 test: 0.4141528 best: 0.4141461 (1382) total: 1m 6s remaining: 28.6s 1396: learn: 0.3881577 test: 0.4141515 best: 0.4141461 (1382) total: 1m 6s remaining: 28.5s 1397: learn: 0.3881552 test: 0.4141538 best: 0.4141461 (1382) total: 1m 6s remaining: 28.5s 1398: learn: 0.3881526 test: 0.4141483 best: 0.4141461 (1382) total: 1m 6s remaining: 28.4s 1399: learn: 0.3881526 test: 0.4141483 best: 0.4141461 (1382) total: 1m 6s remaining: 28.4s 1400: learn: 0.3881526 test: 0.4141483 best: 0.4141461 (1382) total: 1m 6s remaining: 28.3s 1401: learn: 0.3881526 test: 0.4141486 best: 0.4141461 (1382) total: 1m 6s remaining: 28.3s 1402: learn: 0.3881526 test: 0.4141486 best: 0.4141461 (1382) total: 1m 6s remaining: 28.2s 1403: learn: 0.3881524 test: 0.4141474 best: 0.4141461 (1382) total: 1m 6s remaining: 28.2s 1404: learn: 0.3881522 test: 0.4141474 best: 0.4141461 (1382) total: 1m 6s remaining: 28.1s 1405: learn: 0.3881518 test: 0.4141475 best: 0.4141461 (1382) total: 1m 6s remaining: 28.1s 1406: learn: 0.3881517 test: 0.4141474 best: 0.4141461 (1382) total: 1m 6s remaining: 28s 1407: learn: 0.3881505 test: 0.4141477 best: 0.4141461 (1382) total: 1m 6s remaining: 28s 1408: learn: 0.3881504 test: 0.4141477 best: 0.4141461 (1382) total: 1m 6s remaining: 27.9s 1409: learn: 0.3881501 test: 0.4141476 best: 0.4141461 (1382) total: 1m 6s remaining: 27.9s 1410: learn: 0.3881494 test: 0.4141495 best: 0.4141461 (1382) total: 1m 6s remaining: 27.8s 1411: learn: 0.3881492 test: 0.4141494 best: 0.4141461 (1382) total: 1m 6s remaining: 27.8s 1412: learn: 0.3881488 test: 0.4141493 best: 0.4141461 (1382) total: 1m 6s remaining: 27.7s 1413: learn: 0.3881446 test: 0.4141456 best: 0.4141456 (1413) total: 1m 6s remaining: 27.7s 1414: learn: 0.3881364 test: 0.4141425 best: 0.4141425 (1414) total: 1m 6s remaining: 27.6s 1415: learn: 0.3881363 test: 0.4141424 best: 0.4141424 (1415) total: 1m 6s remaining: 27.6s 1416: learn: 0.3881355 test: 0.4141426 best: 0.4141424 (1415) total: 1m 6s remaining: 27.6s 1417: learn: 0.3881246 test: 0.4141394 best: 0.4141394 (1417) total: 1m 7s remaining: 27.5s 1418: learn: 0.3881246 test: 0.4141391 best: 0.4141391 (1418) total: 1m 7s remaining: 27.5s 1419: learn: 0.3881246 test: 0.4141398 best: 0.4141391 (1418) total: 1m 7s remaining: 27.4s 1420: learn: 0.3881242 test: 0.4141391 best: 0.4141391 (1420) total: 1m 7s remaining: 27.4s 1421: learn: 0.3881242 test: 0.4141393 best: 0.4141391 (1420) total: 1m 7s remaining: 27.3s 1422: learn: 0.3881229 test: 0.4141393 best: 0.4141391 (1420) total: 1m 7s remaining: 27.3s 1423: learn: 0.3881229 test: 0.4141393 best: 0.4141391 (1420) total: 1m 7s remaining: 27.2s 1424: learn: 0.3881229 test: 0.4141391 best: 0.4141391 (1424) total: 1m 7s remaining: 27.2s 1425: learn: 0.3881180 test: 0.4141283 best: 0.4141283 (1425) total: 1m 7s remaining: 27.1s 1426: learn: 0.3881180 test: 0.4141281 best: 0.4141281 (1426) total: 1m 7s remaining: 27.1s 1427: learn: 0.3881180 test: 0.4141287 best: 0.4141281 (1426) total: 1m 7s remaining: 27s 1428: learn: 0.3881176 test: 0.4141286 best: 0.4141281 (1426) total: 1m 7s remaining: 27s 1429: learn: 0.3881176 test: 0.4141281 best: 0.4141281 (1426) total: 1m 7s remaining: 26.9s 1430: learn: 0.3881175 test: 0.4141281 best: 0.4141281 (1426) total: 1m 7s remaining: 26.9s 1431: learn: 0.3881077 test: 0.4141143 best: 0.4141143 (1431) total: 1m 7s remaining: 26.8s 1432: learn: 0.3881077 test: 0.4141145 best: 0.4141143 (1431) total: 1m 7s remaining: 26.8s 1433: learn: 0.3880947 test: 0.4140903 best: 0.4140903 (1433) total: 1m 7s remaining: 26.8s 1434: learn: 0.3880901 test: 0.4140923 best: 0.4140903 (1433) total: 1m 7s remaining: 26.7s 1435: learn: 0.3880899 test: 0.4140923 best: 0.4140903 (1433) total: 1m 7s remaining: 26.7s 1436: learn: 0.3880819 test: 0.4140912 best: 0.4140903 (1433) total: 1m 7s remaining: 26.6s 1437: learn: 0.3880819 test: 0.4140911 best: 0.4140903 (1433) total: 1m 7s remaining: 26.6s 1438: learn: 0.3880819 test: 0.4140907 best: 0.4140903 (1433) total: 1m 8s remaining: 26.5s 1439: learn: 0.3880819 test: 0.4140904 best: 0.4140903 (1433) total: 1m 8s remaining: 26.5s 1440: learn: 0.3880819 test: 0.4140906 best: 0.4140903 (1433) total: 1m 8s remaining: 26.4s 1441: learn: 0.3880813 test: 0.4140907 best: 0.4140903 (1433) total: 1m 8s remaining: 26.4s 1442: learn: 0.3880813 test: 0.4140906 best: 0.4140903 (1433) total: 1m 8s remaining: 26.3s 1443: learn: 0.3880809 test: 0.4140901 best: 0.4140901 (1443) total: 1m 8s remaining: 26.3s 1444: learn: 0.3880754 test: 0.4140728 best: 0.4140728 (1444) total: 1m 8s remaining: 26.2s 1445: learn: 0.3880754 test: 0.4140728 best: 0.4140728 (1445) total: 1m 8s remaining: 26.2s 1446: learn: 0.3880748 test: 0.4140731 best: 0.4140728 (1445) total: 1m 8s remaining: 26.1s 1447: learn: 0.3880741 test: 0.4140749 best: 0.4140728 (1445) total: 1m 8s remaining: 26.1s 1448: learn: 0.3880741 test: 0.4140749 best: 0.4140728 (1445) total: 1m 8s remaining: 26s 1449: learn: 0.3880731 test: 0.4140698 best: 0.4140698 (1449) total: 1m 8s remaining: 26s 1450: learn: 0.3880725 test: 0.4140695 best: 0.4140695 (1450) total: 1m 8s remaining: 25.9s 1451: learn: 0.3879913 test: 0.4140127 best: 0.4140127 (1451) total: 1m 8s remaining: 25.9s 1452: learn: 0.3879913 test: 0.4140126 best: 0.4140126 (1452) total: 1m 8s remaining: 25.8s 1453: learn: 0.3879881 test: 0.4140137 best: 0.4140126 (1452) total: 1m 8s remaining: 25.8s 1454: learn: 0.3879844 test: 0.4140123 best: 0.4140123 (1454) total: 1m 8s remaining: 25.8s 1455: learn: 0.3879844 test: 0.4140122 best: 0.4140122 (1455) total: 1m 8s remaining: 25.7s 1456: learn: 0.3879645 test: 0.4140144 best: 0.4140122 (1455) total: 1m 8s remaining: 25.7s 1457: learn: 0.3879645 test: 0.4140144 best: 0.4140122 (1455) total: 1m 8s remaining: 25.6s 1458: learn: 0.3879640 test: 0.4140141 best: 0.4140122 (1455) total: 1m 8s remaining: 25.6s 1459: learn: 0.3879306 test: 0.4139922 best: 0.4139922 (1459) total: 1m 9s remaining: 25.5s 1460: learn: 0.3879306 test: 0.4139922 best: 0.4139922 (1459) total: 1m 9s remaining: 25.5s 1461: learn: 0.3879305 test: 0.4139926 best: 0.4139922 (1459) total: 1m 9s remaining: 25.4s 1462: learn: 0.3879296 test: 0.4139941 best: 0.4139922 (1459) total: 1m 9s remaining: 25.4s 1463: learn: 0.3879292 test: 0.4139954 best: 0.4139922 (1459) total: 1m 9s remaining: 25.3s 1464: learn: 0.3878671 test: 0.4140208 best: 0.4139922 (1459) total: 1m 9s remaining: 25.3s 1465: learn: 0.3878670 test: 0.4140209 best: 0.4139922 (1459) total: 1m 9s remaining: 25.2s 1466: learn: 0.3878664 test: 0.4140208 best: 0.4139922 (1459) total: 1m 9s remaining: 25.2s 1467: learn: 0.3878379 test: 0.4140071 best: 0.4139922 (1459) total: 1m 9s remaining: 25.1s 1468: learn: 0.3878378 test: 0.4140061 best: 0.4139922 (1459) total: 1m 9s remaining: 25.1s 1469: learn: 0.3878357 test: 0.4140057 best: 0.4139922 (1459) total: 1m 9s remaining: 25.1s 1470: learn: 0.3878355 test: 0.4140062 best: 0.4139922 (1459) total: 1m 9s remaining: 25s 1471: learn: 0.3878343 test: 0.4140038 best: 0.4139922 (1459) total: 1m 9s remaining: 25s 1472: learn: 0.3878100 test: 0.4140001 best: 0.4139922 (1459) total: 1m 9s remaining: 24.9s 1473: learn: 0.3877955 test: 0.4140022 best: 0.4139922 (1459) total: 1m 9s remaining: 24.9s 1474: learn: 0.3877954 test: 0.4140019 best: 0.4139922 (1459) total: 1m 9s remaining: 24.8s 1475: learn: 0.3877903 test: 0.4140019 best: 0.4139922 (1459) total: 1m 9s remaining: 24.8s 1476: learn: 0.3877888 test: 0.4139970 best: 0.4139922 (1459) total: 1m 9s remaining: 24.7s 1477: learn: 0.3877888 test: 0.4139969 best: 0.4139922 (1459) total: 1m 9s remaining: 24.7s 1478: learn: 0.3877888 test: 0.4139968 best: 0.4139922 (1459) total: 1m 9s remaining: 24.7s 1479: learn: 0.3877888 test: 0.4139968 best: 0.4139922 (1459) total: 1m 10s remaining: 24.6s 1480: learn: 0.3877886 test: 0.4139963 best: 0.4139922 (1459) total: 1m 10s remaining: 24.6s 1481: learn: 0.3877886 test: 0.4139963 best: 0.4139922 (1459) total: 1m 10s remaining: 24.5s 1482: learn: 0.3877884 test: 0.4139962 best: 0.4139922 (1459) total: 1m 10s remaining: 24.5s 1483: learn: 0.3877863 test: 0.4139986 best: 0.4139922 (1459) total: 1m 10s remaining: 24.4s 1484: learn: 0.3877861 test: 0.4139987 best: 0.4139922 (1459) total: 1m 10s remaining: 24.4s 1485: learn: 0.3877861 test: 0.4139982 best: 0.4139922 (1459) total: 1m 10s remaining: 24.3s 1486: learn: 0.3877858 test: 0.4139979 best: 0.4139922 (1459) total: 1m 10s remaining: 24.3s 1487: learn: 0.3877839 test: 0.4139977 best: 0.4139922 (1459) total: 1m 10s remaining: 24.2s 1488: learn: 0.3877450 test: 0.4139655 best: 0.4139655 (1488) total: 1m 10s remaining: 24.2s 1489: learn: 0.3877447 test: 0.4139655 best: 0.4139655 (1488) total: 1m 10s remaining: 24.1s 1490: learn: 0.3877445 test: 0.4139650 best: 0.4139650 (1490) total: 1m 10s remaining: 24.1s 1491: learn: 0.3877445 test: 0.4139650 best: 0.4139650 (1491) total: 1m 10s remaining: 24s 1492: learn: 0.3876647 test: 0.4139108 best: 0.4139108 (1492) total: 1m 10s remaining: 24s 1493: learn: 0.3876647 test: 0.4139107 best: 0.4139107 (1493) total: 1m 10s remaining: 23.9s 1494: learn: 0.3876646 test: 0.4139107 best: 0.4139107 (1493) total: 1m 10s remaining: 23.9s 1495: learn: 0.3876226 test: 0.4139420 best: 0.4139107 (1493) total: 1m 10s remaining: 23.8s 1496: learn: 0.3876198 test: 0.4139466 best: 0.4139107 (1493) total: 1m 10s remaining: 23.8s 1497: learn: 0.3876060 test: 0.4139465 best: 0.4139107 (1493) total: 1m 10s remaining: 23.7s 1498: learn: 0.3876060 test: 0.4139464 best: 0.4139107 (1493) total: 1m 10s remaining: 23.7s 1499: learn: 0.3876052 test: 0.4139475 best: 0.4139107 (1493) total: 1m 10s remaining: 23.6s 1500: learn: 0.3876051 test: 0.4139468 best: 0.4139107 (1493) total: 1m 10s remaining: 23.6s 1501: learn: 0.3876051 test: 0.4139468 best: 0.4139107 (1493) total: 1m 11s remaining: 23.6s 1502: learn: 0.3875788 test: 0.4139310 best: 0.4139107 (1493) total: 1m 11s remaining: 23.5s 1503: learn: 0.3875787 test: 0.4139310 best: 0.4139107 (1493) total: 1m 11s remaining: 23.5s 1504: learn: 0.3875780 test: 0.4139308 best: 0.4139107 (1493) total: 1m 11s remaining: 23.4s 1505: learn: 0.3875778 test: 0.4139276 best: 0.4139107 (1493) total: 1m 11s remaining: 23.4s 1506: learn: 0.3875777 test: 0.4139275 best: 0.4139107 (1493) total: 1m 11s remaining: 23.3s 1507: learn: 0.3875777 test: 0.4139276 best: 0.4139107 (1493) total: 1m 11s remaining: 23.3s 1508: learn: 0.3875774 test: 0.4139272 best: 0.4139107 (1493) total: 1m 11s remaining: 23.2s 1509: learn: 0.3875768 test: 0.4139274 best: 0.4139107 (1493) total: 1m 11s remaining: 23.2s 1510: learn: 0.3875767 test: 0.4139274 best: 0.4139107 (1493) total: 1m 11s remaining: 23.1s 1511: learn: 0.3875737 test: 0.4139321 best: 0.4139107 (1493) total: 1m 11s remaining: 23.1s 1512: learn: 0.3875690 test: 0.4139298 best: 0.4139107 (1493) total: 1m 11s remaining: 23s 1513: learn: 0.3875690 test: 0.4139298 best: 0.4139107 (1493) total: 1m 11s remaining: 23s 1514: learn: 0.3873823 test: 0.4139531 best: 0.4139107 (1493) total: 1m 11s remaining: 22.9s 1515: learn: 0.3873822 test: 0.4139525 best: 0.4139107 (1493) total: 1m 11s remaining: 22.9s 1516: learn: 0.3873822 test: 0.4139524 best: 0.4139107 (1493) total: 1m 11s remaining: 22.9s 1517: learn: 0.3873821 test: 0.4139523 best: 0.4139107 (1493) total: 1m 11s remaining: 22.8s 1518: learn: 0.3873821 test: 0.4139521 best: 0.4139107 (1493) total: 1m 11s remaining: 22.8s 1519: learn: 0.3873821 test: 0.4139522 best: 0.4139107 (1493) total: 1m 11s remaining: 22.7s 1520: learn: 0.3873821 test: 0.4139521 best: 0.4139107 (1493) total: 1m 11s remaining: 22.7s 1521: learn: 0.3873821 test: 0.4139521 best: 0.4139107 (1493) total: 1m 12s remaining: 22.6s 1522: learn: 0.3873778 test: 0.4139526 best: 0.4139107 (1493) total: 1m 12s remaining: 22.6s 1523: learn: 0.3873772 test: 0.4139524 best: 0.4139107 (1493) total: 1m 12s remaining: 22.5s 1524: learn: 0.3873771 test: 0.4139529 best: 0.4139107 (1493) total: 1m 12s remaining: 22.5s 1525: learn: 0.3873769 test: 0.4139529 best: 0.4139107 (1493) total: 1m 12s remaining: 22.4s 1526: learn: 0.3873762 test: 0.4139527 best: 0.4139107 (1493) total: 1m 12s remaining: 22.4s 1527: learn: 0.3873762 test: 0.4139527 best: 0.4139107 (1493) total: 1m 12s remaining: 22.3s 1528: learn: 0.3873762 test: 0.4139523 best: 0.4139107 (1493) total: 1m 12s remaining: 22.3s 1529: learn: 0.3873762 test: 0.4139523 best: 0.4139107 (1493) total: 1m 12s remaining: 22.2s 1530: learn: 0.3873676 test: 0.4139385 best: 0.4139107 (1493) total: 1m 12s remaining: 22.2s 1531: learn: 0.3873669 test: 0.4139387 best: 0.4139107 (1493) total: 1m 12s remaining: 22.1s 1532: learn: 0.3873669 test: 0.4139386 best: 0.4139107 (1493) total: 1m 12s remaining: 22.1s 1533: learn: 0.3873669 test: 0.4139385 best: 0.4139107 (1493) total: 1m 12s remaining: 22s 1534: learn: 0.3873669 test: 0.4139384 best: 0.4139107 (1493) total: 1m 12s remaining: 22s 1535: learn: 0.3873667 test: 0.4139366 best: 0.4139107 (1493) total: 1m 12s remaining: 21.9s 1536: learn: 0.3873266 test: 0.4139266 best: 0.4139107 (1493) total: 1m 12s remaining: 21.9s 1537: learn: 0.3873265 test: 0.4139265 best: 0.4139107 (1493) total: 1m 12s remaining: 21.8s 1538: learn: 0.3873262 test: 0.4139260 best: 0.4139107 (1493) total: 1m 12s remaining: 21.8s 1539: learn: 0.3873261 test: 0.4139260 best: 0.4139107 (1493) total: 1m 12s remaining: 21.7s 1540: learn: 0.3873261 test: 0.4139260 best: 0.4139107 (1493) total: 1m 12s remaining: 21.7s 1541: learn: 0.3873261 test: 0.4139259 best: 0.4139107 (1493) total: 1m 12s remaining: 21.6s 1542: learn: 0.3872441 test: 0.4138976 best: 0.4138976 (1542) total: 1m 12s remaining: 21.6s 1543: learn: 0.3872272 test: 0.4139039 best: 0.4138976 (1542) total: 1m 12s remaining: 21.6s 1544: learn: 0.3871925 test: 0.4138836 best: 0.4138836 (1544) total: 1m 13s remaining: 21.5s 1545: learn: 0.3871924 test: 0.4138836 best: 0.4138836 (1544) total: 1m 13s remaining: 21.5s 1546: learn: 0.3871690 test: 0.4138743 best: 0.4138743 (1546) total: 1m 13s remaining: 21.4s 1547: learn: 0.3871546 test: 0.4138723 best: 0.4138723 (1547) total: 1m 13s remaining: 21.4s 1548: learn: 0.3871540 test: 0.4138724 best: 0.4138723 (1547) total: 1m 13s remaining: 21.3s 1549: learn: 0.3871537 test: 0.4138705 best: 0.4138705 (1549) total: 1m 13s remaining: 21.3s 1550: learn: 0.3871537 test: 0.4138704 best: 0.4138704 (1550) total: 1m 13s remaining: 21.2s 1551: learn: 0.3871537 test: 0.4138704 best: 0.4138704 (1551) total: 1m 13s remaining: 21.2s 1552: learn: 0.3871537 test: 0.4138699 best: 0.4138699 (1552) total: 1m 13s remaining: 21.2s 1553: learn: 0.3871536 test: 0.4138699 best: 0.4138699 (1553) total: 1m 13s remaining: 21.1s 1554: learn: 0.3871534 test: 0.4138698 best: 0.4138698 (1554) total: 1m 13s remaining: 21.1s 1555: learn: 0.3871503 test: 0.4138731 best: 0.4138698 (1554) total: 1m 13s remaining: 21s 1556: learn: 0.3871478 test: 0.4138604 best: 0.4138604 (1556) total: 1m 13s remaining: 21s 1557: learn: 0.3871477 test: 0.4138603 best: 0.4138603 (1557) total: 1m 13s remaining: 20.9s 1558: learn: 0.3871477 test: 0.4138603 best: 0.4138603 (1558) total: 1m 13s remaining: 20.9s 1559: learn: 0.3871477 test: 0.4138603 best: 0.4138603 (1559) total: 1m 13s remaining: 20.8s 1560: learn: 0.3871473 test: 0.4138603 best: 0.4138603 (1560) total: 1m 13s remaining: 20.8s 1561: learn: 0.3871408 test: 0.4138548 best: 0.4138548 (1561) total: 1m 13s remaining: 20.7s 1562: learn: 0.3871407 test: 0.4138550 best: 0.4138548 (1561) total: 1m 13s remaining: 20.7s 1563: learn: 0.3871407 test: 0.4138550 best: 0.4138548 (1561) total: 1m 14s remaining: 20.6s 1564: learn: 0.3871405 test: 0.4138549 best: 0.4138548 (1561) total: 1m 14s remaining: 20.6s 1565: learn: 0.3871404 test: 0.4138544 best: 0.4138544 (1565) total: 1m 14s remaining: 20.5s 1566: learn: 0.3871404 test: 0.4138547 best: 0.4138544 (1565) total: 1m 14s remaining: 20.5s 1567: learn: 0.3871404 test: 0.4138547 best: 0.4138544 (1565) total: 1m 14s remaining: 20.4s 1568: learn: 0.3871389 test: 0.4138548 best: 0.4138544 (1565) total: 1m 14s remaining: 20.4s 1569: learn: 0.3871385 test: 0.4138548 best: 0.4138544 (1565) total: 1m 14s remaining: 20.3s 1570: learn: 0.3871385 test: 0.4138548 best: 0.4138544 (1565) total: 1m 14s remaining: 20.3s 1571: learn: 0.3871378 test: 0.4138554 best: 0.4138544 (1565) total: 1m 14s remaining: 20.2s 1572: learn: 0.3871377 test: 0.4138541 best: 0.4138541 (1572) total: 1m 14s remaining: 20.2s 1573: learn: 0.3871376 test: 0.4138540 best: 0.4138540 (1573) total: 1m 14s remaining: 20.2s 1574: learn: 0.3871375 test: 0.4138529 best: 0.4138529 (1574) total: 1m 14s remaining: 20.1s 1575: learn: 0.3871375 test: 0.4138529 best: 0.4138529 (1575) total: 1m 14s remaining: 20.1s 1576: learn: 0.3871353 test: 0.4138539 best: 0.4138529 (1575) total: 1m 14s remaining: 20s 1577: learn: 0.3871353 test: 0.4138540 best: 0.4138529 (1575) total: 1m 14s remaining: 20s 1578: learn: 0.3871352 test: 0.4138541 best: 0.4138529 (1575) total: 1m 14s remaining: 19.9s 1579: learn: 0.3871352 test: 0.4138540 best: 0.4138529 (1575) total: 1m 14s remaining: 19.9s 1580: learn: 0.3871345 test: 0.4138540 best: 0.4138529 (1575) total: 1m 14s remaining: 19.8s 1581: learn: 0.3871344 test: 0.4138541 best: 0.4138529 (1575) total: 1m 14s remaining: 19.8s 1582: learn: 0.3871344 test: 0.4138543 best: 0.4138529 (1575) total: 1m 14s remaining: 19.7s 1583: learn: 0.3870950 test: 0.4138446 best: 0.4138446 (1583) total: 1m 14s remaining: 19.7s 1584: learn: 0.3870949 test: 0.4138446 best: 0.4138446 (1584) total: 1m 14s remaining: 19.6s 1585: learn: 0.3870949 test: 0.4138447 best: 0.4138446 (1584) total: 1m 15s remaining: 19.6s 1586: learn: 0.3870944 test: 0.4138506 best: 0.4138446 (1584) total: 1m 15s remaining: 19.5s 1587: learn: 0.3870800 test: 0.4138430 best: 0.4138430 (1587) total: 1m 15s remaining: 19.5s 1588: learn: 0.3870739 test: 0.4138354 best: 0.4138354 (1588) total: 1m 15s remaining: 19.4s 1589: learn: 0.3870739 test: 0.4138354 best: 0.4138354 (1589) total: 1m 15s remaining: 19.4s 1590: learn: 0.3870707 test: 0.4138338 best: 0.4138338 (1590) total: 1m 15s remaining: 19.3s 1591: learn: 0.3870706 test: 0.4138338 best: 0.4138338 (1591) total: 1m 15s remaining: 19.3s 1592: learn: 0.3870706 test: 0.4138339 best: 0.4138338 (1591) total: 1m 15s remaining: 19.2s 1593: learn: 0.3870702 test: 0.4138342 best: 0.4138338 (1591) total: 1m 15s remaining: 19.2s 1594: learn: 0.3870699 test: 0.4138342 best: 0.4138338 (1591) total: 1m 15s remaining: 19.1s 1595: learn: 0.3870698 test: 0.4138351 best: 0.4138338 (1591) total: 1m 15s remaining: 19.1s 1596: learn: 0.3870698 test: 0.4138351 best: 0.4138338 (1591) total: 1m 15s remaining: 19s 1597: learn: 0.3870698 test: 0.4138351 best: 0.4138338 (1591) total: 1m 15s remaining: 19s 1598: learn: 0.3870698 test: 0.4138352 best: 0.4138338 (1591) total: 1m 15s remaining: 18.9s 1599: learn: 0.3870698 test: 0.4138353 best: 0.4138338 (1591) total: 1m 15s remaining: 18.9s 1600: learn: 0.3869549 test: 0.4137523 best: 0.4137523 (1600) total: 1m 15s remaining: 18.8s 1601: learn: 0.3869548 test: 0.4137522 best: 0.4137522 (1601) total: 1m 15s remaining: 18.8s 1602: learn: 0.3869548 test: 0.4137521 best: 0.4137521 (1602) total: 1m 15s remaining: 18.7s 1603: learn: 0.3869319 test: 0.4137537 best: 0.4137521 (1602) total: 1m 15s remaining: 18.7s 1604: learn: 0.3869318 test: 0.4137541 best: 0.4137521 (1602) total: 1m 15s remaining: 18.7s 1605: learn: 0.3869318 test: 0.4137534 best: 0.4137521 (1602) total: 1m 15s remaining: 18.6s 1606: learn: 0.3869317 test: 0.4137534 best: 0.4137521 (1602) total: 1m 15s remaining: 18.6s 1607: learn: 0.3869317 test: 0.4137538 best: 0.4137521 (1602) total: 1m 15s remaining: 18.5s 1608: learn: 0.3868205 test: 0.4136428 best: 0.4136428 (1608) total: 1m 15s remaining: 18.5s 1609: learn: 0.3868205 test: 0.4136438 best: 0.4136428 (1608) total: 1m 16s remaining: 18.4s 1610: learn: 0.3868205 test: 0.4136438 best: 0.4136428 (1608) total: 1m 16s remaining: 18.4s 1611: learn: 0.3868204 test: 0.4136438 best: 0.4136428 (1608) total: 1m 16s remaining: 18.3s 1612: learn: 0.3868188 test: 0.4136365 best: 0.4136365 (1612) total: 1m 16s remaining: 18.3s 1613: learn: 0.3868188 test: 0.4136371 best: 0.4136365 (1612) total: 1m 16s remaining: 18.2s 1614: learn: 0.3868179 test: 0.4136374 best: 0.4136365 (1612) total: 1m 16s remaining: 18.2s 1615: learn: 0.3868179 test: 0.4136376 best: 0.4136365 (1612) total: 1m 16s remaining: 18.1s 1616: learn: 0.3868176 test: 0.4136376 best: 0.4136365 (1612) total: 1m 16s remaining: 18.1s 1617: learn: 0.3868176 test: 0.4136378 best: 0.4136365 (1612) total: 1m 16s remaining: 18s 1618: learn: 0.3868175 test: 0.4136379 best: 0.4136365 (1612) total: 1m 16s remaining: 18s 1619: learn: 0.3868144 test: 0.4136369 best: 0.4136365 (1612) total: 1m 16s remaining: 17.9s 1620: learn: 0.3868144 test: 0.4136371 best: 0.4136365 (1612) total: 1m 16s remaining: 17.9s 1621: learn: 0.3868144 test: 0.4136371 best: 0.4136365 (1612) total: 1m 16s remaining: 17.8s 1622: learn: 0.3868144 test: 0.4136373 best: 0.4136365 (1612) total: 1m 16s remaining: 17.8s 1623: learn: 0.3868143 test: 0.4136389 best: 0.4136365 (1612) total: 1m 16s remaining: 17.8s 1624: learn: 0.3868143 test: 0.4136389 best: 0.4136365 (1612) total: 1m 16s remaining: 17.7s 1625: learn: 0.3868142 test: 0.4136396 best: 0.4136365 (1612) total: 1m 16s remaining: 17.7s 1626: learn: 0.3868142 test: 0.4136396 best: 0.4136365 (1612) total: 1m 16s remaining: 17.6s 1627: learn: 0.3868142 test: 0.4136400 best: 0.4136365 (1612) total: 1m 16s remaining: 17.6s 1628: learn: 0.3868142 test: 0.4136400 best: 0.4136365 (1612) total: 1m 16s remaining: 17.5s 1629: learn: 0.3867405 test: 0.4135443 best: 0.4135443 (1629) total: 1m 16s remaining: 17.5s 1630: learn: 0.3867405 test: 0.4135444 best: 0.4135443 (1629) total: 1m 17s remaining: 17.4s 1631: learn: 0.3867405 test: 0.4135445 best: 0.4135443 (1629) total: 1m 17s remaining: 17.4s 1632: learn: 0.3867404 test: 0.4135450 best: 0.4135443 (1629) total: 1m 17s remaining: 17.3s 1633: learn: 0.3867402 test: 0.4135442 best: 0.4135442 (1633) total: 1m 17s remaining: 17.3s 1634: learn: 0.3867402 test: 0.4135445 best: 0.4135442 (1633) total: 1m 17s remaining: 17.2s 1635: learn: 0.3867402 test: 0.4135447 best: 0.4135442 (1633) total: 1m 17s remaining: 17.2s 1636: learn: 0.3867402 test: 0.4135449 best: 0.4135442 (1633) total: 1m 17s remaining: 17.1s 1637: learn: 0.3867399 test: 0.4135456 best: 0.4135442 (1633) total: 1m 17s remaining: 17.1s 1638: learn: 0.3867247 test: 0.4135516 best: 0.4135442 (1633) total: 1m 17s remaining: 17s 1639: learn: 0.3866974 test: 0.4135321 best: 0.4135321 (1639) total: 1m 17s remaining: 17s 1640: learn: 0.3866974 test: 0.4135321 best: 0.4135321 (1640) total: 1m 17s remaining: 16.9s 1641: learn: 0.3866974 test: 0.4135322 best: 0.4135321 (1640) total: 1m 17s remaining: 16.9s 1642: learn: 0.3866974 test: 0.4135323 best: 0.4135321 (1640) total: 1m 17s remaining: 16.8s 1643: learn: 0.3866974 test: 0.4135326 best: 0.4135321 (1640) total: 1m 17s remaining: 16.8s 1644: learn: 0.3866974 test: 0.4135327 best: 0.4135321 (1640) total: 1m 17s remaining: 16.7s 1645: learn: 0.3866486 test: 0.4135049 best: 0.4135049 (1645) total: 1m 17s remaining: 16.7s 1646: learn: 0.3866426 test: 0.4134987 best: 0.4134987 (1646) total: 1m 17s remaining: 16.6s 1647: learn: 0.3866194 test: 0.4134962 best: 0.4134962 (1647) total: 1m 17s remaining: 16.6s 1648: learn: 0.3866044 test: 0.4134915 best: 0.4134915 (1648) total: 1m 17s remaining: 16.6s 1649: learn: 0.3865795 test: 0.4134790 best: 0.4134790 (1649) total: 1m 17s remaining: 16.5s 1650: learn: 0.3865774 test: 0.4134787 best: 0.4134787 (1650) total: 1m 17s remaining: 16.5s 1651: learn: 0.3865750 test: 0.4134788 best: 0.4134787 (1650) total: 1m 17s remaining: 16.4s 1652: learn: 0.3865750 test: 0.4134793 best: 0.4134787 (1650) total: 1m 17s remaining: 16.4s 1653: learn: 0.3865749 test: 0.4134794 best: 0.4134787 (1650) total: 1m 18s remaining: 16.3s 1654: learn: 0.3865728 test: 0.4134803 best: 0.4134787 (1650) total: 1m 18s remaining: 16.3s 1655: learn: 0.3865720 test: 0.4134804 best: 0.4134787 (1650) total: 1m 18s remaining: 16.2s 1656: learn: 0.3865720 test: 0.4134804 best: 0.4134787 (1650) total: 1m 18s remaining: 16.2s 1657: learn: 0.3865650 test: 0.4134837 best: 0.4134787 (1650) total: 1m 18s remaining: 16.1s 1658: learn: 0.3865590 test: 0.4134765 best: 0.4134765 (1658) total: 1m 18s remaining: 16.1s 1659: learn: 0.3865546 test: 0.4134765 best: 0.4134765 (1659) total: 1m 18s remaining: 16s 1660: learn: 0.3865546 test: 0.4134770 best: 0.4134765 (1659) total: 1m 18s remaining: 16s 1661: learn: 0.3865546 test: 0.4134778 best: 0.4134765 (1659) total: 1m 18s remaining: 15.9s 1662: learn: 0.3865180 test: 0.4134838 best: 0.4134765 (1659) total: 1m 18s remaining: 15.9s 1663: learn: 0.3865131 test: 0.4134808 best: 0.4134765 (1659) total: 1m 18s remaining: 15.8s 1664: learn: 0.3865131 test: 0.4134809 best: 0.4134765 (1659) total: 1m 18s remaining: 15.8s 1665: learn: 0.3865087 test: 0.4134787 best: 0.4134765 (1659) total: 1m 18s remaining: 15.8s 1666: learn: 0.3865086 test: 0.4134793 best: 0.4134765 (1659) total: 1m 18s remaining: 15.7s 1667: learn: 0.3865086 test: 0.4134794 best: 0.4134765 (1659) total: 1m 18s remaining: 15.7s 1668: learn: 0.3865086 test: 0.4134797 best: 0.4134765 (1659) total: 1m 18s remaining: 15.6s 1669: learn: 0.3865086 test: 0.4134797 best: 0.4134765 (1659) total: 1m 18s remaining: 15.6s 1670: learn: 0.3865085 test: 0.4134797 best: 0.4134765 (1659) total: 1m 18s remaining: 15.5s 1671: learn: 0.3865085 test: 0.4134799 best: 0.4134765 (1659) total: 1m 18s remaining: 15.5s 1672: learn: 0.3865085 test: 0.4134803 best: 0.4134765 (1659) total: 1m 18s remaining: 15.4s 1673: learn: 0.3864945 test: 0.4134713 best: 0.4134713 (1673) total: 1m 18s remaining: 15.4s 1674: learn: 0.3864945 test: 0.4134715 best: 0.4134713 (1673) total: 1m 18s remaining: 15.3s 1675: learn: 0.3864945 test: 0.4134723 best: 0.4134713 (1673) total: 1m 19s remaining: 15.3s 1676: learn: 0.3864945 test: 0.4134726 best: 0.4134713 (1673) total: 1m 19s remaining: 15.2s 1677: learn: 0.3864944 test: 0.4134745 best: 0.4134713 (1673) total: 1m 19s remaining: 15.2s 1678: learn: 0.3864943 test: 0.4134747 best: 0.4134713 (1673) total: 1m 19s remaining: 15.1s 1679: learn: 0.3864943 test: 0.4134748 best: 0.4134713 (1673) total: 1m 19s remaining: 15.1s 1680: learn: 0.3864943 test: 0.4134748 best: 0.4134713 (1673) total: 1m 19s remaining: 15s 1681: learn: 0.3864943 test: 0.4134749 best: 0.4134713 (1673) total: 1m 19s remaining: 15s 1682: learn: 0.3864910 test: 0.4134704 best: 0.4134704 (1682) total: 1m 19s remaining: 14.9s 1683: learn: 0.3864910 test: 0.4134707 best: 0.4134704 (1682) total: 1m 19s remaining: 14.9s 1684: learn: 0.3864794 test: 0.4134644 best: 0.4134644 (1684) total: 1m 19s remaining: 14.8s 1685: learn: 0.3864769 test: 0.4134684 best: 0.4134644 (1684) total: 1m 19s remaining: 14.8s 1686: learn: 0.3864750 test: 0.4134716 best: 0.4134644 (1684) total: 1m 19s remaining: 14.8s 1687: learn: 0.3864719 test: 0.4134738 best: 0.4134644 (1684) total: 1m 19s remaining: 14.7s 1688: learn: 0.3864716 test: 0.4134634 best: 0.4134634 (1688) total: 1m 19s remaining: 14.7s 1689: learn: 0.3864716 test: 0.4134634 best: 0.4134634 (1688) total: 1m 19s remaining: 14.6s 1690: learn: 0.3864688 test: 0.4134632 best: 0.4134632 (1690) total: 1m 19s remaining: 14.6s 1691: learn: 0.3864683 test: 0.4134637 best: 0.4134632 (1690) total: 1m 19s remaining: 14.5s 1692: learn: 0.3864679 test: 0.4134656 best: 0.4134632 (1690) total: 1m 19s remaining: 14.5s 1693: learn: 0.3864484 test: 0.4134587 best: 0.4134587 (1693) total: 1m 19s remaining: 14.4s 1694: learn: 0.3864484 test: 0.4134589 best: 0.4134587 (1693) total: 1m 19s remaining: 14.4s 1695: learn: 0.3864483 test: 0.4134583 best: 0.4134583 (1695) total: 1m 19s remaining: 14.3s 1696: learn: 0.3864481 test: 0.4134590 best: 0.4134583 (1695) total: 1m 19s remaining: 14.3s 1697: learn: 0.3864460 test: 0.4134551 best: 0.4134551 (1697) total: 1m 20s remaining: 14.2s 1698: learn: 0.3864460 test: 0.4134552 best: 0.4134551 (1697) total: 1m 20s remaining: 14.2s 1699: learn: 0.3864392 test: 0.4134495 best: 0.4134495 (1699) total: 1m 20s remaining: 14.1s 1700: learn: 0.3864392 test: 0.4134500 best: 0.4134495 (1699) total: 1m 20s remaining: 14.1s 1701: learn: 0.3864304 test: 0.4134479 best: 0.4134479 (1701) total: 1m 20s remaining: 14s 1702: learn: 0.3864297 test: 0.4134479 best: 0.4134479 (1701) total: 1m 20s remaining: 14s 1703: learn: 0.3863975 test: 0.4134760 best: 0.4134479 (1701) total: 1m 20s remaining: 14s 1704: learn: 0.3863974 test: 0.4134756 best: 0.4134479 (1701) total: 1m 20s remaining: 13.9s 1705: learn: 0.3863791 test: 0.4134623 best: 0.4134479 (1701) total: 1m 20s remaining: 13.9s 1706: learn: 0.3863790 test: 0.4134631 best: 0.4134479 (1701) total: 1m 20s remaining: 13.8s 1707: learn: 0.3863790 test: 0.4134633 best: 0.4134479 (1701) total: 1m 20s remaining: 13.8s 1708: learn: 0.3863790 test: 0.4134633 best: 0.4134479 (1701) total: 1m 20s remaining: 13.7s 1709: learn: 0.3863741 test: 0.4134577 best: 0.4134479 (1701) total: 1m 20s remaining: 13.7s 1710: learn: 0.3863741 test: 0.4134582 best: 0.4134479 (1701) total: 1m 20s remaining: 13.6s 1711: learn: 0.3863741 test: 0.4134584 best: 0.4134479 (1701) total: 1m 20s remaining: 13.6s 1712: learn: 0.3863741 test: 0.4134583 best: 0.4134479 (1701) total: 1m 20s remaining: 13.5s 1713: learn: 0.3863726 test: 0.4134591 best: 0.4134479 (1701) total: 1m 20s remaining: 13.5s 1714: learn: 0.3863726 test: 0.4134591 best: 0.4134479 (1701) total: 1m 20s remaining: 13.4s 1715: learn: 0.3863726 test: 0.4134592 best: 0.4134479 (1701) total: 1m 20s remaining: 13.4s 1716: learn: 0.3863721 test: 0.4134563 best: 0.4134479 (1701) total: 1m 20s remaining: 13.3s 1717: learn: 0.3863633 test: 0.4134476 best: 0.4134476 (1717) total: 1m 21s remaining: 13.3s 1718: learn: 0.3863624 test: 0.4134477 best: 0.4134476 (1717) total: 1m 21s remaining: 13.3s 1719: learn: 0.3863624 test: 0.4134478 best: 0.4134476 (1717) total: 1m 21s remaining: 13.2s 1720: learn: 0.3863624 test: 0.4134478 best: 0.4134476 (1717) total: 1m 21s remaining: 13.2s 1721: learn: 0.3863615 test: 0.4134478 best: 0.4134476 (1717) total: 1m 21s remaining: 13.1s 1722: learn: 0.3863614 test: 0.4134487 best: 0.4134476 (1717) total: 1m 21s remaining: 13.1s 1723: learn: 0.3863614 test: 0.4134487 best: 0.4134476 (1717) total: 1m 21s remaining: 13s 1724: learn: 0.3863614 test: 0.4134487 best: 0.4134476 (1717) total: 1m 21s remaining: 13s 1725: learn: 0.3862963 test: 0.4134013 best: 0.4134013 (1725) total: 1m 21s remaining: 12.9s 1726: learn: 0.3862955 test: 0.4134012 best: 0.4134012 (1726) total: 1m 21s remaining: 12.9s 1727: learn: 0.3862951 test: 0.4133945 best: 0.4133945 (1727) total: 1m 21s remaining: 12.8s 1728: learn: 0.3862935 test: 0.4133952 best: 0.4133945 (1727) total: 1m 21s remaining: 12.8s 1729: learn: 0.3862911 test: 0.4133932 best: 0.4133932 (1729) total: 1m 21s remaining: 12.7s 1730: learn: 0.3862764 test: 0.4133942 best: 0.4133932 (1729) total: 1m 21s remaining: 12.7s 1731: learn: 0.3862763 test: 0.4133943 best: 0.4133932 (1729) total: 1m 21s remaining: 12.6s 1732: learn: 0.3862757 test: 0.4133944 best: 0.4133932 (1729) total: 1m 21s remaining: 12.6s 1733: learn: 0.3862756 test: 0.4133944 best: 0.4133932 (1729) total: 1m 21s remaining: 12.5s 1734: learn: 0.3862756 test: 0.4133945 best: 0.4133932 (1729) total: 1m 21s remaining: 12.5s 1735: learn: 0.3862738 test: 0.4133959 best: 0.4133932 (1729) total: 1m 21s remaining: 12.4s 1736: learn: 0.3861716 test: 0.4133785 best: 0.4133785 (1736) total: 1m 21s remaining: 12.4s 1737: learn: 0.3861716 test: 0.4133786 best: 0.4133785 (1736) total: 1m 21s remaining: 12.3s 1738: learn: 0.3861716 test: 0.4133786 best: 0.4133785 (1736) total: 1m 21s remaining: 12.3s 1739: learn: 0.3861715 test: 0.4133786 best: 0.4133785 (1736) total: 1m 22s remaining: 12.3s 1740: learn: 0.3861713 test: 0.4133786 best: 0.4133785 (1736) total: 1m 22s remaining: 12.2s 1741: learn: 0.3861544 test: 0.4133811 best: 0.4133785 (1736) total: 1m 22s remaining: 12.2s 1742: learn: 0.3861540 test: 0.4133810 best: 0.4133785 (1736) total: 1m 22s remaining: 12.1s 1743: learn: 0.3861495 test: 0.4133810 best: 0.4133785 (1736) total: 1m 22s remaining: 12.1s 1744: learn: 0.3861495 test: 0.4133810 best: 0.4133785 (1736) total: 1m 22s remaining: 12s 1745: learn: 0.3861493 test: 0.4133819 best: 0.4133785 (1736) total: 1m 22s remaining: 12s 1746: learn: 0.3861492 test: 0.4133821 best: 0.4133785 (1736) total: 1m 22s remaining: 11.9s 1747: learn: 0.3861282 test: 0.4133738 best: 0.4133738 (1747) total: 1m 22s remaining: 11.9s 1748: learn: 0.3861282 test: 0.4133738 best: 0.4133738 (1748) total: 1m 22s remaining: 11.8s 1749: learn: 0.3861280 test: 0.4133743 best: 0.4133738 (1748) total: 1m 22s remaining: 11.8s 1750: learn: 0.3861278 test: 0.4133743 best: 0.4133738 (1748) total: 1m 22s remaining: 11.7s 1751: learn: 0.3861278 test: 0.4133743 best: 0.4133738 (1748) total: 1m 22s remaining: 11.7s 1752: learn: 0.3861254 test: 0.4133718 best: 0.4133718 (1752) total: 1m 22s remaining: 11.7s 1753: learn: 0.3861246 test: 0.4133712 best: 0.4133712 (1753) total: 1m 22s remaining: 11.6s 1754: learn: 0.3861246 test: 0.4133712 best: 0.4133712 (1754) total: 1m 22s remaining: 11.6s 1755: learn: 0.3861245 test: 0.4133712 best: 0.4133712 (1754) total: 1m 22s remaining: 11.5s 1756: learn: 0.3859976 test: 0.4133944 best: 0.4133712 (1754) total: 1m 22s remaining: 11.5s 1757: learn: 0.3859963 test: 0.4133885 best: 0.4133712 (1754) total: 1m 22s remaining: 11.4s 1758: learn: 0.3859962 test: 0.4133887 best: 0.4133712 (1754) total: 1m 22s remaining: 11.4s 1759: learn: 0.3859915 test: 0.4133882 best: 0.4133712 (1754) total: 1m 23s remaining: 11.3s 1760: learn: 0.3859915 test: 0.4133882 best: 0.4133712 (1754) total: 1m 23s remaining: 11.3s 1761: learn: 0.3859618 test: 0.4133833 best: 0.4133712 (1754) total: 1m 23s remaining: 11.2s 1762: learn: 0.3859617 test: 0.4133833 best: 0.4133712 (1754) total: 1m 23s remaining: 11.2s 1763: learn: 0.3859532 test: 0.4133809 best: 0.4133712 (1754) total: 1m 23s remaining: 11.1s 1764: learn: 0.3859518 test: 0.4133810 best: 0.4133712 (1754) total: 1m 23s remaining: 11.1s 1765: learn: 0.3859507 test: 0.4133816 best: 0.4133712 (1754) total: 1m 23s remaining: 11s 1766: learn: 0.3858814 test: 0.4133834 best: 0.4133712 (1754) total: 1m 23s remaining: 11s 1767: learn: 0.3858813 test: 0.4133834 best: 0.4133712 (1754) total: 1m 23s remaining: 10.9s 1768: learn: 0.3858568 test: 0.4133742 best: 0.4133712 (1754) total: 1m 23s remaining: 10.9s 1769: learn: 0.3858548 test: 0.4133718 best: 0.4133712 (1754) total: 1m 23s remaining: 10.8s 1770: learn: 0.3858475 test: 0.4133685 best: 0.4133685 (1770) total: 1m 23s remaining: 10.8s 1771: learn: 0.3858475 test: 0.4133685 best: 0.4133685 (1771) total: 1m 23s remaining: 10.8s 1772: learn: 0.3858456 test: 0.4133696 best: 0.4133685 (1771) total: 1m 23s remaining: 10.7s 1773: learn: 0.3858456 test: 0.4133695 best: 0.4133685 (1771) total: 1m 23s remaining: 10.7s 1774: learn: 0.3858455 test: 0.4133691 best: 0.4133685 (1771) total: 1m 23s remaining: 10.6s 1775: learn: 0.3858455 test: 0.4133691 best: 0.4133685 (1771) total: 1m 23s remaining: 10.6s 1776: learn: 0.3858436 test: 0.4133678 best: 0.4133678 (1776) total: 1m 23s remaining: 10.5s 1777: learn: 0.3858433 test: 0.4133672 best: 0.4133672 (1777) total: 1m 23s remaining: 10.5s 1778: learn: 0.3858431 test: 0.4133651 best: 0.4133651 (1778) total: 1m 23s remaining: 10.4s 1779: learn: 0.3858221 test: 0.4133637 best: 0.4133637 (1779) total: 1m 23s remaining: 10.4s 1780: learn: 0.3857778 test: 0.4133399 best: 0.4133399 (1780) total: 1m 23s remaining: 10.3s 1781: learn: 0.3857778 test: 0.4133401 best: 0.4133399 (1780) total: 1m 24s remaining: 10.3s 1782: learn: 0.3857778 test: 0.4133401 best: 0.4133399 (1780) total: 1m 24s remaining: 10.2s 1783: learn: 0.3857777 test: 0.4133401 best: 0.4133399 (1780) total: 1m 24s remaining: 10.2s 1784: learn: 0.3857637 test: 0.4133374 best: 0.4133374 (1784) total: 1m 24s remaining: 10.1s 1785: learn: 0.3857636 test: 0.4133375 best: 0.4133374 (1784) total: 1m 24s remaining: 10.1s 1786: learn: 0.3857557 test: 0.4133228 best: 0.4133228 (1786) total: 1m 24s remaining: 10s 1787: learn: 0.3857557 test: 0.4133231 best: 0.4133228 (1786) total: 1m 24s remaining: 10s 1788: learn: 0.3857551 test: 0.4133230 best: 0.4133228 (1786) total: 1m 24s remaining: 9.95s 1789: learn: 0.3857550 test: 0.4133229 best: 0.4133228 (1786) total: 1m 24s remaining: 9.9s 1790: learn: 0.3857550 test: 0.4133228 best: 0.4133228 (1790) total: 1m 24s remaining: 9.86s 1791: learn: 0.3857550 test: 0.4133227 best: 0.4133227 (1791) total: 1m 24s remaining: 9.81s 1792: learn: 0.3857549 test: 0.4133226 best: 0.4133226 (1792) total: 1m 24s remaining: 9.76s 1793: learn: 0.3857549 test: 0.4133226 best: 0.4133226 (1793) total: 1m 24s remaining: 9.71s 1794: learn: 0.3857538 test: 0.4133222 best: 0.4133222 (1794) total: 1m 24s remaining: 9.67s 1795: learn: 0.3857537 test: 0.4133225 best: 0.4133222 (1794) total: 1m 24s remaining: 9.62s 1796: learn: 0.3857532 test: 0.4133221 best: 0.4133221 (1796) total: 1m 24s remaining: 9.57s 1797: learn: 0.3857508 test: 0.4133238 best: 0.4133221 (1796) total: 1m 24s remaining: 9.53s 1798: learn: 0.3857508 test: 0.4133237 best: 0.4133221 (1796) total: 1m 24s remaining: 9.48s 1799: learn: 0.3857507 test: 0.4133249 best: 0.4133221 (1796) total: 1m 24s remaining: 9.43s 1800: learn: 0.3857507 test: 0.4133249 best: 0.4133221 (1796) total: 1m 24s remaining: 9.39s 1801: learn: 0.3857507 test: 0.4133251 best: 0.4133221 (1796) total: 1m 25s remaining: 9.34s 1802: learn: 0.3857192 test: 0.4133281 best: 0.4133221 (1796) total: 1m 25s remaining: 9.29s 1803: learn: 0.3857192 test: 0.4133281 best: 0.4133221 (1796) total: 1m 25s remaining: 9.24s 1804: learn: 0.3857179 test: 0.4133273 best: 0.4133221 (1796) total: 1m 25s remaining: 9.2s 1805: learn: 0.3857179 test: 0.4133275 best: 0.4133221 (1796) total: 1m 25s remaining: 9.15s 1806: learn: 0.3857110 test: 0.4133216 best: 0.4133216 (1806) total: 1m 25s remaining: 9.1s 1807: learn: 0.3856194 test: 0.4132722 best: 0.4132722 (1807) total: 1m 25s remaining: 9.05s 1808: learn: 0.3856176 test: 0.4132649 best: 0.4132649 (1808) total: 1m 25s remaining: 9.01s 1809: learn: 0.3856009 test: 0.4132640 best: 0.4132640 (1809) total: 1m 25s remaining: 8.96s 1810: learn: 0.3855932 test: 0.4132585 best: 0.4132585 (1810) total: 1m 25s remaining: 8.91s 1811: learn: 0.3855931 test: 0.4132585 best: 0.4132585 (1810) total: 1m 25s remaining: 8.86s 1812: learn: 0.3855925 test: 0.4132584 best: 0.4132584 (1812) total: 1m 25s remaining: 8.82s 1813: learn: 0.3855911 test: 0.4132557 best: 0.4132557 (1813) total: 1m 25s remaining: 8.77s 1814: learn: 0.3855911 test: 0.4132560 best: 0.4132557 (1813) total: 1m 25s remaining: 8.72s 1815: learn: 0.3855910 test: 0.4132560 best: 0.4132557 (1813) total: 1m 25s remaining: 8.67s 1816: learn: 0.3855910 test: 0.4132561 best: 0.4132557 (1813) total: 1m 25s remaining: 8.63s 1817: learn: 0.3855910 test: 0.4132564 best: 0.4132557 (1813) total: 1m 25s remaining: 8.58s 1818: learn: 0.3855906 test: 0.4132563 best: 0.4132557 (1813) total: 1m 25s remaining: 8.53s 1819: learn: 0.3855905 test: 0.4132564 best: 0.4132557 (1813) total: 1m 25s remaining: 8.48s 1820: learn: 0.3855903 test: 0.4132565 best: 0.4132557 (1813) total: 1m 25s remaining: 8.44s 1821: learn: 0.3855875 test: 0.4132558 best: 0.4132557 (1813) total: 1m 25s remaining: 8.39s 1822: learn: 0.3855801 test: 0.4132560 best: 0.4132557 (1813) total: 1m 25s remaining: 8.34s 1823: learn: 0.3855768 test: 0.4132540 best: 0.4132540 (1823) total: 1m 25s remaining: 8.29s 1824: learn: 0.3855768 test: 0.4132540 best: 0.4132540 (1824) total: 1m 26s remaining: 8.25s 1825: learn: 0.3855768 test: 0.4132540 best: 0.4132540 (1825) total: 1m 26s remaining: 8.2s 1826: learn: 0.3855300 test: 0.4132114 best: 0.4132114 (1826) total: 1m 26s remaining: 8.15s 1827: learn: 0.3855272 test: 0.4132093 best: 0.4132093 (1827) total: 1m 26s remaining: 8.11s 1828: learn: 0.3855188 test: 0.4132067 best: 0.4132067 (1828) total: 1m 26s remaining: 8.06s 1829: learn: 0.3855164 test: 0.4132063 best: 0.4132063 (1829) total: 1m 26s remaining: 8.01s 1830: learn: 0.3855096 test: 0.4132065 best: 0.4132063 (1829) total: 1m 26s remaining: 7.96s 1831: learn: 0.3855094 test: 0.4132062 best: 0.4132062 (1831) total: 1m 26s remaining: 7.92s 1832: learn: 0.3854927 test: 0.4131894 best: 0.4131894 (1832) total: 1m 26s remaining: 7.87s 1833: learn: 0.3854927 test: 0.4131893 best: 0.4131893 (1833) total: 1m 26s remaining: 7.82s 1834: learn: 0.3854923 test: 0.4131861 best: 0.4131861 (1834) total: 1m 26s remaining: 7.78s 1835: learn: 0.3853958 test: 0.4131588 best: 0.4131588 (1835) total: 1m 26s remaining: 7.73s 1836: learn: 0.3853958 test: 0.4131588 best: 0.4131588 (1836) total: 1m 26s remaining: 7.68s 1837: learn: 0.3853955 test: 0.4131614 best: 0.4131588 (1836) total: 1m 26s remaining: 7.64s 1838: learn: 0.3853955 test: 0.4131614 best: 0.4131588 (1836) total: 1m 26s remaining: 7.59s 1839: learn: 0.3853955 test: 0.4131612 best: 0.4131588 (1836) total: 1m 26s remaining: 7.54s 1840: learn: 0.3853955 test: 0.4131612 best: 0.4131588 (1836) total: 1m 26s remaining: 7.5s 1841: learn: 0.3853955 test: 0.4131610 best: 0.4131588 (1836) total: 1m 26s remaining: 7.45s 1842: learn: 0.3853954 test: 0.4131610 best: 0.4131588 (1836) total: 1m 26s remaining: 7.4s 1843: learn: 0.3853886 test: 0.4131613 best: 0.4131588 (1836) total: 1m 26s remaining: 7.35s 1844: learn: 0.3853885 test: 0.4131613 best: 0.4131588 (1836) total: 1m 26s remaining: 7.3s 1845: learn: 0.3853885 test: 0.4131613 best: 0.4131588 (1836) total: 1m 26s remaining: 7.26s 1846: learn: 0.3853885 test: 0.4131612 best: 0.4131588 (1836) total: 1m 27s remaining: 7.21s 1847: learn: 0.3853885 test: 0.4131614 best: 0.4131588 (1836) total: 1m 27s remaining: 7.16s 1848: learn: 0.3853885 test: 0.4131611 best: 0.4131588 (1836) total: 1m 27s remaining: 7.12s 1849: learn: 0.3853885 test: 0.4131610 best: 0.4131588 (1836) total: 1m 27s remaining: 7.07s 1850: learn: 0.3853783 test: 0.4131636 best: 0.4131588 (1836) total: 1m 27s remaining: 7.02s 1851: learn: 0.3853779 test: 0.4131636 best: 0.4131588 (1836) total: 1m 27s remaining: 6.97s 1852: learn: 0.3853769 test: 0.4131596 best: 0.4131588 (1836) total: 1m 27s remaining: 6.93s 1853: learn: 0.3853769 test: 0.4131599 best: 0.4131588 (1836) total: 1m 27s remaining: 6.88s 1854: learn: 0.3853419 test: 0.4131277 best: 0.4131277 (1854) total: 1m 27s remaining: 6.83s 1855: learn: 0.3853419 test: 0.4131276 best: 0.4131276 (1855) total: 1m 27s remaining: 6.78s 1856: learn: 0.3853417 test: 0.4131279 best: 0.4131276 (1855) total: 1m 27s remaining: 6.74s 1857: learn: 0.3853417 test: 0.4131279 best: 0.4131276 (1855) total: 1m 27s remaining: 6.69s 1858: learn: 0.3853417 test: 0.4131278 best: 0.4131276 (1855) total: 1m 27s remaining: 6.64s 1859: learn: 0.3853417 test: 0.4131278 best: 0.4131276 (1855) total: 1m 27s remaining: 6.59s 1860: learn: 0.3853416 test: 0.4131281 best: 0.4131276 (1855) total: 1m 27s remaining: 6.55s 1861: learn: 0.3853059 test: 0.4131071 best: 0.4131071 (1861) total: 1m 27s remaining: 6.5s 1862: learn: 0.3853059 test: 0.4131076 best: 0.4131071 (1861) total: 1m 27s remaining: 6.45s 1863: learn: 0.3852975 test: 0.4131015 best: 0.4131015 (1863) total: 1m 27s remaining: 6.4s 1864: learn: 0.3852974 test: 0.4131014 best: 0.4131014 (1864) total: 1m 27s remaining: 6.36s 1865: learn: 0.3852952 test: 0.4131018 best: 0.4131014 (1864) total: 1m 27s remaining: 6.31s 1866: learn: 0.3852392 test: 0.4130881 best: 0.4130881 (1866) total: 1m 27s remaining: 6.26s 1867: learn: 0.3852351 test: 0.4130869 best: 0.4130869 (1867) total: 1m 27s remaining: 6.21s 1868: learn: 0.3852350 test: 0.4130871 best: 0.4130869 (1867) total: 1m 27s remaining: 6.17s 1869: learn: 0.3852350 test: 0.4130870 best: 0.4130869 (1867) total: 1m 28s remaining: 6.12s 1870: learn: 0.3852350 test: 0.4130870 best: 0.4130869 (1867) total: 1m 28s remaining: 6.07s 1871: learn: 0.3852350 test: 0.4130870 best: 0.4130869 (1867) total: 1m 28s remaining: 6.02s 1872: learn: 0.3852350 test: 0.4130870 best: 0.4130869 (1867) total: 1m 28s remaining: 5.98s 1873: learn: 0.3852349 test: 0.4130869 best: 0.4130869 (1867) total: 1m 28s remaining: 5.93s 1874: learn: 0.3852340 test: 0.4130864 best: 0.4130864 (1874) total: 1m 28s remaining: 5.88s 1875: learn: 0.3852309 test: 0.4130857 best: 0.4130857 (1875) total: 1m 28s remaining: 5.83s 1876: learn: 0.3852309 test: 0.4130857 best: 0.4130857 (1876) total: 1m 28s remaining: 5.79s 1877: learn: 0.3852309 test: 0.4130859 best: 0.4130857 (1876) total: 1m 28s remaining: 5.74s 1878: learn: 0.3852294 test: 0.4130827 best: 0.4130827 (1878) total: 1m 28s remaining: 5.7s 1879: learn: 0.3852294 test: 0.4130827 best: 0.4130827 (1879) total: 1m 28s remaining: 5.65s 1880: learn: 0.3852279 test: 0.4130835 best: 0.4130827 (1879) total: 1m 28s remaining: 5.6s 1881: learn: 0.3852279 test: 0.4130835 best: 0.4130827 (1879) total: 1m 28s remaining: 5.55s 1882: learn: 0.3852279 test: 0.4130835 best: 0.4130827 (1879) total: 1m 28s remaining: 5.51s 1883: learn: 0.3852279 test: 0.4130835 best: 0.4130827 (1879) total: 1m 28s remaining: 5.46s 1884: learn: 0.3852278 test: 0.4130834 best: 0.4130827 (1879) total: 1m 28s remaining: 5.41s 1885: learn: 0.3852278 test: 0.4130833 best: 0.4130827 (1879) total: 1m 28s remaining: 5.37s 1886: learn: 0.3852278 test: 0.4130833 best: 0.4130827 (1879) total: 1m 28s remaining: 5.32s 1887: learn: 0.3852247 test: 0.4130832 best: 0.4130827 (1879) total: 1m 28s remaining: 5.27s 1888: learn: 0.3852247 test: 0.4130832 best: 0.4130827 (1879) total: 1m 28s remaining: 5.22s 1889: learn: 0.3852247 test: 0.4130832 best: 0.4130827 (1879) total: 1m 29s remaining: 5.18s 1890: learn: 0.3852231 test: 0.4130830 best: 0.4130827 (1879) total: 1m 29s remaining: 5.13s 1891: learn: 0.3852231 test: 0.4130827 best: 0.4130827 (1891) total: 1m 29s remaining: 5.09s 1892: learn: 0.3852231 test: 0.4130824 best: 0.4130824 (1892) total: 1m 29s remaining: 5.04s 1893: learn: 0.3851713 test: 0.4130737 best: 0.4130737 (1893) total: 1m 29s remaining: 5s 1894: learn: 0.3851713 test: 0.4130736 best: 0.4130736 (1894) total: 1m 29s remaining: 4.95s 1895: learn: 0.3851713 test: 0.4130738 best: 0.4130736 (1894) total: 1m 29s remaining: 4.9s 1896: learn: 0.3851585 test: 0.4130749 best: 0.4130736 (1894) total: 1m 29s remaining: 4.86s 1897: learn: 0.3851585 test: 0.4130749 best: 0.4130736 (1894) total: 1m 29s remaining: 4.81s 1898: learn: 0.3851455 test: 0.4130764 best: 0.4130736 (1894) total: 1m 29s remaining: 4.76s 1899: learn: 0.3851454 test: 0.4130764 best: 0.4130736 (1894) total: 1m 29s remaining: 4.72s 1900: learn: 0.3851453 test: 0.4130765 best: 0.4130736 (1894) total: 1m 29s remaining: 4.67s 1901: learn: 0.3851453 test: 0.4130766 best: 0.4130736 (1894) total: 1m 29s remaining: 4.62s 1902: learn: 0.3851453 test: 0.4130764 best: 0.4130736 (1894) total: 1m 29s remaining: 4.58s 1903: learn: 0.3851433 test: 0.4130777 best: 0.4130736 (1894) total: 1m 29s remaining: 4.53s 1904: learn: 0.3851432 test: 0.4130776 best: 0.4130736 (1894) total: 1m 29s remaining: 4.48s 1905: learn: 0.3851432 test: 0.4130775 best: 0.4130736 (1894) total: 1m 29s remaining: 4.43s 1906: learn: 0.3851301 test: 0.4130773 best: 0.4130736 (1894) total: 1m 29s remaining: 4.38s 1907: learn: 0.3851301 test: 0.4130773 best: 0.4130736 (1894) total: 1m 29s remaining: 4.34s 1908: learn: 0.3851297 test: 0.4130772 best: 0.4130736 (1894) total: 1m 30s remaining: 4.29s 1909: learn: 0.3851297 test: 0.4130772 best: 0.4130736 (1894) total: 1m 30s remaining: 4.24s 1910: learn: 0.3851296 test: 0.4130771 best: 0.4130736 (1894) total: 1m 30s remaining: 4.2s 1911: learn: 0.3851296 test: 0.4130769 best: 0.4130736 (1894) total: 1m 30s remaining: 4.15s 1912: learn: 0.3851149 test: 0.4130685 best: 0.4130685 (1912) total: 1m 30s remaining: 4.1s 1913: learn: 0.3851149 test: 0.4130686 best: 0.4130685 (1912) total: 1m 30s remaining: 4.05s 1914: learn: 0.3851149 test: 0.4130684 best: 0.4130684 (1914) total: 1m 30s remaining: 4.01s 1915: learn: 0.3851133 test: 0.4130642 best: 0.4130642 (1915) total: 1m 30s remaining: 3.96s 1916: learn: 0.3851133 test: 0.4130641 best: 0.4130641 (1916) total: 1m 30s remaining: 3.91s 1917: learn: 0.3848836 test: 0.4131265 best: 0.4130641 (1916) total: 1m 30s remaining: 3.87s 1918: learn: 0.3848833 test: 0.4131244 best: 0.4130641 (1916) total: 1m 30s remaining: 3.82s 1919: learn: 0.3848832 test: 0.4131240 best: 0.4130641 (1916) total: 1m 30s remaining: 3.77s 1920: learn: 0.3848832 test: 0.4131237 best: 0.4130641 (1916) total: 1m 30s remaining: 3.73s 1921: learn: 0.3848829 test: 0.4131249 best: 0.4130641 (1916) total: 1m 30s remaining: 3.68s 1922: learn: 0.3848823 test: 0.4131258 best: 0.4130641 (1916) total: 1m 30s remaining: 3.63s 1923: learn: 0.3848821 test: 0.4131267 best: 0.4130641 (1916) total: 1m 30s remaining: 3.58s 1924: learn: 0.3848821 test: 0.4131267 best: 0.4130641 (1916) total: 1m 30s remaining: 3.54s 1925: learn: 0.3848736 test: 0.4131256 best: 0.4130641 (1916) total: 1m 30s remaining: 3.49s 1926: learn: 0.3848735 test: 0.4131250 best: 0.4130641 (1916) total: 1m 30s remaining: 3.44s 1927: learn: 0.3848735 test: 0.4131254 best: 0.4130641 (1916) total: 1m 30s remaining: 3.4s 1928: learn: 0.3848617 test: 0.4131106 best: 0.4130641 (1916) total: 1m 30s remaining: 3.35s 1929: learn: 0.3848614 test: 0.4131124 best: 0.4130641 (1916) total: 1m 31s remaining: 3.3s 1930: learn: 0.3848442 test: 0.4131253 best: 0.4130641 (1916) total: 1m 31s remaining: 3.25s 1931: learn: 0.3848333 test: 0.4131273 best: 0.4130641 (1916) total: 1m 31s remaining: 3.21s 1932: learn: 0.3848325 test: 0.4131273 best: 0.4130641 (1916) total: 1m 31s remaining: 3.16s 1933: learn: 0.3848324 test: 0.4131281 best: 0.4130641 (1916) total: 1m 31s remaining: 3.11s 1934: learn: 0.3848324 test: 0.4131281 best: 0.4130641 (1916) total: 1m 31s remaining: 3.06s 1935: learn: 0.3848324 test: 0.4131280 best: 0.4130641 (1916) total: 1m 31s remaining: 3.02s 1936: learn: 0.3848323 test: 0.4131280 best: 0.4130641 (1916) total: 1m 31s remaining: 2.97s 1937: learn: 0.3848323 test: 0.4131287 best: 0.4130641 (1916) total: 1m 31s remaining: 2.92s 1938: learn: 0.3848322 test: 0.4131287 best: 0.4130641 (1916) total: 1m 31s remaining: 2.88s 1939: learn: 0.3848322 test: 0.4131287 best: 0.4130641 (1916) total: 1m 31s remaining: 2.83s 1940: learn: 0.3848322 test: 0.4131287 best: 0.4130641 (1916) total: 1m 31s remaining: 2.78s 1941: learn: 0.3848319 test: 0.4131285 best: 0.4130641 (1916) total: 1m 31s remaining: 2.73s 1942: learn: 0.3848319 test: 0.4131284 best: 0.4130641 (1916) total: 1m 31s remaining: 2.69s 1943: learn: 0.3848319 test: 0.4131284 best: 0.4130641 (1916) total: 1m 31s remaining: 2.64s 1944: learn: 0.3848319 test: 0.4131284 best: 0.4130641 (1916) total: 1m 31s remaining: 2.59s 1945: learn: 0.3848318 test: 0.4131289 best: 0.4130641 (1916) total: 1m 31s remaining: 2.54s 1946: learn: 0.3848318 test: 0.4131289 best: 0.4130641 (1916) total: 1m 31s remaining: 2.5s 1947: learn: 0.3848318 test: 0.4131287 best: 0.4130641 (1916) total: 1m 31s remaining: 2.45s 1948: learn: 0.3848318 test: 0.4131287 best: 0.4130641 (1916) total: 1m 31s remaining: 2.4s 1949: learn: 0.3848318 test: 0.4131287 best: 0.4130641 (1916) total: 1m 31s remaining: 2.36s 1950: learn: 0.3848318 test: 0.4131285 best: 0.4130641 (1916) total: 1m 31s remaining: 2.31s 1951: learn: 0.3848188 test: 0.4131241 best: 0.4130641 (1916) total: 1m 31s remaining: 2.26s 1952: learn: 0.3848125 test: 0.4131207 best: 0.4130641 (1916) total: 1m 32s remaining: 2.21s 1953: learn: 0.3848125 test: 0.4131207 best: 0.4130641 (1916) total: 1m 32s remaining: 2.17s 1954: learn: 0.3847870 test: 0.4131164 best: 0.4130641 (1916) total: 1m 32s remaining: 2.12s 1955: learn: 0.3847870 test: 0.4131164 best: 0.4130641 (1916) total: 1m 32s remaining: 2.07s 1956: learn: 0.3847348 test: 0.4131083 best: 0.4130641 (1916) total: 1m 32s remaining: 2.02s 1957: learn: 0.3847346 test: 0.4131066 best: 0.4130641 (1916) total: 1m 32s remaining: 1.98s 1958: learn: 0.3847227 test: 0.4130962 best: 0.4130641 (1916) total: 1m 32s remaining: 1.93s 1959: learn: 0.3847225 test: 0.4130961 best: 0.4130641 (1916) total: 1m 32s remaining: 1.88s 1960: learn: 0.3847220 test: 0.4130958 best: 0.4130641 (1916) total: 1m 32s remaining: 1.84s 1961: learn: 0.3847203 test: 0.4130963 best: 0.4130641 (1916) total: 1m 32s remaining: 1.79s 1962: learn: 0.3847175 test: 0.4130957 best: 0.4130641 (1916) total: 1m 32s remaining: 1.74s 1963: learn: 0.3847175 test: 0.4130955 best: 0.4130641 (1916) total: 1m 32s remaining: 1.7s 1964: learn: 0.3847174 test: 0.4130965 best: 0.4130641 (1916) total: 1m 32s remaining: 1.65s 1965: learn: 0.3847174 test: 0.4130965 best: 0.4130641 (1916) total: 1m 32s remaining: 1.6s 1966: learn: 0.3847173 test: 0.4130970 best: 0.4130641 (1916) total: 1m 32s remaining: 1.55s 1967: learn: 0.3847173 test: 0.4130973 best: 0.4130641 (1916) total: 1m 32s remaining: 1.51s 1968: learn: 0.3847172 test: 0.4130966 best: 0.4130641 (1916) total: 1m 32s remaining: 1.46s 1969: learn: 0.3847168 test: 0.4130966 best: 0.4130641 (1916) total: 1m 32s remaining: 1.41s 1970: learn: 0.3847167 test: 0.4130966 best: 0.4130641 (1916) total: 1m 32s remaining: 1.37s 1971: learn: 0.3847044 test: 0.4131003 best: 0.4130641 (1916) total: 1m 32s remaining: 1.32s 1972: learn: 0.3846669 test: 0.4130935 best: 0.4130641 (1916) total: 1m 33s remaining: 1.27s 1973: learn: 0.3846572 test: 0.4130957 best: 0.4130641 (1916) total: 1m 33s remaining: 1.23s 1974: learn: 0.3846570 test: 0.4130947 best: 0.4130641 (1916) total: 1m 33s remaining: 1.18s 1975: learn: 0.3846547 test: 0.4130951 best: 0.4130641 (1916) total: 1m 33s remaining: 1.13s 1976: learn: 0.3846547 test: 0.4130951 best: 0.4130641 (1916) total: 1m 33s remaining: 1.08s 1977: learn: 0.3846434 test: 0.4130606 best: 0.4130606 (1977) total: 1m 33s remaining: 1.04s 1978: learn: 0.3846434 test: 0.4130607 best: 0.4130606 (1977) total: 1m 33s remaining: 990ms 1979: learn: 0.3846434 test: 0.4130607 best: 0.4130606 (1977) total: 1m 33s remaining: 943ms 1980: learn: 0.3846381 test: 0.4130560 best: 0.4130560 (1980) total: 1m 33s remaining: 896ms 1981: learn: 0.3846380 test: 0.4130560 best: 0.4130560 (1981) total: 1m 33s remaining: 849ms 1982: learn: 0.3846380 test: 0.4130560 best: 0.4130560 (1982) total: 1m 33s remaining: 802ms 1983: learn: 0.3846369 test: 0.4130571 best: 0.4130560 (1982) total: 1m 33s remaining: 754ms 1984: learn: 0.3846369 test: 0.4130571 best: 0.4130560 (1982) total: 1m 33s remaining: 707ms 1985: learn: 0.3846368 test: 0.4130574 best: 0.4130560 (1982) total: 1m 33s remaining: 660ms 1986: learn: 0.3846107 test: 0.4130683 best: 0.4130560 (1982) total: 1m 33s remaining: 613ms 1987: learn: 0.3846107 test: 0.4130682 best: 0.4130560 (1982) total: 1m 33s remaining: 566ms 1988: learn: 0.3846106 test: 0.4130685 best: 0.4130560 (1982) total: 1m 33s remaining: 519ms 1989: learn: 0.3846106 test: 0.4130684 best: 0.4130560 (1982) total: 1m 33s remaining: 471ms 1990: learn: 0.3846106 test: 0.4130684 best: 0.4130560 (1982) total: 1m 33s remaining: 424ms 1991: learn: 0.3846106 test: 0.4130684 best: 0.4130560 (1982) total: 1m 33s remaining: 377ms 1992: learn: 0.3846106 test: 0.4130685 best: 0.4130560 (1982) total: 1m 33s remaining: 330ms 1993: learn: 0.3845290 test: 0.4130047 best: 0.4130047 (1993) total: 1m 34s remaining: 283ms 1994: learn: 0.3845287 test: 0.4130034 best: 0.4130034 (1994) total: 1m 34s remaining: 236ms 1995: learn: 0.3845286 test: 0.4130033 best: 0.4130033 (1995) total: 1m 34s remaining: 189ms 1996: learn: 0.3845286 test: 0.4130037 best: 0.4130033 (1995) total: 1m 34s remaining: 141ms 1997: learn: 0.3845123 test: 0.4130006 best: 0.4130006 (1997) total: 1m 34s remaining: 94.3ms 1998: learn: 0.3845122 test: 0.4130008 best: 0.4130006 (1997) total: 1m 34s remaining: 47.1ms 1999: learn: 0.3845118 test: 0.4129994 best: 0.4129994 (1999) total: 1m 34s remaining: 0us bestTest = 0.4129993925 bestIteration = 1999 [CV] learning_rate=0.15, l2_leaf_reg=1, iterations=2000, depth=4, total= 1.6min [CV] learning_rate=0.15, l2_leaf_reg=1, iterations=2000, depth=4 ..... 0: learn: 3.8157988 test: 3.8174288 best: 3.8174288 (0) total: 47ms remaining: 1m 33s 1: learn: 3.2571180 test: 3.2591723 best: 3.2591723 (1) total: 103ms remaining: 1m 42s 2: learn: 2.7860847 test: 2.7885755 best: 2.7885755 (2) total: 145ms remaining: 1m 36s 3: learn: 2.3875277 test: 2.3903193 best: 2.3903193 (3) total: 187ms remaining: 1m 33s 4: learn: 2.0521379 test: 2.0549063 best: 2.0549063 (4) total: 235ms remaining: 1m 33s 5: learn: 1.7700945 test: 1.7730359 best: 1.7730359 (5) total: 291ms remaining: 1m 36s 6: learn: 1.5329756 test: 1.5360234 best: 1.5360234 (6) total: 339ms remaining: 1m 36s 7: learn: 1.3354516 test: 1.3384585 best: 1.3384585 (7) total: 385ms remaining: 1m 35s 8: learn: 1.1711868 test: 1.1741273 best: 1.1741273 (8) total: 430ms remaining: 1m 35s 9: learn: 1.0359914 test: 1.0388527 best: 1.0388527 (9) total: 474ms remaining: 1m 34s 10: learn: 0.9251078 test: 0.9275385 best: 0.9275385 (10) total: 530ms remaining: 1m 35s 11: learn: 0.8348186 test: 0.8371796 best: 0.8371796 (11) total: 575ms remaining: 1m 35s 12: learn: 0.7612310 test: 0.7636397 best: 0.7636397 (12) total: 618ms remaining: 1m 34s 13: learn: 0.7037788 test: 0.7061435 best: 0.7061435 (13) total: 662ms remaining: 1m 33s 14: learn: 0.6561547 test: 0.6583225 best: 0.6583225 (14) total: 706ms remaining: 1m 33s 15: learn: 0.6199929 test: 0.6221394 best: 0.6221394 (15) total: 762ms remaining: 1m 34s 16: learn: 0.5905631 test: 0.5925229 best: 0.5925229 (16) total: 812ms remaining: 1m 34s 17: learn: 0.5693939 test: 0.5712358 best: 0.5712358 (17) total: 863ms remaining: 1m 35s 18: learn: 0.5481548 test: 0.5497630 best: 0.5497630 (18) total: 908ms remaining: 1m 34s 19: learn: 0.5314892 test: 0.5326075 best: 0.5326075 (19) total: 954ms remaining: 1m 34s 20: learn: 0.5174681 test: 0.5181201 best: 0.5181201 (20) total: 998ms remaining: 1m 34s 21: learn: 0.5068868 test: 0.5073226 best: 0.5073226 (21) total: 1.04s remaining: 1m 33s 22: learn: 0.4986364 test: 0.4990693 best: 0.4990693 (22) total: 1.08s remaining: 1m 32s 23: learn: 0.4921320 test: 0.4921334 best: 0.4921334 (23) total: 1.13s remaining: 1m 32s 24: learn: 0.4870438 test: 0.4867323 best: 0.4867323 (24) total: 1.17s remaining: 1m 32s 25: learn: 0.4829631 test: 0.4824331 best: 0.4824331 (25) total: 1.21s remaining: 1m 31s 26: learn: 0.4798831 test: 0.4794485 best: 0.4794485 (26) total: 1.26s remaining: 1m 31s 27: learn: 0.4768426 test: 0.4762486 best: 0.4762486 (27) total: 1.3s remaining: 1m 31s 28: learn: 0.4746756 test: 0.4738969 best: 0.4738969 (28) total: 1.35s remaining: 1m 31s 29: learn: 0.4726194 test: 0.4718200 best: 0.4718200 (29) total: 1.4s remaining: 1m 31s 30: learn: 0.4705844 test: 0.4699219 best: 0.4699219 (30) total: 1.45s remaining: 1m 32s 31: learn: 0.4691858 test: 0.4686114 best: 0.4686114 (31) total: 1.51s remaining: 1m 32s 32: learn: 0.4667157 test: 0.4654509 best: 0.4654509 (32) total: 1.56s remaining: 1m 32s 33: learn: 0.4655000 test: 0.4642980 best: 0.4642980 (33) total: 1.61s remaining: 1m 32s 34: learn: 0.4640072 test: 0.4628734 best: 0.4628734 (34) total: 1.65s remaining: 1m 32s 35: learn: 0.4634281 test: 0.4622946 best: 0.4622946 (35) total: 1.68s remaining: 1m 31s 36: learn: 0.4622894 test: 0.4612880 best: 0.4612880 (36) total: 1.72s remaining: 1m 31s 37: learn: 0.4608358 test: 0.4599852 best: 0.4599852 (37) total: 1.78s remaining: 1m 31s 38: learn: 0.4594069 test: 0.4586290 best: 0.4586290 (38) total: 1.82s remaining: 1m 31s 39: learn: 0.4581215 test: 0.4574521 best: 0.4574521 (39) total: 1.86s remaining: 1m 31s 40: learn: 0.4574956 test: 0.4568750 best: 0.4568750 (40) total: 1.91s remaining: 1m 31s 41: learn: 0.4564283 test: 0.4557319 best: 0.4557319 (41) total: 1.96s remaining: 1m 31s 42: learn: 0.4558869 test: 0.4552723 best: 0.4552723 (42) total: 2.01s remaining: 1m 31s 43: learn: 0.4554668 test: 0.4548956 best: 0.4548956 (43) total: 2.07s remaining: 1m 32s 44: learn: 0.4546219 test: 0.4542237 best: 0.4542237 (44) total: 2.13s remaining: 1m 32s 45: learn: 0.4539189 test: 0.4534200 best: 0.4534200 (45) total: 2.18s remaining: 1m 32s 46: learn: 0.4534367 test: 0.4530046 best: 0.4530046 (46) total: 2.23s remaining: 1m 32s 47: learn: 0.4526257 test: 0.4522993 best: 0.4522993 (47) total: 2.28s remaining: 1m 32s 48: learn: 0.4518994 test: 0.4515741 best: 0.4515741 (48) total: 2.32s remaining: 1m 32s 49: learn: 0.4512866 test: 0.4509657 best: 0.4509657 (49) total: 2.37s remaining: 1m 32s 50: learn: 0.4499264 test: 0.4493484 best: 0.4493484 (50) total: 2.41s remaining: 1m 32s 51: learn: 0.4497788 test: 0.4492653 best: 0.4492653 (51) total: 2.46s remaining: 1m 32s 52: learn: 0.4490525 test: 0.4485369 best: 0.4485369 (52) total: 2.51s remaining: 1m 32s 53: learn: 0.4489104 test: 0.4485210 best: 0.4485210 (53) total: 2.56s remaining: 1m 32s 54: learn: 0.4484221 test: 0.4481093 best: 0.4481093 (54) total: 2.6s remaining: 1m 31s 55: learn: 0.4475441 test: 0.4473251 best: 0.4473251 (55) total: 2.64s remaining: 1m 31s 56: learn: 0.4469620 test: 0.4468179 best: 0.4468179 (56) total: 2.68s remaining: 1m 31s 57: learn: 0.4464361 test: 0.4462717 best: 0.4462717 (57) total: 2.72s remaining: 1m 31s 58: learn: 0.4459303 test: 0.4457695 best: 0.4457695 (58) total: 2.77s remaining: 1m 31s 59: learn: 0.4455339 test: 0.4453992 best: 0.4453992 (59) total: 2.81s remaining: 1m 31s 60: learn: 0.4454840 test: 0.4454117 best: 0.4453992 (59) total: 2.85s remaining: 1m 30s 61: learn: 0.4451000 test: 0.4447361 best: 0.4447361 (61) total: 2.88s remaining: 1m 30s 62: learn: 0.4446287 test: 0.4441950 best: 0.4441950 (62) total: 2.94s remaining: 1m 30s 63: learn: 0.4435622 test: 0.4428194 best: 0.4428194 (63) total: 2.98s remaining: 1m 30s 64: learn: 0.4435422 test: 0.4428325 best: 0.4428194 (63) total: 3.03s remaining: 1m 30s 65: learn: 0.4431341 test: 0.4423713 best: 0.4423713 (65) total: 3.09s remaining: 1m 30s 66: learn: 0.4424915 test: 0.4418087 best: 0.4418087 (66) total: 3.15s remaining: 1m 30s 67: learn: 0.4421552 test: 0.4414781 best: 0.4414781 (67) total: 3.2s remaining: 1m 31s 68: learn: 0.4417814 test: 0.4410103 best: 0.4410103 (68) total: 3.25s remaining: 1m 31s 69: learn: 0.4417132 test: 0.4410315 best: 0.4410103 (68) total: 3.31s remaining: 1m 31s 70: learn: 0.4411678 test: 0.4403895 best: 0.4403895 (70) total: 3.35s remaining: 1m 30s 71: learn: 0.4409854 test: 0.4403254 best: 0.4403254 (71) total: 3.39s remaining: 1m 30s 72: learn: 0.4403695 test: 0.4398574 best: 0.4398574 (72) total: 3.43s remaining: 1m 30s 73: learn: 0.4400030 test: 0.4394910 best: 0.4394910 (73) total: 3.48s remaining: 1m 30s 74: learn: 0.4394418 test: 0.4391764 best: 0.4391764 (74) total: 3.52s remaining: 1m 30s 75: learn: 0.4392406 test: 0.4390324 best: 0.4390324 (75) total: 3.58s remaining: 1m 30s 76: learn: 0.4389846 test: 0.4388416 best: 0.4388416 (76) total: 3.63s remaining: 1m 30s 77: learn: 0.4383398 test: 0.4381861 best: 0.4381861 (77) total: 3.67s remaining: 1m 30s 78: learn: 0.4382556 test: 0.4382137 best: 0.4381861 (77) total: 3.72s remaining: 1m 30s 79: learn: 0.4379790 test: 0.4379704 best: 0.4379704 (79) total: 3.77s remaining: 1m 30s 80: learn: 0.4378071 test: 0.4377682 best: 0.4377682 (80) total: 3.81s remaining: 1m 30s 81: learn: 0.4375723 test: 0.4375474 best: 0.4375474 (81) total: 3.86s remaining: 1m 30s 82: learn: 0.4373861 test: 0.4373809 best: 0.4373809 (82) total: 3.93s remaining: 1m 30s 83: learn: 0.4373843 test: 0.4373810 best: 0.4373809 (82) total: 3.97s remaining: 1m 30s 84: learn: 0.4370735 test: 0.4370729 best: 0.4370729 (84) total: 4.01s remaining: 1m 30s 85: learn: 0.4368472 test: 0.4368993 best: 0.4368993 (85) total: 4.06s remaining: 1m 30s 86: learn: 0.4364632 test: 0.4364600 best: 0.4364600 (86) total: 4.11s remaining: 1m 30s 87: learn: 0.4361857 test: 0.4361653 best: 0.4361653 (87) total: 4.16s remaining: 1m 30s 88: learn: 0.4360774 test: 0.4360723 best: 0.4360723 (88) total: 4.21s remaining: 1m 30s 89: learn: 0.4357690 test: 0.4358303 best: 0.4358303 (89) total: 4.25s remaining: 1m 30s 90: learn: 0.4351796 test: 0.4353213 best: 0.4353213 (90) total: 4.3s remaining: 1m 30s 91: learn: 0.4348156 test: 0.4349808 best: 0.4349808 (91) total: 4.34s remaining: 1m 30s 92: learn: 0.4346059 test: 0.4347746 best: 0.4347746 (92) total: 4.39s remaining: 1m 30s 93: learn: 0.4345974 test: 0.4347805 best: 0.4347746 (92) total: 4.43s remaining: 1m 29s 94: learn: 0.4345690 test: 0.4348059 best: 0.4347746 (92) total: 4.46s remaining: 1m 29s 95: learn: 0.4345093 test: 0.4348666 best: 0.4347746 (92) total: 4.51s remaining: 1m 29s 96: learn: 0.4341971 test: 0.4346370 best: 0.4346370 (96) total: 4.55s remaining: 1m 29s 97: learn: 0.4339170 test: 0.4343818 best: 0.4343818 (97) total: 4.59s remaining: 1m 29s 98: learn: 0.4338354 test: 0.4343712 best: 0.4343712 (98) total: 4.64s remaining: 1m 29s 99: learn: 0.4336411 test: 0.4342740 best: 0.4342740 (99) total: 4.7s remaining: 1m 29s 100: learn: 0.4333694 test: 0.4340836 best: 0.4340836 (100) total: 4.74s remaining: 1m 29s 101: learn: 0.4332811 test: 0.4339983 best: 0.4339983 (101) total: 4.79s remaining: 1m 29s 102: learn: 0.4332662 test: 0.4340122 best: 0.4339983 (101) total: 4.83s remaining: 1m 28s 103: learn: 0.4332005 test: 0.4339284 best: 0.4339284 (103) total: 4.86s remaining: 1m 28s 104: learn: 0.4326002 test: 0.4335725 best: 0.4335725 (104) total: 4.9s remaining: 1m 28s 105: learn: 0.4325481 test: 0.4335778 best: 0.4335725 (104) total: 4.94s remaining: 1m 28s 106: learn: 0.4322416 test: 0.4333761 best: 0.4333761 (106) total: 4.98s remaining: 1m 28s 107: learn: 0.4317575 test: 0.4331592 best: 0.4331592 (107) total: 5.03s remaining: 1m 28s 108: learn: 0.4317072 test: 0.4331882 best: 0.4331592 (107) total: 5.07s remaining: 1m 28s 109: learn: 0.4313532 test: 0.4328868 best: 0.4328868 (109) total: 5.11s remaining: 1m 27s 110: learn: 0.4313139 test: 0.4329473 best: 0.4328868 (109) total: 5.16s remaining: 1m 27s 111: learn: 0.4313057 test: 0.4329473 best: 0.4328868 (109) total: 5.21s remaining: 1m 27s 112: learn: 0.4312994 test: 0.4329474 best: 0.4328868 (109) total: 5.24s remaining: 1m 27s 113: learn: 0.4312703 test: 0.4330004 best: 0.4328868 (109) total: 5.29s remaining: 1m 27s 114: learn: 0.4311804 test: 0.4329243 best: 0.4328868 (109) total: 5.33s remaining: 1m 27s 115: learn: 0.4310745 test: 0.4328996 best: 0.4328868 (109) total: 5.38s remaining: 1m 27s 116: learn: 0.4309900 test: 0.4328170 best: 0.4328170 (116) total: 5.43s remaining: 1m 27s 117: learn: 0.4309449 test: 0.4327536 best: 0.4327536 (117) total: 5.47s remaining: 1m 27s 118: learn: 0.4305980 test: 0.4323896 best: 0.4323896 (118) total: 5.52s remaining: 1m 27s 119: learn: 0.4303375 test: 0.4321686 best: 0.4321686 (119) total: 5.57s remaining: 1m 27s 120: learn: 0.4300679 test: 0.4319665 best: 0.4319665 (120) total: 5.61s remaining: 1m 27s 121: learn: 0.4297978 test: 0.4317987 best: 0.4317987 (121) total: 5.66s remaining: 1m 27s 122: learn: 0.4292578 test: 0.4311237 best: 0.4311237 (122) total: 5.71s remaining: 1m 27s 123: learn: 0.4290290 test: 0.4308852 best: 0.4308852 (123) total: 5.76s remaining: 1m 27s 124: learn: 0.4288480 test: 0.4307466 best: 0.4307466 (124) total: 5.81s remaining: 1m 27s 125: learn: 0.4288242 test: 0.4307978 best: 0.4307466 (124) total: 5.85s remaining: 1m 27s 126: learn: 0.4286847 test: 0.4306422 best: 0.4306422 (126) total: 5.89s remaining: 1m 26s 127: learn: 0.4285005 test: 0.4305442 best: 0.4305442 (127) total: 5.94s remaining: 1m 26s 128: learn: 0.4282647 test: 0.4302905 best: 0.4302905 (128) total: 6s remaining: 1m 27s 129: learn: 0.4282536 test: 0.4302859 best: 0.4302859 (129) total: 6.05s remaining: 1m 27s 130: learn: 0.4281434 test: 0.4302863 best: 0.4302859 (129) total: 6.1s remaining: 1m 27s 131: learn: 0.4279851 test: 0.4301801 best: 0.4301801 (131) total: 6.14s remaining: 1m 26s 132: learn: 0.4279844 test: 0.4301775 best: 0.4301775 (132) total: 6.18s remaining: 1m 26s 133: learn: 0.4279838 test: 0.4301776 best: 0.4301775 (132) total: 6.22s remaining: 1m 26s 134: learn: 0.4279080 test: 0.4301366 best: 0.4301366 (134) total: 6.26s remaining: 1m 26s 135: learn: 0.4276643 test: 0.4299567 best: 0.4299567 (135) total: 6.3s remaining: 1m 26s 136: learn: 0.4273863 test: 0.4297856 best: 0.4297856 (136) total: 6.35s remaining: 1m 26s 137: learn: 0.4273664 test: 0.4298345 best: 0.4297856 (136) total: 6.39s remaining: 1m 26s 138: learn: 0.4272520 test: 0.4297248 best: 0.4297248 (138) total: 6.43s remaining: 1m 26s 139: learn: 0.4272409 test: 0.4297261 best: 0.4297248 (138) total: 6.47s remaining: 1m 25s 140: learn: 0.4272311 test: 0.4297260 best: 0.4297248 (138) total: 6.51s remaining: 1m 25s 141: learn: 0.4272167 test: 0.4297288 best: 0.4297248 (138) total: 6.54s remaining: 1m 25s 142: learn: 0.4272067 test: 0.4297292 best: 0.4297248 (138) total: 6.59s remaining: 1m 25s 143: learn: 0.4272052 test: 0.4297244 best: 0.4297244 (143) total: 6.63s remaining: 1m 25s 144: learn: 0.4270067 test: 0.4295622 best: 0.4295622 (144) total: 6.67s remaining: 1m 25s 145: learn: 0.4270051 test: 0.4295622 best: 0.4295622 (145) total: 6.73s remaining: 1m 25s 146: learn: 0.4269893 test: 0.4296098 best: 0.4295622 (145) total: 6.78s remaining: 1m 25s 147: learn: 0.4265740 test: 0.4290714 best: 0.4290714 (147) total: 6.82s remaining: 1m 25s 148: learn: 0.4265669 test: 0.4290720 best: 0.4290714 (147) total: 6.87s remaining: 1m 25s 149: learn: 0.4263976 test: 0.4290057 best: 0.4290057 (149) total: 6.92s remaining: 1m 25s 150: learn: 0.4263652 test: 0.4290124 best: 0.4290057 (149) total: 6.98s remaining: 1m 25s 151: learn: 0.4263002 test: 0.4289729 best: 0.4289729 (151) total: 7.02s remaining: 1m 25s 152: learn: 0.4262395 test: 0.4288893 best: 0.4288893 (152) total: 7.07s remaining: 1m 25s 153: learn: 0.4262237 test: 0.4288732 best: 0.4288732 (153) total: 7.12s remaining: 1m 25s 154: learn: 0.4262107 test: 0.4289188 best: 0.4288732 (153) total: 7.16s remaining: 1m 25s 155: learn: 0.4261859 test: 0.4289089 best: 0.4288732 (153) total: 7.2s remaining: 1m 25s 156: learn: 0.4261695 test: 0.4289236 best: 0.4288732 (153) total: 7.25s remaining: 1m 25s 157: learn: 0.4259431 test: 0.4287227 best: 0.4287227 (157) total: 7.3s remaining: 1m 25s 158: learn: 0.4256645 test: 0.4283869 best: 0.4283869 (158) total: 7.34s remaining: 1m 24s 159: learn: 0.4255600 test: 0.4283194 best: 0.4283194 (159) total: 7.39s remaining: 1m 24s 160: learn: 0.4255466 test: 0.4283146 best: 0.4283146 (160) total: 7.43s remaining: 1m 24s 161: learn: 0.4255366 test: 0.4283494 best: 0.4283146 (160) total: 7.47s remaining: 1m 24s 162: learn: 0.4255226 test: 0.4283962 best: 0.4283146 (160) total: 7.52s remaining: 1m 24s 163: learn: 0.4250929 test: 0.4280587 best: 0.4280587 (163) total: 7.56s remaining: 1m 24s 164: learn: 0.4249785 test: 0.4279268 best: 0.4279268 (164) total: 7.61s remaining: 1m 24s 165: learn: 0.4249769 test: 0.4279268 best: 0.4279268 (165) total: 7.65s remaining: 1m 24s 166: learn: 0.4248863 test: 0.4278488 best: 0.4278488 (166) total: 7.7s remaining: 1m 24s 167: learn: 0.4247963 test: 0.4277937 best: 0.4277937 (167) total: 7.75s remaining: 1m 24s 168: learn: 0.4247895 test: 0.4278238 best: 0.4277937 (167) total: 7.8s remaining: 1m 24s 169: learn: 0.4246678 test: 0.4276968 best: 0.4276968 (169) total: 7.85s remaining: 1m 24s 170: learn: 0.4246452 test: 0.4277053 best: 0.4276968 (169) total: 7.9s remaining: 1m 24s 171: learn: 0.4246416 test: 0.4276972 best: 0.4276968 (169) total: 7.95s remaining: 1m 24s 172: learn: 0.4246110 test: 0.4276993 best: 0.4276968 (169) total: 7.99s remaining: 1m 24s 173: learn: 0.4245527 test: 0.4276975 best: 0.4276968 (169) total: 8.04s remaining: 1m 24s 174: learn: 0.4245487 test: 0.4277225 best: 0.4276968 (169) total: 8.08s remaining: 1m 24s 175: learn: 0.4245418 test: 0.4277229 best: 0.4276968 (169) total: 8.12s remaining: 1m 24s 176: learn: 0.4245388 test: 0.4277459 best: 0.4276968 (169) total: 8.16s remaining: 1m 24s 177: learn: 0.4243368 test: 0.4276419 best: 0.4276419 (177) total: 8.2s remaining: 1m 23s 178: learn: 0.4243186 test: 0.4276454 best: 0.4276419 (177) total: 8.24s remaining: 1m 23s 179: learn: 0.4242605 test: 0.4276194 best: 0.4276194 (179) total: 8.28s remaining: 1m 23s 180: learn: 0.4242474 test: 0.4276413 best: 0.4276194 (179) total: 8.32s remaining: 1m 23s 181: learn: 0.4242220 test: 0.4276370 best: 0.4276194 (179) total: 8.36s remaining: 1m 23s 182: learn: 0.4241955 test: 0.4276659 best: 0.4276194 (179) total: 8.41s remaining: 1m 23s 183: learn: 0.4239810 test: 0.4274666 best: 0.4274666 (183) total: 8.45s remaining: 1m 23s 184: learn: 0.4238681 test: 0.4273230 best: 0.4273230 (184) total: 8.5s remaining: 1m 23s 185: learn: 0.4236909 test: 0.4272055 best: 0.4272055 (185) total: 8.54s remaining: 1m 23s 186: learn: 0.4236890 test: 0.4272257 best: 0.4272055 (185) total: 8.58s remaining: 1m 23s 187: learn: 0.4236475 test: 0.4272151 best: 0.4272055 (185) total: 8.62s remaining: 1m 23s 188: learn: 0.4236383 test: 0.4272088 best: 0.4272055 (185) total: 8.66s remaining: 1m 23s 189: learn: 0.4236142 test: 0.4272047 best: 0.4272047 (189) total: 8.71s remaining: 1m 22s 190: learn: 0.4234904 test: 0.4269778 best: 0.4269778 (190) total: 8.76s remaining: 1m 22s 191: learn: 0.4233806 test: 0.4269662 best: 0.4269662 (191) total: 8.81s remaining: 1m 22s 192: learn: 0.4233757 test: 0.4269664 best: 0.4269662 (191) total: 8.85s remaining: 1m 22s 193: learn: 0.4233755 test: 0.4269654 best: 0.4269654 (193) total: 8.91s remaining: 1m 22s 194: learn: 0.4233725 test: 0.4269656 best: 0.4269654 (193) total: 8.96s remaining: 1m 22s 195: learn: 0.4233383 test: 0.4269472 best: 0.4269472 (195) total: 9.01s remaining: 1m 22s 196: learn: 0.4233049 test: 0.4269280 best: 0.4269280 (196) total: 9.06s remaining: 1m 22s 197: learn: 0.4232460 test: 0.4268612 best: 0.4268612 (197) total: 9.11s remaining: 1m 22s 198: learn: 0.4232227 test: 0.4268366 best: 0.4268366 (198) total: 9.17s remaining: 1m 23s 199: learn: 0.4232188 test: 0.4268637 best: 0.4268366 (198) total: 9.25s remaining: 1m 23s 200: learn: 0.4231433 test: 0.4267618 best: 0.4267618 (200) total: 9.31s remaining: 1m 23s 201: learn: 0.4229083 test: 0.4265813 best: 0.4265813 (201) total: 9.38s remaining: 1m 23s 202: learn: 0.4227970 test: 0.4265818 best: 0.4265813 (201) total: 9.43s remaining: 1m 23s 203: learn: 0.4227944 test: 0.4266065 best: 0.4265813 (201) total: 9.47s remaining: 1m 23s 204: learn: 0.4227324 test: 0.4265568 best: 0.4265568 (204) total: 9.52s remaining: 1m 23s 205: learn: 0.4227310 test: 0.4265561 best: 0.4265561 (205) total: 9.57s remaining: 1m 23s 206: learn: 0.4226569 test: 0.4264803 best: 0.4264803 (206) total: 9.62s remaining: 1m 23s 207: learn: 0.4224718 test: 0.4263102 best: 0.4263102 (207) total: 9.67s remaining: 1m 23s 208: learn: 0.4224318 test: 0.4262902 best: 0.4262902 (208) total: 9.72s remaining: 1m 23s 209: learn: 0.4223408 test: 0.4262602 best: 0.4262602 (209) total: 9.77s remaining: 1m 23s 210: learn: 0.4223319 test: 0.4262537 best: 0.4262537 (210) total: 9.81s remaining: 1m 23s 211: learn: 0.4223299 test: 0.4262741 best: 0.4262537 (210) total: 9.86s remaining: 1m 23s 212: learn: 0.4223261 test: 0.4262928 best: 0.4262537 (210) total: 9.9s remaining: 1m 23s 213: learn: 0.4221218 test: 0.4261142 best: 0.4261142 (213) total: 9.95s remaining: 1m 23s 214: learn: 0.4218901 test: 0.4261133 best: 0.4261133 (214) total: 10s remaining: 1m 23s 215: learn: 0.4218269 test: 0.4260952 best: 0.4260952 (215) total: 10.1s remaining: 1m 23s 216: learn: 0.4218241 test: 0.4260975 best: 0.4260952 (215) total: 10.1s remaining: 1m 23s 217: learn: 0.4217195 test: 0.4260408 best: 0.4260408 (217) total: 10.2s remaining: 1m 22s 218: learn: 0.4216939 test: 0.4260570 best: 0.4260408 (217) total: 10.2s remaining: 1m 22s 219: learn: 0.4216281 test: 0.4260259 best: 0.4260259 (219) total: 10.2s remaining: 1m 22s 220: learn: 0.4215112 test: 0.4259885 best: 0.4259885 (220) total: 10.3s remaining: 1m 22s 221: learn: 0.4213979 test: 0.4259458 best: 0.4259458 (221) total: 10.3s remaining: 1m 22s 222: learn: 0.4213578 test: 0.4259269 best: 0.4259269 (222) total: 10.4s remaining: 1m 22s 223: learn: 0.4211471 test: 0.4257867 best: 0.4257867 (223) total: 10.4s remaining: 1m 22s 224: learn: 0.4211450 test: 0.4257970 best: 0.4257867 (223) total: 10.5s remaining: 1m 22s 225: learn: 0.4210382 test: 0.4257743 best: 0.4257743 (225) total: 10.5s remaining: 1m 22s 226: learn: 0.4210364 test: 0.4257873 best: 0.4257743 (225) total: 10.5s remaining: 1m 22s 227: learn: 0.4210121 test: 0.4257728 best: 0.4257728 (227) total: 10.6s remaining: 1m 22s 228: learn: 0.4210106 test: 0.4257811 best: 0.4257728 (227) total: 10.6s remaining: 1m 22s 229: learn: 0.4208735 test: 0.4256967 best: 0.4256967 (229) total: 10.7s remaining: 1m 22s 230: learn: 0.4208704 test: 0.4256966 best: 0.4256966 (230) total: 10.7s remaining: 1m 22s 231: learn: 0.4207280 test: 0.4255594 best: 0.4255594 (231) total: 10.8s remaining: 1m 21s 232: learn: 0.4207074 test: 0.4255464 best: 0.4255464 (232) total: 10.8s remaining: 1m 21s 233: learn: 0.4205944 test: 0.4254653 best: 0.4254653 (233) total: 10.8s remaining: 1m 21s 234: learn: 0.4205934 test: 0.4254839 best: 0.4254653 (233) total: 10.9s remaining: 1m 21s 235: learn: 0.4205658 test: 0.4254670 best: 0.4254653 (233) total: 10.9s remaining: 1m 21s 236: learn: 0.4203857 test: 0.4253749 best: 0.4253749 (236) total: 11s remaining: 1m 21s 237: learn: 0.4203846 test: 0.4253721 best: 0.4253721 (237) total: 11s remaining: 1m 21s 238: learn: 0.4203689 test: 0.4253762 best: 0.4253721 (237) total: 11.1s remaining: 1m 21s 239: learn: 0.4203681 test: 0.4253756 best: 0.4253721 (237) total: 11.1s remaining: 1m 21s 240: learn: 0.4203031 test: 0.4253612 best: 0.4253612 (240) total: 11.2s remaining: 1m 21s 241: learn: 0.4202655 test: 0.4253712 best: 0.4253612 (240) total: 11.2s remaining: 1m 21s 242: learn: 0.4200969 test: 0.4252036 best: 0.4252036 (242) total: 11.3s remaining: 1m 21s 243: learn: 0.4200253 test: 0.4251481 best: 0.4251481 (243) total: 11.3s remaining: 1m 21s 244: learn: 0.4199977 test: 0.4251446 best: 0.4251446 (244) total: 11.4s remaining: 1m 21s 245: learn: 0.4199079 test: 0.4250563 best: 0.4250563 (245) total: 11.4s remaining: 1m 21s 246: learn: 0.4197761 test: 0.4249754 best: 0.4249754 (246) total: 11.4s remaining: 1m 21s 247: learn: 0.4196834 test: 0.4249949 best: 0.4249754 (246) total: 11.5s remaining: 1m 21s 248: learn: 0.4196763 test: 0.4250124 best: 0.4249754 (246) total: 11.5s remaining: 1m 21s 249: learn: 0.4196219 test: 0.4249593 best: 0.4249593 (249) total: 11.6s remaining: 1m 21s 250: learn: 0.4195725 test: 0.4249297 best: 0.4249297 (250) total: 11.6s remaining: 1m 21s 251: learn: 0.4195345 test: 0.4249095 best: 0.4249095 (251) total: 11.7s remaining: 1m 21s 252: learn: 0.4194915 test: 0.4249004 best: 0.4249004 (252) total: 11.8s remaining: 1m 21s 253: learn: 0.4194912 test: 0.4249043 best: 0.4249004 (252) total: 11.8s remaining: 1m 21s 254: learn: 0.4194872 test: 0.4249102 best: 0.4249004 (252) total: 11.9s remaining: 1m 21s 255: learn: 0.4192576 test: 0.4246694 best: 0.4246694 (255) total: 11.9s remaining: 1m 21s 256: learn: 0.4191908 test: 0.4246563 best: 0.4246563 (256) total: 12s remaining: 1m 21s 257: learn: 0.4190512 test: 0.4245303 best: 0.4245303 (257) total: 12s remaining: 1m 21s 258: learn: 0.4189699 test: 0.4245036 best: 0.4245036 (258) total: 12.1s remaining: 1m 21s 259: learn: 0.4189514 test: 0.4245257 best: 0.4245036 (258) total: 12.1s remaining: 1m 21s 260: learn: 0.4189418 test: 0.4245135 best: 0.4245036 (258) total: 12.2s remaining: 1m 21s 261: learn: 0.4187515 test: 0.4244049 best: 0.4244049 (261) total: 12.2s remaining: 1m 21s 262: learn: 0.4186032 test: 0.4242688 best: 0.4242688 (262) total: 12.3s remaining: 1m 21s 263: learn: 0.4185343 test: 0.4242529 best: 0.4242529 (263) total: 12.3s remaining: 1m 21s 264: learn: 0.4185143 test: 0.4242356 best: 0.4242356 (264) total: 12.4s remaining: 1m 21s 265: learn: 0.4184672 test: 0.4242207 best: 0.4242207 (265) total: 12.4s remaining: 1m 21s 266: learn: 0.4184662 test: 0.4242242 best: 0.4242207 (265) total: 12.5s remaining: 1m 20s 267: learn: 0.4184455 test: 0.4242230 best: 0.4242207 (265) total: 12.5s remaining: 1m 20s 268: learn: 0.4184445 test: 0.4242262 best: 0.4242207 (265) total: 12.6s remaining: 1m 20s 269: learn: 0.4184091 test: 0.4242084 best: 0.4242084 (269) total: 12.6s remaining: 1m 20s 270: learn: 0.4182506 test: 0.4240801 best: 0.4240801 (270) total: 12.6s remaining: 1m 20s 271: learn: 0.4182480 test: 0.4240818 best: 0.4240801 (270) total: 12.7s remaining: 1m 20s 272: learn: 0.4182473 test: 0.4240846 best: 0.4240801 (270) total: 12.7s remaining: 1m 20s 273: learn: 0.4182467 test: 0.4240871 best: 0.4240801 (270) total: 12.8s remaining: 1m 20s 274: learn: 0.4182128 test: 0.4240615 best: 0.4240615 (274) total: 12.8s remaining: 1m 20s 275: learn: 0.4181689 test: 0.4240572 best: 0.4240572 (275) total: 12.9s remaining: 1m 20s 276: learn: 0.4181493 test: 0.4240288 best: 0.4240288 (276) total: 12.9s remaining: 1m 20s 277: learn: 0.4181288 test: 0.4240334 best: 0.4240288 (276) total: 13s remaining: 1m 20s 278: learn: 0.4181231 test: 0.4240267 best: 0.4240267 (278) total: 13s remaining: 1m 20s 279: learn: 0.4181160 test: 0.4240343 best: 0.4240267 (278) total: 13.1s remaining: 1m 20s 280: learn: 0.4180814 test: 0.4240467 best: 0.4240267 (278) total: 13.1s remaining: 1m 20s 281: learn: 0.4180804 test: 0.4240443 best: 0.4240267 (278) total: 13.2s remaining: 1m 20s 282: learn: 0.4180027 test: 0.4240104 best: 0.4240104 (282) total: 13.2s remaining: 1m 20s 283: learn: 0.4180015 test: 0.4240139 best: 0.4240104 (282) total: 13.2s remaining: 1m 20s 284: learn: 0.4179978 test: 0.4240218 best: 0.4240104 (282) total: 13.3s remaining: 1m 19s 285: learn: 0.4179274 test: 0.4240239 best: 0.4240104 (282) total: 13.3s remaining: 1m 19s 286: learn: 0.4179125 test: 0.4240122 best: 0.4240104 (282) total: 13.4s remaining: 1m 19s 287: learn: 0.4178491 test: 0.4240280 best: 0.4240104 (282) total: 13.4s remaining: 1m 19s 288: learn: 0.4178072 test: 0.4240079 best: 0.4240079 (288) total: 13.5s remaining: 1m 19s 289: learn: 0.4177996 test: 0.4240032 best: 0.4240032 (289) total: 13.5s remaining: 1m 19s 290: learn: 0.4177989 test: 0.4240046 best: 0.4240032 (289) total: 13.6s remaining: 1m 19s 291: learn: 0.4177946 test: 0.4240122 best: 0.4240032 (289) total: 13.6s remaining: 1m 19s 292: learn: 0.4177864 test: 0.4240314 best: 0.4240032 (289) total: 13.7s remaining: 1m 19s 293: learn: 0.4177759 test: 0.4240284 best: 0.4240032 (289) total: 13.7s remaining: 1m 19s 294: learn: 0.4177743 test: 0.4240303 best: 0.4240032 (289) total: 13.8s remaining: 1m 19s 295: learn: 0.4177654 test: 0.4240208 best: 0.4240032 (289) total: 13.8s remaining: 1m 19s 296: learn: 0.4177573 test: 0.4240394 best: 0.4240032 (289) total: 13.9s remaining: 1m 19s 297: learn: 0.4177468 test: 0.4240419 best: 0.4240032 (289) total: 13.9s remaining: 1m 19s 298: learn: 0.4177425 test: 0.4240380 best: 0.4240032 (289) total: 14s remaining: 1m 19s 299: learn: 0.4177396 test: 0.4240404 best: 0.4240032 (289) total: 14s remaining: 1m 19s 300: learn: 0.4175800 test: 0.4240067 best: 0.4240032 (289) total: 14.1s remaining: 1m 19s 301: learn: 0.4175795 test: 0.4240062 best: 0.4240032 (289) total: 14.1s remaining: 1m 19s 302: learn: 0.4175371 test: 0.4239524 best: 0.4239524 (302) total: 14.2s remaining: 1m 19s 303: learn: 0.4173995 test: 0.4238666 best: 0.4238666 (303) total: 14.2s remaining: 1m 19s 304: learn: 0.4173125 test: 0.4238254 best: 0.4238254 (304) total: 14.3s remaining: 1m 19s 305: learn: 0.4173093 test: 0.4238241 best: 0.4238241 (305) total: 14.3s remaining: 1m 19s 306: learn: 0.4172012 test: 0.4237498 best: 0.4237498 (306) total: 14.3s remaining: 1m 19s 307: learn: 0.4171432 test: 0.4237256 best: 0.4237256 (307) total: 14.4s remaining: 1m 18s 308: learn: 0.4169467 test: 0.4236386 best: 0.4236386 (308) total: 14.4s remaining: 1m 18s 309: learn: 0.4169453 test: 0.4236399 best: 0.4236386 (308) total: 14.4s remaining: 1m 18s 310: learn: 0.4169404 test: 0.4236370 best: 0.4236370 (310) total: 14.5s remaining: 1m 18s 311: learn: 0.4169181 test: 0.4236464 best: 0.4236370 (310) total: 14.5s remaining: 1m 18s 312: learn: 0.4168660 test: 0.4236413 best: 0.4236370 (310) total: 14.6s remaining: 1m 18s 313: learn: 0.4168655 test: 0.4236396 best: 0.4236370 (310) total: 14.6s remaining: 1m 18s 314: learn: 0.4168612 test: 0.4236356 best: 0.4236356 (314) total: 14.7s remaining: 1m 18s 315: learn: 0.4168014 test: 0.4236287 best: 0.4236287 (315) total: 14.7s remaining: 1m 18s 316: learn: 0.4166864 test: 0.4235113 best: 0.4235113 (316) total: 14.8s remaining: 1m 18s 317: learn: 0.4166828 test: 0.4235080 best: 0.4235080 (317) total: 14.8s remaining: 1m 18s 318: learn: 0.4164684 test: 0.4232320 best: 0.4232320 (318) total: 14.8s remaining: 1m 18s 319: learn: 0.4164670 test: 0.4232320 best: 0.4232320 (319) total: 14.9s remaining: 1m 18s 320: learn: 0.4164304 test: 0.4231987 best: 0.4231987 (320) total: 14.9s remaining: 1m 18s 321: learn: 0.4164256 test: 0.4231989 best: 0.4231987 (320) total: 15s remaining: 1m 18s 322: learn: 0.4164127 test: 0.4232141 best: 0.4231987 (320) total: 15s remaining: 1m 17s 323: learn: 0.4164048 test: 0.4232117 best: 0.4231987 (320) total: 15.1s remaining: 1m 17s 324: learn: 0.4163914 test: 0.4232102 best: 0.4231987 (320) total: 15.1s remaining: 1m 17s 325: learn: 0.4163900 test: 0.4232106 best: 0.4231987 (320) total: 15.1s remaining: 1m 17s 326: learn: 0.4163898 test: 0.4232087 best: 0.4231987 (320) total: 15.2s remaining: 1m 17s 327: learn: 0.4163884 test: 0.4232057 best: 0.4231987 (320) total: 15.2s remaining: 1m 17s 328: learn: 0.4163876 test: 0.4232063 best: 0.4231987 (320) total: 15.3s remaining: 1m 17s 329: learn: 0.4161535 test: 0.4229714 best: 0.4229714 (329) total: 15.3s remaining: 1m 17s 330: learn: 0.4161484 test: 0.4229732 best: 0.4229714 (329) total: 15.3s remaining: 1m 17s 331: learn: 0.4161442 test: 0.4229483 best: 0.4229483 (331) total: 15.4s remaining: 1m 17s 332: learn: 0.4161432 test: 0.4229487 best: 0.4229483 (331) total: 15.4s remaining: 1m 17s 333: learn: 0.4160486 test: 0.4228600 best: 0.4228600 (333) total: 15.4s remaining: 1m 17s 334: learn: 0.4160482 test: 0.4228582 best: 0.4228582 (334) total: 15.5s remaining: 1m 16s 335: learn: 0.4160352 test: 0.4228487 best: 0.4228487 (335) total: 15.5s remaining: 1m 16s 336: learn: 0.4160262 test: 0.4228549 best: 0.4228487 (335) total: 15.6s remaining: 1m 16s 337: learn: 0.4157758 test: 0.4226890 best: 0.4226890 (337) total: 15.6s remaining: 1m 16s 338: learn: 0.4156544 test: 0.4225688 best: 0.4225688 (338) total: 15.7s remaining: 1m 16s 339: learn: 0.4156542 test: 0.4225677 best: 0.4225677 (339) total: 15.7s remaining: 1m 16s 340: learn: 0.4156471 test: 0.4225655 best: 0.4225655 (340) total: 15.8s remaining: 1m 16s 341: learn: 0.4156198 test: 0.4225617 best: 0.4225617 (341) total: 15.8s remaining: 1m 16s 342: learn: 0.4154267 test: 0.4223240 best: 0.4223240 (342) total: 15.9s remaining: 1m 16s 343: learn: 0.4154133 test: 0.4223266 best: 0.4223240 (342) total: 15.9s remaining: 1m 16s 344: learn: 0.4153187 test: 0.4222590 best: 0.4222590 (344) total: 16s remaining: 1m 16s 345: learn: 0.4153179 test: 0.4222593 best: 0.4222590 (344) total: 16s remaining: 1m 16s 346: learn: 0.4153174 test: 0.4222594 best: 0.4222590 (344) total: 16.1s remaining: 1m 16s 347: learn: 0.4151677 test: 0.4222249 best: 0.4222249 (347) total: 16.1s remaining: 1m 16s 348: learn: 0.4151674 test: 0.4222274 best: 0.4222249 (347) total: 16.2s remaining: 1m 16s 349: learn: 0.4151438 test: 0.4222147 best: 0.4222147 (349) total: 16.2s remaining: 1m 16s 350: learn: 0.4150828 test: 0.4221471 best: 0.4221471 (350) total: 16.3s remaining: 1m 16s 351: learn: 0.4150679 test: 0.4221422 best: 0.4221422 (351) total: 16.3s remaining: 1m 16s 352: learn: 0.4150667 test: 0.4221427 best: 0.4221422 (351) total: 16.4s remaining: 1m 16s 353: learn: 0.4150564 test: 0.4221394 best: 0.4221394 (353) total: 16.4s remaining: 1m 16s 354: learn: 0.4150442 test: 0.4221668 best: 0.4221394 (353) total: 16.4s remaining: 1m 16s 355: learn: 0.4150434 test: 0.4221672 best: 0.4221394 (353) total: 16.5s remaining: 1m 16s 356: learn: 0.4150428 test: 0.4221677 best: 0.4221394 (353) total: 16.5s remaining: 1m 16s 357: learn: 0.4150306 test: 0.4221694 best: 0.4221394 (353) total: 16.6s remaining: 1m 15s 358: learn: 0.4150204 test: 0.4221730 best: 0.4221394 (353) total: 16.6s remaining: 1m 15s 359: learn: 0.4149501 test: 0.4221321 best: 0.4221321 (359) total: 16.6s remaining: 1m 15s 360: learn: 0.4147034 test: 0.4220566 best: 0.4220566 (360) total: 16.7s remaining: 1m 15s 361: learn: 0.4147033 test: 0.4220560 best: 0.4220560 (361) total: 16.7s remaining: 1m 15s 362: learn: 0.4146977 test: 0.4220686 best: 0.4220560 (361) total: 16.8s remaining: 1m 15s 363: learn: 0.4146859 test: 0.4220603 best: 0.4220560 (361) total: 16.8s remaining: 1m 15s 364: learn: 0.4146812 test: 0.4220601 best: 0.4220560 (361) total: 16.9s remaining: 1m 15s 365: learn: 0.4146477 test: 0.4220421 best: 0.4220421 (365) total: 16.9s remaining: 1m 15s 366: learn: 0.4146398 test: 0.4220377 best: 0.4220377 (366) total: 17s remaining: 1m 15s 367: learn: 0.4145769 test: 0.4220154 best: 0.4220154 (367) total: 17s remaining: 1m 15s 368: learn: 0.4145616 test: 0.4219968 best: 0.4219968 (368) total: 17.1s remaining: 1m 15s 369: learn: 0.4145503 test: 0.4219943 best: 0.4219943 (369) total: 17.1s remaining: 1m 15s 370: learn: 0.4145446 test: 0.4219913 best: 0.4219913 (370) total: 17.2s remaining: 1m 15s 371: learn: 0.4145147 test: 0.4219777 best: 0.4219777 (371) total: 17.2s remaining: 1m 15s 372: learn: 0.4145075 test: 0.4219762 best: 0.4219762 (372) total: 17.2s remaining: 1m 15s 373: learn: 0.4144056 test: 0.4219019 best: 0.4219019 (373) total: 17.3s remaining: 1m 15s 374: learn: 0.4143998 test: 0.4219009 best: 0.4219009 (374) total: 17.3s remaining: 1m 15s 375: learn: 0.4141385 test: 0.4215830 best: 0.4215830 (375) total: 17.4s remaining: 1m 14s 376: learn: 0.4141241 test: 0.4215666 best: 0.4215666 (376) total: 17.4s remaining: 1m 14s 377: learn: 0.4141139 test: 0.4215854 best: 0.4215666 (376) total: 17.4s remaining: 1m 14s 378: learn: 0.4141131 test: 0.4215858 best: 0.4215666 (376) total: 17.5s remaining: 1m 14s 379: learn: 0.4141124 test: 0.4215863 best: 0.4215666 (376) total: 17.5s remaining: 1m 14s 380: learn: 0.4141093 test: 0.4215869 best: 0.4215666 (376) total: 17.6s remaining: 1m 14s 381: learn: 0.4140198 test: 0.4215322 best: 0.4215322 (381) total: 17.6s remaining: 1m 14s 382: learn: 0.4139809 test: 0.4214775 best: 0.4214775 (382) total: 17.7s remaining: 1m 14s 383: learn: 0.4139805 test: 0.4214779 best: 0.4214775 (382) total: 17.7s remaining: 1m 14s 384: learn: 0.4137996 test: 0.4213006 best: 0.4213006 (384) total: 17.8s remaining: 1m 14s 385: learn: 0.4136861 test: 0.4212468 best: 0.4212468 (385) total: 17.8s remaining: 1m 14s 386: learn: 0.4136022 test: 0.4211469 best: 0.4211469 (386) total: 17.9s remaining: 1m 14s 387: learn: 0.4135244 test: 0.4211497 best: 0.4211469 (386) total: 18s remaining: 1m 14s 388: learn: 0.4134723 test: 0.4211281 best: 0.4211281 (388) total: 18s remaining: 1m 14s 389: learn: 0.4134716 test: 0.4211284 best: 0.4211281 (388) total: 18.1s remaining: 1m 14s 390: learn: 0.4134713 test: 0.4211287 best: 0.4211281 (388) total: 18.1s remaining: 1m 14s 391: learn: 0.4134687 test: 0.4211238 best: 0.4211238 (391) total: 18.1s remaining: 1m 14s 392: learn: 0.4134231 test: 0.4211468 best: 0.4211238 (391) total: 18.2s remaining: 1m 14s 393: learn: 0.4134127 test: 0.4211426 best: 0.4211238 (391) total: 18.2s remaining: 1m 14s 394: learn: 0.4133131 test: 0.4210774 best: 0.4210774 (394) total: 18.3s remaining: 1m 14s 395: learn: 0.4132983 test: 0.4210796 best: 0.4210774 (394) total: 18.3s remaining: 1m 14s 396: learn: 0.4132861 test: 0.4210581 best: 0.4210581 (396) total: 18.4s remaining: 1m 14s 397: learn: 0.4132815 test: 0.4210597 best: 0.4210581 (396) total: 18.4s remaining: 1m 14s 398: learn: 0.4132790 test: 0.4210704 best: 0.4210581 (396) total: 18.5s remaining: 1m 14s 399: learn: 0.4132743 test: 0.4210713 best: 0.4210581 (396) total: 18.5s remaining: 1m 14s 400: learn: 0.4132668 test: 0.4210600 best: 0.4210581 (396) total: 18.6s remaining: 1m 14s 401: learn: 0.4132612 test: 0.4210628 best: 0.4210581 (396) total: 18.6s remaining: 1m 14s 402: learn: 0.4132115 test: 0.4210579 best: 0.4210579 (402) total: 18.7s remaining: 1m 13s 403: learn: 0.4132109 test: 0.4210581 best: 0.4210579 (402) total: 18.7s remaining: 1m 13s 404: learn: 0.4131290 test: 0.4210402 best: 0.4210402 (404) total: 18.7s remaining: 1m 13s 405: learn: 0.4131014 test: 0.4210175 best: 0.4210175 (405) total: 18.8s remaining: 1m 13s 406: learn: 0.4130723 test: 0.4210196 best: 0.4210175 (405) total: 18.8s remaining: 1m 13s 407: learn: 0.4130714 test: 0.4210197 best: 0.4210175 (405) total: 18.9s remaining: 1m 13s 408: learn: 0.4130694 test: 0.4210181 best: 0.4210175 (405) total: 18.9s remaining: 1m 13s 409: learn: 0.4130613 test: 0.4210042 best: 0.4210042 (409) total: 19s remaining: 1m 13s 410: learn: 0.4130044 test: 0.4209563 best: 0.4209563 (410) total: 19s remaining: 1m 13s 411: learn: 0.4130039 test: 0.4209552 best: 0.4209552 (411) total: 19.1s remaining: 1m 13s 412: learn: 0.4129820 test: 0.4209390 best: 0.4209390 (412) total: 19.1s remaining: 1m 13s 413: learn: 0.4129708 test: 0.4209399 best: 0.4209390 (412) total: 19.2s remaining: 1m 13s 414: learn: 0.4129206 test: 0.4208830 best: 0.4208830 (414) total: 19.2s remaining: 1m 13s 415: learn: 0.4128786 test: 0.4208621 best: 0.4208621 (415) total: 19.3s remaining: 1m 13s 416: learn: 0.4128736 test: 0.4208640 best: 0.4208621 (415) total: 19.3s remaining: 1m 13s 417: learn: 0.4128549 test: 0.4208447 best: 0.4208447 (417) total: 19.4s remaining: 1m 13s 418: learn: 0.4128443 test: 0.4208467 best: 0.4208447 (417) total: 19.4s remaining: 1m 13s 419: learn: 0.4128403 test: 0.4208527 best: 0.4208447 (417) total: 19.4s remaining: 1m 13s 420: learn: 0.4127317 test: 0.4208013 best: 0.4208013 (420) total: 19.5s remaining: 1m 13s 421: learn: 0.4127289 test: 0.4208035 best: 0.4208013 (420) total: 19.5s remaining: 1m 13s 422: learn: 0.4127203 test: 0.4208073 best: 0.4208013 (420) total: 19.6s remaining: 1m 12s 423: learn: 0.4127102 test: 0.4207998 best: 0.4207998 (423) total: 19.6s remaining: 1m 12s 424: learn: 0.4126173 test: 0.4207874 best: 0.4207874 (424) total: 19.7s remaining: 1m 12s 425: learn: 0.4124284 test: 0.4206346 best: 0.4206346 (425) total: 19.7s remaining: 1m 12s 426: learn: 0.4124196 test: 0.4206077 best: 0.4206077 (426) total: 19.7s remaining: 1m 12s 427: learn: 0.4124190 test: 0.4206074 best: 0.4206074 (427) total: 19.8s remaining: 1m 12s 428: learn: 0.4124139 test: 0.4206084 best: 0.4206074 (427) total: 19.8s remaining: 1m 12s 429: learn: 0.4124007 test: 0.4205926 best: 0.4205926 (429) total: 19.9s remaining: 1m 12s 430: learn: 0.4124005 test: 0.4205926 best: 0.4205926 (429) total: 19.9s remaining: 1m 12s 431: learn: 0.4123614 test: 0.4205917 best: 0.4205917 (431) total: 20s remaining: 1m 12s 432: learn: 0.4123153 test: 0.4205525 best: 0.4205525 (432) total: 20s remaining: 1m 12s 433: learn: 0.4123025 test: 0.4205496 best: 0.4205496 (433) total: 20.1s remaining: 1m 12s 434: learn: 0.4122589 test: 0.4205084 best: 0.4205084 (434) total: 20.1s remaining: 1m 12s 435: learn: 0.4122554 test: 0.4205095 best: 0.4205084 (434) total: 20.2s remaining: 1m 12s 436: learn: 0.4122321 test: 0.4205043 best: 0.4205043 (436) total: 20.2s remaining: 1m 12s 437: learn: 0.4122173 test: 0.4205018 best: 0.4205018 (437) total: 20.3s remaining: 1m 12s 438: learn: 0.4121003 test: 0.4204290 best: 0.4204290 (438) total: 20.3s remaining: 1m 12s 439: learn: 0.4120971 test: 0.4204267 best: 0.4204267 (439) total: 20.4s remaining: 1m 12s 440: learn: 0.4120261 test: 0.4204029 best: 0.4204029 (440) total: 20.4s remaining: 1m 12s 441: learn: 0.4120259 test: 0.4204021 best: 0.4204021 (441) total: 20.5s remaining: 1m 12s 442: learn: 0.4117301 test: 0.4198806 best: 0.4198806 (442) total: 20.5s remaining: 1m 12s 443: learn: 0.4117280 test: 0.4198806 best: 0.4198806 (442) total: 20.6s remaining: 1m 12s 444: learn: 0.4117185 test: 0.4198831 best: 0.4198806 (442) total: 20.6s remaining: 1m 12s 445: learn: 0.4117154 test: 0.4198840 best: 0.4198806 (442) total: 20.7s remaining: 1m 12s 446: learn: 0.4117077 test: 0.4198714 best: 0.4198714 (446) total: 20.7s remaining: 1m 12s 447: learn: 0.4117076 test: 0.4198706 best: 0.4198706 (447) total: 20.8s remaining: 1m 11s 448: learn: 0.4116336 test: 0.4198627 best: 0.4198627 (448) total: 20.8s remaining: 1m 11s 449: learn: 0.4115990 test: 0.4198576 best: 0.4198576 (449) total: 20.9s remaining: 1m 11s 450: learn: 0.4115989 test: 0.4198569 best: 0.4198569 (450) total: 20.9s remaining: 1m 11s 451: learn: 0.4115556 test: 0.4198913 best: 0.4198569 (450) total: 20.9s remaining: 1m 11s 452: learn: 0.4115500 test: 0.4198913 best: 0.4198569 (450) total: 21s remaining: 1m 11s 453: learn: 0.4115473 test: 0.4198914 best: 0.4198569 (450) total: 21s remaining: 1m 11s 454: learn: 0.4115404 test: 0.4198886 best: 0.4198569 (450) total: 21.1s remaining: 1m 11s 455: learn: 0.4115389 test: 0.4198967 best: 0.4198569 (450) total: 21.1s remaining: 1m 11s 456: learn: 0.4115385 test: 0.4198959 best: 0.4198569 (450) total: 21.2s remaining: 1m 11s 457: learn: 0.4115315 test: 0.4198896 best: 0.4198569 (450) total: 21.2s remaining: 1m 11s 458: learn: 0.4115314 test: 0.4198890 best: 0.4198569 (450) total: 21.2s remaining: 1m 11s 459: learn: 0.4115258 test: 0.4198817 best: 0.4198569 (450) total: 21.3s remaining: 1m 11s 460: learn: 0.4114846 test: 0.4198562 best: 0.4198562 (460) total: 21.3s remaining: 1m 11s 461: learn: 0.4114723 test: 0.4198488 best: 0.4198488 (461) total: 21.4s remaining: 1m 11s 462: learn: 0.4114722 test: 0.4198482 best: 0.4198482 (462) total: 21.4s remaining: 1m 11s 463: learn: 0.4114385 test: 0.4198388 best: 0.4198388 (463) total: 21.4s remaining: 1m 10s 464: learn: 0.4114224 test: 0.4198309 best: 0.4198309 (464) total: 21.5s remaining: 1m 10s 465: learn: 0.4114186 test: 0.4198260 best: 0.4198260 (465) total: 21.5s remaining: 1m 10s 466: learn: 0.4113547 test: 0.4197961 best: 0.4197961 (466) total: 21.6s remaining: 1m 10s 467: learn: 0.4111725 test: 0.4196288 best: 0.4196288 (467) total: 21.6s remaining: 1m 10s 468: learn: 0.4111531 test: 0.4196308 best: 0.4196288 (467) total: 21.7s remaining: 1m 10s 469: learn: 0.4110914 test: 0.4196068 best: 0.4196068 (469) total: 21.7s remaining: 1m 10s 470: learn: 0.4110208 test: 0.4195285 best: 0.4195285 (470) total: 21.8s remaining: 1m 10s 471: learn: 0.4110167 test: 0.4195311 best: 0.4195285 (470) total: 21.8s remaining: 1m 10s 472: learn: 0.4110161 test: 0.4195347 best: 0.4195285 (470) total: 21.9s remaining: 1m 10s 473: learn: 0.4110139 test: 0.4195348 best: 0.4195285 (470) total: 21.9s remaining: 1m 10s 474: learn: 0.4110004 test: 0.4195194 best: 0.4195194 (474) total: 22s remaining: 1m 10s 475: learn: 0.4109981 test: 0.4195221 best: 0.4195194 (474) total: 22s remaining: 1m 10s 476: learn: 0.4109941 test: 0.4195244 best: 0.4195194 (474) total: 22.1s remaining: 1m 10s 477: learn: 0.4109767 test: 0.4195245 best: 0.4195194 (474) total: 22.1s remaining: 1m 10s 478: learn: 0.4108509 test: 0.4193786 best: 0.4193786 (478) total: 22.2s remaining: 1m 10s 479: learn: 0.4108374 test: 0.4193734 best: 0.4193734 (479) total: 22.2s remaining: 1m 10s 480: learn: 0.4108077 test: 0.4193433 best: 0.4193433 (480) total: 22.3s remaining: 1m 10s 481: learn: 0.4108075 test: 0.4193435 best: 0.4193433 (480) total: 22.3s remaining: 1m 10s 482: learn: 0.4107451 test: 0.4192847 best: 0.4192847 (482) total: 22.4s remaining: 1m 10s 483: learn: 0.4107438 test: 0.4192868 best: 0.4192847 (482) total: 22.4s remaining: 1m 10s 484: learn: 0.4107397 test: 0.4192864 best: 0.4192847 (482) total: 22.5s remaining: 1m 10s 485: learn: 0.4107396 test: 0.4192857 best: 0.4192847 (482) total: 22.5s remaining: 1m 10s 486: learn: 0.4107346 test: 0.4192866 best: 0.4192847 (482) total: 22.6s remaining: 1m 10s 487: learn: 0.4107271 test: 0.4192840 best: 0.4192840 (487) total: 22.6s remaining: 1m 10s 488: learn: 0.4106872 test: 0.4192640 best: 0.4192640 (488) total: 22.7s remaining: 1m 10s 489: learn: 0.4106744 test: 0.4192681 best: 0.4192640 (488) total: 22.7s remaining: 1m 10s 490: learn: 0.4106718 test: 0.4192645 best: 0.4192640 (488) total: 22.8s remaining: 1m 10s 491: learn: 0.4106671 test: 0.4192578 best: 0.4192578 (491) total: 22.8s remaining: 1m 10s 492: learn: 0.4106664 test: 0.4192625 best: 0.4192578 (491) total: 22.9s remaining: 1m 9s 493: learn: 0.4106019 test: 0.4192681 best: 0.4192578 (491) total: 22.9s remaining: 1m 9s 494: learn: 0.4105762 test: 0.4192655 best: 0.4192578 (491) total: 23s remaining: 1m 9s 495: learn: 0.4105750 test: 0.4192655 best: 0.4192578 (491) total: 23s remaining: 1m 9s 496: learn: 0.4105737 test: 0.4192656 best: 0.4192578 (491) total: 23.1s remaining: 1m 9s 497: learn: 0.4105714 test: 0.4192688 best: 0.4192578 (491) total: 23.1s remaining: 1m 9s 498: learn: 0.4104612 test: 0.4191600 best: 0.4191600 (498) total: 23.2s remaining: 1m 9s 499: learn: 0.4104521 test: 0.4191545 best: 0.4191545 (499) total: 23.2s remaining: 1m 9s 500: learn: 0.4104063 test: 0.4191358 best: 0.4191358 (500) total: 23.3s remaining: 1m 9s 501: learn: 0.4102277 test: 0.4189609 best: 0.4189609 (501) total: 23.3s remaining: 1m 9s 502: learn: 0.4102267 test: 0.4189610 best: 0.4189609 (501) total: 23.4s remaining: 1m 9s 503: learn: 0.4102259 test: 0.4189641 best: 0.4189609 (501) total: 23.4s remaining: 1m 9s 504: learn: 0.4102216 test: 0.4189629 best: 0.4189609 (501) total: 23.4s remaining: 1m 9s 505: learn: 0.4102064 test: 0.4189612 best: 0.4189609 (501) total: 23.5s remaining: 1m 9s 506: learn: 0.4102057 test: 0.4189611 best: 0.4189609 (501) total: 23.5s remaining: 1m 9s 507: learn: 0.4101856 test: 0.4189439 best: 0.4189439 (507) total: 23.6s remaining: 1m 9s 508: learn: 0.4101853 test: 0.4189424 best: 0.4189424 (508) total: 23.6s remaining: 1m 9s 509: learn: 0.4101846 test: 0.4189427 best: 0.4189424 (508) total: 23.7s remaining: 1m 9s 510: learn: 0.4101669 test: 0.4189390 best: 0.4189390 (510) total: 23.8s remaining: 1m 9s 511: learn: 0.4101601 test: 0.4189271 best: 0.4189271 (511) total: 23.8s remaining: 1m 9s 512: learn: 0.4100926 test: 0.4189054 best: 0.4189054 (512) total: 23.9s remaining: 1m 9s 513: learn: 0.4100845 test: 0.4188996 best: 0.4188996 (513) total: 23.9s remaining: 1m 9s 514: learn: 0.4100296 test: 0.4188728 best: 0.4188728 (514) total: 24s remaining: 1m 9s 515: learn: 0.4100295 test: 0.4188715 best: 0.4188715 (515) total: 24s remaining: 1m 9s 516: learn: 0.4100150 test: 0.4188651 best: 0.4188651 (516) total: 24.1s remaining: 1m 9s 517: learn: 0.4100145 test: 0.4188648 best: 0.4188648 (517) total: 24.1s remaining: 1m 9s 518: learn: 0.4100016 test: 0.4188595 best: 0.4188595 (518) total: 24.2s remaining: 1m 9s 519: learn: 0.4099971 test: 0.4188553 best: 0.4188553 (519) total: 24.2s remaining: 1m 8s 520: learn: 0.4099970 test: 0.4188546 best: 0.4188546 (520) total: 24.3s remaining: 1m 8s 521: learn: 0.4099866 test: 0.4188801 best: 0.4188546 (520) total: 24.3s remaining: 1m 8s 522: learn: 0.4099863 test: 0.4188812 best: 0.4188546 (520) total: 24.4s remaining: 1m 8s 523: learn: 0.4099622 test: 0.4188912 best: 0.4188546 (520) total: 24.4s remaining: 1m 8s 524: learn: 0.4098877 test: 0.4188629 best: 0.4188546 (520) total: 24.5s remaining: 1m 8s 525: learn: 0.4098739 test: 0.4188611 best: 0.4188546 (520) total: 24.6s remaining: 1m 8s 526: learn: 0.4098123 test: 0.4189112 best: 0.4188546 (520) total: 24.6s remaining: 1m 8s 527: learn: 0.4098105 test: 0.4189074 best: 0.4188546 (520) total: 24.7s remaining: 1m 8s 528: learn: 0.4098058 test: 0.4189073 best: 0.4188546 (520) total: 24.7s remaining: 1m 8s 529: learn: 0.4098040 test: 0.4189088 best: 0.4188546 (520) total: 24.8s remaining: 1m 8s 530: learn: 0.4098039 test: 0.4189102 best: 0.4188546 (520) total: 24.8s remaining: 1m 8s 531: learn: 0.4098037 test: 0.4189099 best: 0.4188546 (520) total: 24.9s remaining: 1m 8s 532: learn: 0.4098020 test: 0.4189117 best: 0.4188546 (520) total: 24.9s remaining: 1m 8s 533: learn: 0.4098015 test: 0.4189074 best: 0.4188546 (520) total: 25s remaining: 1m 8s 534: learn: 0.4097926 test: 0.4188976 best: 0.4188546 (520) total: 25.1s remaining: 1m 8s 535: learn: 0.4097925 test: 0.4188966 best: 0.4188546 (520) total: 25.2s remaining: 1m 8s 536: learn: 0.4097924 test: 0.4188958 best: 0.4188546 (520) total: 25.2s remaining: 1m 8s 537: learn: 0.4097917 test: 0.4188970 best: 0.4188546 (520) total: 25.3s remaining: 1m 8s 538: learn: 0.4097828 test: 0.4188981 best: 0.4188546 (520) total: 25.3s remaining: 1m 8s 539: learn: 0.4097712 test: 0.4188987 best: 0.4188546 (520) total: 25.4s remaining: 1m 8s 540: learn: 0.4096590 test: 0.4188528 best: 0.4188528 (540) total: 25.4s remaining: 1m 8s 541: learn: 0.4096589 test: 0.4188533 best: 0.4188528 (540) total: 25.5s remaining: 1m 8s 542: learn: 0.4096214 test: 0.4188317 best: 0.4188317 (542) total: 25.5s remaining: 1m 8s 543: learn: 0.4096194 test: 0.4188379 best: 0.4188317 (542) total: 25.6s remaining: 1m 8s 544: learn: 0.4096017 test: 0.4188394 best: 0.4188317 (542) total: 25.6s remaining: 1m 8s 545: learn: 0.4095616 test: 0.4188513 best: 0.4188317 (542) total: 25.6s remaining: 1m 8s 546: learn: 0.4095505 test: 0.4188559 best: 0.4188317 (542) total: 25.7s remaining: 1m 8s 547: learn: 0.4094929 test: 0.4188716 best: 0.4188317 (542) total: 25.7s remaining: 1m 8s 548: learn: 0.4094919 test: 0.4188803 best: 0.4188317 (542) total: 25.8s remaining: 1m 8s 549: learn: 0.4093924 test: 0.4187695 best: 0.4187695 (549) total: 25.8s remaining: 1m 8s 550: learn: 0.4093900 test: 0.4187711 best: 0.4187695 (549) total: 25.8s remaining: 1m 7s 551: learn: 0.4093775 test: 0.4187691 best: 0.4187691 (551) total: 25.9s remaining: 1m 7s 552: learn: 0.4092438 test: 0.4185981 best: 0.4185981 (552) total: 25.9s remaining: 1m 7s 553: learn: 0.4092236 test: 0.4185920 best: 0.4185920 (553) total: 26s remaining: 1m 7s 554: learn: 0.4092219 test: 0.4185914 best: 0.4185914 (554) total: 26s remaining: 1m 7s 555: learn: 0.4092128 test: 0.4185971 best: 0.4185914 (554) total: 26.1s remaining: 1m 7s 556: learn: 0.4092068 test: 0.4185957 best: 0.4185914 (554) total: 26.1s remaining: 1m 7s 557: learn: 0.4092067 test: 0.4185942 best: 0.4185914 (554) total: 26.1s remaining: 1m 7s 558: learn: 0.4092043 test: 0.4185997 best: 0.4185914 (554) total: 26.2s remaining: 1m 7s 559: learn: 0.4092013 test: 0.4186232 best: 0.4185914 (554) total: 26.2s remaining: 1m 7s 560: learn: 0.4091182 test: 0.4185546 best: 0.4185546 (560) total: 26.3s remaining: 1m 7s 561: learn: 0.4090926 test: 0.4185507 best: 0.4185507 (561) total: 26.3s remaining: 1m 7s 562: learn: 0.4090925 test: 0.4185487 best: 0.4185487 (562) total: 26.4s remaining: 1m 7s 563: learn: 0.4090923 test: 0.4185482 best: 0.4185482 (563) total: 26.4s remaining: 1m 7s 564: learn: 0.4090909 test: 0.4185460 best: 0.4185460 (564) total: 26.4s remaining: 1m 7s 565: learn: 0.4090875 test: 0.4185413 best: 0.4185413 (565) total: 26.5s remaining: 1m 7s 566: learn: 0.4090864 test: 0.4185414 best: 0.4185413 (565) total: 26.5s remaining: 1m 7s 567: learn: 0.4090863 test: 0.4185389 best: 0.4185389 (567) total: 26.6s remaining: 1m 7s 568: learn: 0.4090193 test: 0.4185733 best: 0.4185389 (567) total: 26.7s remaining: 1m 7s 569: learn: 0.4090179 test: 0.4185739 best: 0.4185389 (567) total: 26.7s remaining: 1m 7s 570: learn: 0.4090133 test: 0.4185719 best: 0.4185389 (567) total: 26.8s remaining: 1m 6s 571: learn: 0.4089954 test: 0.4185733 best: 0.4185389 (567) total: 26.8s remaining: 1m 6s 572: learn: 0.4089413 test: 0.4185729 best: 0.4185389 (567) total: 26.9s remaining: 1m 6s 573: learn: 0.4089413 test: 0.4185738 best: 0.4185389 (567) total: 26.9s remaining: 1m 6s 574: learn: 0.4089371 test: 0.4185828 best: 0.4185389 (567) total: 26.9s remaining: 1m 6s 575: learn: 0.4089370 test: 0.4185823 best: 0.4185389 (567) total: 27s remaining: 1m 6s 576: learn: 0.4089299 test: 0.4185906 best: 0.4185389 (567) total: 27s remaining: 1m 6s 577: learn: 0.4087249 test: 0.4185244 best: 0.4185244 (577) total: 27.1s remaining: 1m 6s 578: learn: 0.4087204 test: 0.4185241 best: 0.4185241 (578) total: 27.1s remaining: 1m 6s 579: learn: 0.4087203 test: 0.4185221 best: 0.4185221 (579) total: 27.2s remaining: 1m 6s 580: learn: 0.4087179 test: 0.4185238 best: 0.4185221 (579) total: 27.2s remaining: 1m 6s 581: learn: 0.4086234 test: 0.4184213 best: 0.4184213 (581) total: 27.2s remaining: 1m 6s 582: learn: 0.4086155 test: 0.4184110 best: 0.4184110 (582) total: 27.3s remaining: 1m 6s 583: learn: 0.4086135 test: 0.4184097 best: 0.4184097 (583) total: 27.3s remaining: 1m 6s 584: learn: 0.4085773 test: 0.4183906 best: 0.4183906 (584) total: 27.4s remaining: 1m 6s 585: learn: 0.4085772 test: 0.4183888 best: 0.4183888 (585) total: 27.4s remaining: 1m 6s 586: learn: 0.4085769 test: 0.4183871 best: 0.4183871 (586) total: 27.5s remaining: 1m 6s 587: learn: 0.4085766 test: 0.4183872 best: 0.4183871 (586) total: 27.5s remaining: 1m 6s 588: learn: 0.4085754 test: 0.4183872 best: 0.4183871 (586) total: 27.6s remaining: 1m 6s 589: learn: 0.4085622 test: 0.4183873 best: 0.4183871 (586) total: 27.6s remaining: 1m 5s 590: learn: 0.4085609 test: 0.4183872 best: 0.4183871 (586) total: 27.7s remaining: 1m 5s 591: learn: 0.4085607 test: 0.4183857 best: 0.4183857 (591) total: 27.7s remaining: 1m 5s 592: learn: 0.4085606 test: 0.4183844 best: 0.4183844 (592) total: 27.7s remaining: 1m 5s 593: learn: 0.4085299 test: 0.4183605 best: 0.4183605 (593) total: 27.8s remaining: 1m 5s 594: learn: 0.4085266 test: 0.4183568 best: 0.4183568 (594) total: 27.8s remaining: 1m 5s 595: learn: 0.4084971 test: 0.4183613 best: 0.4183568 (594) total: 27.9s remaining: 1m 5s 596: learn: 0.4084947 test: 0.4183611 best: 0.4183568 (594) total: 27.9s remaining: 1m 5s 597: learn: 0.4084822 test: 0.4183531 best: 0.4183531 (597) total: 28s remaining: 1m 5s 598: learn: 0.4084819 test: 0.4183531 best: 0.4183531 (598) total: 28s remaining: 1m 5s 599: learn: 0.4084689 test: 0.4183542 best: 0.4183531 (598) total: 28s remaining: 1m 5s 600: learn: 0.4084632 test: 0.4183545 best: 0.4183531 (598) total: 28.1s remaining: 1m 5s 601: learn: 0.4084609 test: 0.4183539 best: 0.4183531 (598) total: 28.1s remaining: 1m 5s 602: learn: 0.4084600 test: 0.4183507 best: 0.4183507 (602) total: 28.2s remaining: 1m 5s 603: learn: 0.4084597 test: 0.4183507 best: 0.4183507 (603) total: 28.2s remaining: 1m 5s 604: learn: 0.4084573 test: 0.4183512 best: 0.4183507 (603) total: 28.3s remaining: 1m 5s 605: learn: 0.4084571 test: 0.4183512 best: 0.4183507 (603) total: 28.3s remaining: 1m 5s 606: learn: 0.4084556 test: 0.4183513 best: 0.4183507 (603) total: 28.4s remaining: 1m 5s 607: learn: 0.4084541 test: 0.4183594 best: 0.4183507 (603) total: 28.4s remaining: 1m 5s 608: learn: 0.4084536 test: 0.4183565 best: 0.4183507 (603) total: 28.4s remaining: 1m 4s 609: learn: 0.4084536 test: 0.4183553 best: 0.4183507 (603) total: 28.5s remaining: 1m 4s 610: learn: 0.4083903 test: 0.4183353 best: 0.4183353 (610) total: 28.6s remaining: 1m 4s 611: learn: 0.4083360 test: 0.4183381 best: 0.4183353 (610) total: 28.6s remaining: 1m 4s 612: learn: 0.4083330 test: 0.4183380 best: 0.4183353 (610) total: 28.7s remaining: 1m 4s 613: learn: 0.4083326 test: 0.4183358 best: 0.4183353 (610) total: 28.7s remaining: 1m 4s 614: learn: 0.4082810 test: 0.4183301 best: 0.4183301 (614) total: 28.8s remaining: 1m 4s 615: learn: 0.4081758 test: 0.4182977 best: 0.4182977 (615) total: 28.8s remaining: 1m 4s 616: learn: 0.4081634 test: 0.4182661 best: 0.4182661 (616) total: 28.9s remaining: 1m 4s 617: learn: 0.4081634 test: 0.4182651 best: 0.4182651 (617) total: 28.9s remaining: 1m 4s 618: learn: 0.4081186 test: 0.4182487 best: 0.4182487 (618) total: 29s remaining: 1m 4s 619: learn: 0.4081182 test: 0.4182478 best: 0.4182478 (619) total: 29s remaining: 1m 4s 620: learn: 0.4081159 test: 0.4182550 best: 0.4182478 (619) total: 29.1s remaining: 1m 4s 621: learn: 0.4080860 test: 0.4182499 best: 0.4182478 (619) total: 29.1s remaining: 1m 4s 622: learn: 0.4080808 test: 0.4182491 best: 0.4182478 (619) total: 29.1s remaining: 1m 4s 623: learn: 0.4080800 test: 0.4182486 best: 0.4182478 (619) total: 29.2s remaining: 1m 4s 624: learn: 0.4080788 test: 0.4182508 best: 0.4182478 (619) total: 29.2s remaining: 1m 4s 625: learn: 0.4080780 test: 0.4182538 best: 0.4182478 (619) total: 29.3s remaining: 1m 4s 626: learn: 0.4080736 test: 0.4182518 best: 0.4182478 (619) total: 29.3s remaining: 1m 4s 627: learn: 0.4080736 test: 0.4182523 best: 0.4182478 (619) total: 29.3s remaining: 1m 4s 628: learn: 0.4080696 test: 0.4182512 best: 0.4182478 (619) total: 29.4s remaining: 1m 4s 629: learn: 0.4080695 test: 0.4182516 best: 0.4182478 (619) total: 29.4s remaining: 1m 3s 630: learn: 0.4080676 test: 0.4182530 best: 0.4182478 (619) total: 29.5s remaining: 1m 3s 631: learn: 0.4080666 test: 0.4182517 best: 0.4182478 (619) total: 29.5s remaining: 1m 3s 632: learn: 0.4080626 test: 0.4182560 best: 0.4182478 (619) total: 29.5s remaining: 1m 3s 633: learn: 0.4080619 test: 0.4182598 best: 0.4182478 (619) total: 29.6s remaining: 1m 3s 634: learn: 0.4080566 test: 0.4182600 best: 0.4182478 (619) total: 29.6s remaining: 1m 3s 635: learn: 0.4080564 test: 0.4182602 best: 0.4182478 (619) total: 29.7s remaining: 1m 3s 636: learn: 0.4080163 test: 0.4182464 best: 0.4182464 (636) total: 29.7s remaining: 1m 3s 637: learn: 0.4080162 test: 0.4182465 best: 0.4182464 (636) total: 29.8s remaining: 1m 3s 638: learn: 0.4080161 test: 0.4182478 best: 0.4182464 (636) total: 29.8s remaining: 1m 3s 639: learn: 0.4080071 test: 0.4182445 best: 0.4182445 (639) total: 29.9s remaining: 1m 3s 640: learn: 0.4080065 test: 0.4182483 best: 0.4182445 (639) total: 29.9s remaining: 1m 3s 641: learn: 0.4080042 test: 0.4182506 best: 0.4182445 (639) total: 29.9s remaining: 1m 3s 642: learn: 0.4079977 test: 0.4182527 best: 0.4182445 (639) total: 30s remaining: 1m 3s 643: learn: 0.4079940 test: 0.4182579 best: 0.4182445 (639) total: 30s remaining: 1m 3s 644: learn: 0.4079877 test: 0.4182770 best: 0.4182445 (639) total: 30.1s remaining: 1m 3s 645: learn: 0.4079875 test: 0.4182759 best: 0.4182445 (639) total: 30.1s remaining: 1m 3s 646: learn: 0.4079864 test: 0.4182783 best: 0.4182445 (639) total: 30.1s remaining: 1m 3s 647: learn: 0.4079834 test: 0.4182774 best: 0.4182445 (639) total: 30.2s remaining: 1m 2s 648: learn: 0.4079814 test: 0.4182782 best: 0.4182445 (639) total: 30.2s remaining: 1m 2s 649: learn: 0.4079814 test: 0.4182785 best: 0.4182445 (639) total: 30.3s remaining: 1m 2s 650: learn: 0.4079807 test: 0.4182788 best: 0.4182445 (639) total: 30.3s remaining: 1m 2s 651: learn: 0.4079797 test: 0.4182753 best: 0.4182445 (639) total: 30.3s remaining: 1m 2s 652: learn: 0.4079793 test: 0.4182763 best: 0.4182445 (639) total: 30.4s remaining: 1m 2s 653: learn: 0.4079782 test: 0.4182764 best: 0.4182445 (639) total: 30.4s remaining: 1m 2s 654: learn: 0.4079742 test: 0.4182760 best: 0.4182445 (639) total: 30.5s remaining: 1m 2s 655: learn: 0.4079728 test: 0.4182784 best: 0.4182445 (639) total: 30.5s remaining: 1m 2s 656: learn: 0.4079708 test: 0.4182791 best: 0.4182445 (639) total: 30.6s remaining: 1m 2s 657: learn: 0.4079707 test: 0.4182805 best: 0.4182445 (639) total: 30.6s remaining: 1m 2s 658: learn: 0.4079675 test: 0.4182807 best: 0.4182445 (639) total: 30.7s remaining: 1m 2s 659: learn: 0.4079672 test: 0.4182816 best: 0.4182445 (639) total: 30.7s remaining: 1m 2s 660: learn: 0.4079629 test: 0.4182833 best: 0.4182445 (639) total: 30.8s remaining: 1m 2s 661: learn: 0.4079530 test: 0.4182817 best: 0.4182445 (639) total: 30.8s remaining: 1m 2s 662: learn: 0.4079497 test: 0.4182815 best: 0.4182445 (639) total: 30.9s remaining: 1m 2s 663: learn: 0.4079478 test: 0.4182802 best: 0.4182445 (639) total: 30.9s remaining: 1m 2s 664: learn: 0.4079472 test: 0.4182853 best: 0.4182445 (639) total: 31s remaining: 1m 2s 665: learn: 0.4079408 test: 0.4182779 best: 0.4182445 (639) total: 31s remaining: 1m 2s 666: learn: 0.4079367 test: 0.4182829 best: 0.4182445 (639) total: 31.1s remaining: 1m 2s 667: learn: 0.4079356 test: 0.4182843 best: 0.4182445 (639) total: 31.1s remaining: 1m 2s 668: learn: 0.4079300 test: 0.4182839 best: 0.4182445 (639) total: 31.2s remaining: 1m 1s 669: learn: 0.4079025 test: 0.4182814 best: 0.4182445 (639) total: 31.2s remaining: 1m 1s 670: learn: 0.4078840 test: 0.4182867 best: 0.4182445 (639) total: 31.2s remaining: 1m 1s 671: learn: 0.4078788 test: 0.4183034 best: 0.4182445 (639) total: 31.3s remaining: 1m 1s 672: learn: 0.4078718 test: 0.4182984 best: 0.4182445 (639) total: 31.3s remaining: 1m 1s 673: learn: 0.4078694 test: 0.4182928 best: 0.4182445 (639) total: 31.4s remaining: 1m 1s 674: learn: 0.4077980 test: 0.4182321 best: 0.4182321 (674) total: 31.4s remaining: 1m 1s 675: learn: 0.4077894 test: 0.4182330 best: 0.4182321 (674) total: 31.5s remaining: 1m 1s 676: learn: 0.4077861 test: 0.4182141 best: 0.4182141 (676) total: 31.5s remaining: 1m 1s 677: learn: 0.4077845 test: 0.4182136 best: 0.4182136 (677) total: 31.5s remaining: 1m 1s 678: learn: 0.4077465 test: 0.4182172 best: 0.4182136 (677) total: 31.6s remaining: 1m 1s 679: learn: 0.4077427 test: 0.4182227 best: 0.4182136 (677) total: 31.6s remaining: 1m 1s 680: learn: 0.4077420 test: 0.4182232 best: 0.4182136 (677) total: 31.7s remaining: 1m 1s 681: learn: 0.4077038 test: 0.4182289 best: 0.4182136 (677) total: 31.7s remaining: 1m 1s 682: learn: 0.4076888 test: 0.4182300 best: 0.4182136 (677) total: 31.8s remaining: 1m 1s 683: learn: 0.4076818 test: 0.4182252 best: 0.4182136 (677) total: 31.8s remaining: 1m 1s 684: learn: 0.4076816 test: 0.4182272 best: 0.4182136 (677) total: 31.8s remaining: 1m 1s 685: learn: 0.4076807 test: 0.4182270 best: 0.4182136 (677) total: 31.9s remaining: 1m 1s 686: learn: 0.4076787 test: 0.4182265 best: 0.4182136 (677) total: 31.9s remaining: 1m 1s 687: learn: 0.4076748 test: 0.4182248 best: 0.4182136 (677) total: 32s remaining: 1m 688: learn: 0.4076726 test: 0.4182264 best: 0.4182136 (677) total: 32s remaining: 1m 689: learn: 0.4076714 test: 0.4182261 best: 0.4182136 (677) total: 32.1s remaining: 1m 690: learn: 0.4076696 test: 0.4182044 best: 0.4182044 (690) total: 32.1s remaining: 1m 691: learn: 0.4076411 test: 0.4181772 best: 0.4181772 (691) total: 32.2s remaining: 1m 692: learn: 0.4076138 test: 0.4181768 best: 0.4181768 (692) total: 32.2s remaining: 1m 693: learn: 0.4075406 test: 0.4180989 best: 0.4180989 (693) total: 32.2s remaining: 1m 694: learn: 0.4075362 test: 0.4180997 best: 0.4180989 (693) total: 32.3s remaining: 1m 695: learn: 0.4075341 test: 0.4181004 best: 0.4180989 (693) total: 32.3s remaining: 1m 696: learn: 0.4075336 test: 0.4181016 best: 0.4180989 (693) total: 32.4s remaining: 1m 697: learn: 0.4075249 test: 0.4181064 best: 0.4180989 (693) total: 32.4s remaining: 1m 698: learn: 0.4075237 test: 0.4181063 best: 0.4180989 (693) total: 32.5s remaining: 1m 699: learn: 0.4074797 test: 0.4180684 best: 0.4180684 (699) total: 32.5s remaining: 1m 700: learn: 0.4074752 test: 0.4180730 best: 0.4180684 (699) total: 32.6s remaining: 1m 701: learn: 0.4074692 test: 0.4180709 best: 0.4180684 (699) total: 32.6s remaining: 1m 702: learn: 0.4074195 test: 0.4180430 best: 0.4180430 (702) total: 32.7s remaining: 1m 703: learn: 0.4074180 test: 0.4180413 best: 0.4180413 (703) total: 32.7s remaining: 1m 704: learn: 0.4073745 test: 0.4180382 best: 0.4180382 (704) total: 32.8s remaining: 1m 705: learn: 0.4073548 test: 0.4180334 best: 0.4180334 (705) total: 32.8s remaining: 1m 706: learn: 0.4073540 test: 0.4180350 best: 0.4180334 (705) total: 32.9s remaining: 1m 707: learn: 0.4073516 test: 0.4180273 best: 0.4180273 (707) total: 33s remaining: 1m 708: learn: 0.4073512 test: 0.4180312 best: 0.4180273 (707) total: 33s remaining: 1m 709: learn: 0.4072315 test: 0.4179206 best: 0.4179206 (709) total: 33.1s remaining: 1m 710: learn: 0.4072266 test: 0.4179237 best: 0.4179206 (709) total: 33.1s remaining: 1m 711: learn: 0.4071757 test: 0.4178952 best: 0.4178952 (711) total: 33.2s remaining: 1m 712: learn: 0.4071756 test: 0.4178969 best: 0.4178952 (711) total: 33.2s remaining: 60s 713: learn: 0.4071626 test: 0.4178897 best: 0.4178897 (713) total: 33.3s remaining: 59.9s 714: learn: 0.4071507 test: 0.4178982 best: 0.4178897 (713) total: 33.3s remaining: 59.9s 715: learn: 0.4071483 test: 0.4179002 best: 0.4178897 (713) total: 33.4s remaining: 59.8s 716: learn: 0.4071456 test: 0.4178767 best: 0.4178767 (716) total: 33.4s remaining: 59.8s 717: learn: 0.4071452 test: 0.4178768 best: 0.4178767 (716) total: 33.5s remaining: 59.7s 718: learn: 0.4071449 test: 0.4178782 best: 0.4178767 (716) total: 33.5s remaining: 59.7s 719: learn: 0.4071002 test: 0.4178346 best: 0.4178346 (719) total: 33.5s remaining: 59.6s 720: learn: 0.4070978 test: 0.4178350 best: 0.4178346 (719) total: 33.6s remaining: 59.6s 721: learn: 0.4070516 test: 0.4177678 best: 0.4177678 (721) total: 33.6s remaining: 59.6s 722: learn: 0.4070404 test: 0.4177659 best: 0.4177659 (722) total: 33.7s remaining: 59.5s 723: learn: 0.4070366 test: 0.4177661 best: 0.4177659 (722) total: 33.8s remaining: 59.5s 724: learn: 0.4070338 test: 0.4177657 best: 0.4177657 (724) total: 33.8s remaining: 59.5s 725: learn: 0.4070201 test: 0.4177633 best: 0.4177633 (725) total: 33.9s remaining: 59.4s 726: learn: 0.4069370 test: 0.4176874 best: 0.4176874 (726) total: 33.9s remaining: 59.4s 727: learn: 0.4069330 test: 0.4176831 best: 0.4176831 (727) total: 34s remaining: 59.3s 728: learn: 0.4069041 test: 0.4176697 best: 0.4176697 (728) total: 34s remaining: 59.3s 729: learn: 0.4069040 test: 0.4176710 best: 0.4176697 (728) total: 34.1s remaining: 59.2s 730: learn: 0.4068921 test: 0.4176788 best: 0.4176697 (728) total: 34.1s remaining: 59.2s 731: learn: 0.4068363 test: 0.4176415 best: 0.4176415 (731) total: 34.1s remaining: 59.2s 732: learn: 0.4068346 test: 0.4176420 best: 0.4176415 (731) total: 34.2s remaining: 59.1s 733: learn: 0.4068281 test: 0.4176440 best: 0.4176415 (731) total: 34.2s remaining: 59.1s 734: learn: 0.4068262 test: 0.4176492 best: 0.4176415 (731) total: 34.3s remaining: 59s 735: learn: 0.4067927 test: 0.4176198 best: 0.4176198 (735) total: 34.3s remaining: 58.9s 736: learn: 0.4065789 test: 0.4176143 best: 0.4176143 (736) total: 34.4s remaining: 58.9s 737: learn: 0.4065775 test: 0.4175954 best: 0.4175954 (737) total: 34.4s remaining: 58.8s 738: learn: 0.4065757 test: 0.4175951 best: 0.4175951 (738) total: 34.5s remaining: 58.8s 739: learn: 0.4065757 test: 0.4175961 best: 0.4175951 (738) total: 34.5s remaining: 58.8s 740: learn: 0.4065702 test: 0.4176008 best: 0.4175951 (738) total: 34.6s remaining: 58.7s 741: learn: 0.4065663 test: 0.4176064 best: 0.4175951 (738) total: 34.6s remaining: 58.7s 742: learn: 0.4065642 test: 0.4176054 best: 0.4175951 (738) total: 34.6s remaining: 58.6s 743: learn: 0.4065599 test: 0.4176070 best: 0.4175951 (738) total: 34.7s remaining: 58.6s 744: learn: 0.4065547 test: 0.4175826 best: 0.4175826 (744) total: 34.7s remaining: 58.5s 745: learn: 0.4065165 test: 0.4175587 best: 0.4175587 (745) total: 34.8s remaining: 58.5s 746: learn: 0.4065078 test: 0.4175545 best: 0.4175545 (746) total: 34.8s remaining: 58.4s 747: learn: 0.4064977 test: 0.4175575 best: 0.4175545 (746) total: 34.9s remaining: 58.4s 748: learn: 0.4064974 test: 0.4175584 best: 0.4175545 (746) total: 34.9s remaining: 58.3s 749: learn: 0.4064972 test: 0.4175609 best: 0.4175545 (746) total: 35s remaining: 58.3s 750: learn: 0.4064960 test: 0.4175598 best: 0.4175545 (746) total: 35s remaining: 58.2s 751: learn: 0.4064360 test: 0.4175450 best: 0.4175450 (751) total: 35.1s remaining: 58.2s 752: learn: 0.4064359 test: 0.4175459 best: 0.4175450 (751) total: 35.1s remaining: 58.1s 753: learn: 0.4064358 test: 0.4175461 best: 0.4175450 (751) total: 35.2s remaining: 58.1s 754: learn: 0.4064296 test: 0.4175210 best: 0.4175210 (754) total: 35.2s remaining: 58.1s 755: learn: 0.4064295 test: 0.4175168 best: 0.4175168 (755) total: 35.3s remaining: 58s 756: learn: 0.4063486 test: 0.4174803 best: 0.4174803 (756) total: 35.3s remaining: 58s 757: learn: 0.4063348 test: 0.4174443 best: 0.4174443 (757) total: 35.4s remaining: 57.9s 758: learn: 0.4063008 test: 0.4174558 best: 0.4174443 (757) total: 35.4s remaining: 57.9s 759: learn: 0.4063002 test: 0.4174522 best: 0.4174443 (757) total: 35.5s remaining: 57.9s 760: learn: 0.4062944 test: 0.4174494 best: 0.4174443 (757) total: 35.5s remaining: 57.8s 761: learn: 0.4062913 test: 0.4174601 best: 0.4174443 (757) total: 35.6s remaining: 57.8s 762: learn: 0.4062897 test: 0.4174711 best: 0.4174443 (757) total: 35.6s remaining: 57.8s 763: learn: 0.4062885 test: 0.4174718 best: 0.4174443 (757) total: 35.7s remaining: 57.7s 764: learn: 0.4062862 test: 0.4174738 best: 0.4174443 (757) total: 35.7s remaining: 57.7s 765: learn: 0.4062860 test: 0.4174737 best: 0.4174443 (757) total: 35.8s remaining: 57.6s 766: learn: 0.4062859 test: 0.4174706 best: 0.4174443 (757) total: 35.8s remaining: 57.6s 767: learn: 0.4062830 test: 0.4174711 best: 0.4174443 (757) total: 35.9s remaining: 57.5s 768: learn: 0.4062801 test: 0.4174717 best: 0.4174443 (757) total: 35.9s remaining: 57.5s 769: learn: 0.4062785 test: 0.4174701 best: 0.4174443 (757) total: 36s remaining: 57.4s 770: learn: 0.4062781 test: 0.4174695 best: 0.4174443 (757) total: 36s remaining: 57.4s 771: learn: 0.4062777 test: 0.4174662 best: 0.4174443 (757) total: 36s remaining: 57.3s 772: learn: 0.4062756 test: 0.4174729 best: 0.4174443 (757) total: 36.1s remaining: 57.3s 773: learn: 0.4062714 test: 0.4174742 best: 0.4174443 (757) total: 36.1s remaining: 57.2s 774: learn: 0.4062685 test: 0.4174799 best: 0.4174443 (757) total: 36.2s remaining: 57.2s 775: learn: 0.4062514 test: 0.4174787 best: 0.4174443 (757) total: 36.2s remaining: 57.2s 776: learn: 0.4062205 test: 0.4174920 best: 0.4174443 (757) total: 36.3s remaining: 57.1s 777: learn: 0.4062200 test: 0.4174925 best: 0.4174443 (757) total: 36.3s remaining: 57.1s 778: learn: 0.4062145 test: 0.4174726 best: 0.4174443 (757) total: 36.4s remaining: 57s 779: learn: 0.4062138 test: 0.4174700 best: 0.4174443 (757) total: 36.4s remaining: 57s 780: learn: 0.4062131 test: 0.4174751 best: 0.4174443 (757) total: 36.5s remaining: 56.9s 781: learn: 0.4062097 test: 0.4174752 best: 0.4174443 (757) total: 36.5s remaining: 56.9s 782: learn: 0.4062075 test: 0.4174778 best: 0.4174443 (757) total: 36.6s remaining: 56.8s 783: learn: 0.4062067 test: 0.4174803 best: 0.4174443 (757) total: 36.6s remaining: 56.8s 784: learn: 0.4062063 test: 0.4174823 best: 0.4174443 (757) total: 36.7s remaining: 56.8s 785: learn: 0.4062054 test: 0.4174843 best: 0.4174443 (757) total: 36.7s remaining: 56.7s 786: learn: 0.4062040 test: 0.4174870 best: 0.4174443 (757) total: 36.8s remaining: 56.7s 787: learn: 0.4062031 test: 0.4174883 best: 0.4174443 (757) total: 36.8s remaining: 56.6s 788: learn: 0.4061921 test: 0.4174821 best: 0.4174443 (757) total: 36.9s remaining: 56.6s 789: learn: 0.4061914 test: 0.4174826 best: 0.4174443 (757) total: 36.9s remaining: 56.5s 790: learn: 0.4061898 test: 0.4174840 best: 0.4174443 (757) total: 37s remaining: 56.5s 791: learn: 0.4061884 test: 0.4174806 best: 0.4174443 (757) total: 37s remaining: 56.4s 792: learn: 0.4061843 test: 0.4174892 best: 0.4174443 (757) total: 37.1s remaining: 56.4s 793: learn: 0.4061840 test: 0.4174917 best: 0.4174443 (757) total: 37.1s remaining: 56.4s 794: learn: 0.4061836 test: 0.4174918 best: 0.4174443 (757) total: 37.1s remaining: 56.3s 795: learn: 0.4061832 test: 0.4174894 best: 0.4174443 (757) total: 37.2s remaining: 56.3s 796: learn: 0.4061775 test: 0.4174862 best: 0.4174443 (757) total: 37.2s remaining: 56.2s 797: learn: 0.4061772 test: 0.4174841 best: 0.4174443 (757) total: 37.3s remaining: 56.2s 798: learn: 0.4061664 test: 0.4174768 best: 0.4174443 (757) total: 37.4s remaining: 56.1s 799: learn: 0.4061663 test: 0.4174762 best: 0.4174443 (757) total: 37.4s remaining: 56.1s 800: learn: 0.4060994 test: 0.4174126 best: 0.4174126 (800) total: 37.4s remaining: 56.1s 801: learn: 0.4058495 test: 0.4174106 best: 0.4174106 (801) total: 37.5s remaining: 56s 802: learn: 0.4058272 test: 0.4174019 best: 0.4174019 (802) total: 37.6s remaining: 56s 803: learn: 0.4058261 test: 0.4174011 best: 0.4174011 (803) total: 37.6s remaining: 55.9s 804: learn: 0.4058256 test: 0.4174014 best: 0.4174011 (803) total: 37.7s remaining: 55.9s 805: learn: 0.4058219 test: 0.4173996 best: 0.4173996 (805) total: 37.7s remaining: 55.8s 806: learn: 0.4058215 test: 0.4174057 best: 0.4173996 (805) total: 37.7s remaining: 55.8s 807: learn: 0.4058212 test: 0.4174019 best: 0.4173996 (805) total: 37.8s remaining: 55.8s 808: learn: 0.4058203 test: 0.4173870 best: 0.4173870 (808) total: 37.8s remaining: 55.7s 809: learn: 0.4057846 test: 0.4173735 best: 0.4173735 (809) total: 37.9s remaining: 55.7s 810: learn: 0.4057846 test: 0.4173714 best: 0.4173714 (810) total: 37.9s remaining: 55.6s 811: learn: 0.4057845 test: 0.4173717 best: 0.4173714 (810) total: 38s remaining: 55.5s 812: learn: 0.4057812 test: 0.4173725 best: 0.4173714 (810) total: 38s remaining: 55.5s 813: learn: 0.4057810 test: 0.4173705 best: 0.4173705 (813) total: 38.1s remaining: 55.4s 814: learn: 0.4057810 test: 0.4173689 best: 0.4173689 (814) total: 38.1s remaining: 55.4s 815: learn: 0.4057672 test: 0.4173709 best: 0.4173689 (814) total: 38.1s remaining: 55.3s 816: learn: 0.4057543 test: 0.4173622 best: 0.4173622 (816) total: 38.2s remaining: 55.3s 817: learn: 0.4057507 test: 0.4173659 best: 0.4173622 (816) total: 38.2s remaining: 55.2s 818: learn: 0.4057490 test: 0.4173638 best: 0.4173622 (816) total: 38.3s remaining: 55.2s 819: learn: 0.4056964 test: 0.4173356 best: 0.4173356 (819) total: 38.3s remaining: 55.1s 820: learn: 0.4056810 test: 0.4173353 best: 0.4173353 (820) total: 38.4s remaining: 55.1s 821: learn: 0.4056783 test: 0.4173344 best: 0.4173344 (821) total: 38.4s remaining: 55.1s 822: learn: 0.4056553 test: 0.4173159 best: 0.4173159 (822) total: 38.5s remaining: 55s 823: learn: 0.4056528 test: 0.4173117 best: 0.4173117 (823) total: 38.5s remaining: 55s 824: learn: 0.4056527 test: 0.4173126 best: 0.4173117 (823) total: 38.6s remaining: 54.9s 825: learn: 0.4056527 test: 0.4173111 best: 0.4173111 (825) total: 38.6s remaining: 54.9s 826: learn: 0.4056294 test: 0.4173008 best: 0.4173008 (826) total: 38.7s remaining: 54.8s 827: learn: 0.4055804 test: 0.4173130 best: 0.4173008 (826) total: 38.7s remaining: 54.8s 828: learn: 0.4055680 test: 0.4172965 best: 0.4172965 (828) total: 38.8s remaining: 54.8s 829: learn: 0.4055521 test: 0.4172985 best: 0.4172965 (828) total: 38.8s remaining: 54.7s 830: learn: 0.4055513 test: 0.4172945 best: 0.4172945 (830) total: 38.9s remaining: 54.7s 831: learn: 0.4055513 test: 0.4172933 best: 0.4172933 (831) total: 38.9s remaining: 54.7s 832: learn: 0.4055489 test: 0.4172928 best: 0.4172928 (832) total: 39s remaining: 54.6s 833: learn: 0.4055487 test: 0.4172931 best: 0.4172928 (832) total: 39s remaining: 54.6s 834: learn: 0.4055487 test: 0.4172921 best: 0.4172921 (834) total: 39.1s remaining: 54.5s 835: learn: 0.4054656 test: 0.4172902 best: 0.4172902 (835) total: 39.1s remaining: 54.4s 836: learn: 0.4054656 test: 0.4172893 best: 0.4172893 (836) total: 39.2s remaining: 54.4s 837: learn: 0.4054653 test: 0.4172886 best: 0.4172886 (837) total: 39.2s remaining: 54.3s 838: learn: 0.4053762 test: 0.4172625 best: 0.4172625 (838) total: 39.2s remaining: 54.3s 839: learn: 0.4053578 test: 0.4172614 best: 0.4172614 (839) total: 39.3s remaining: 54.3s 840: learn: 0.4053575 test: 0.4172620 best: 0.4172614 (839) total: 39.3s remaining: 54.2s 841: learn: 0.4053568 test: 0.4172604 best: 0.4172604 (841) total: 39.4s remaining: 54.1s 842: learn: 0.4053565 test: 0.4172605 best: 0.4172604 (841) total: 39.4s remaining: 54.1s 843: learn: 0.4053088 test: 0.4172737 best: 0.4172604 (841) total: 39.5s remaining: 54.1s 844: learn: 0.4051926 test: 0.4171450 best: 0.4171450 (844) total: 39.5s remaining: 54s 845: learn: 0.4051819 test: 0.4171451 best: 0.4171450 (844) total: 39.6s remaining: 54s 846: learn: 0.4051811 test: 0.4171450 best: 0.4171450 (846) total: 39.6s remaining: 53.9s 847: learn: 0.4051794 test: 0.4171450 best: 0.4171450 (846) total: 39.7s remaining: 53.9s 848: learn: 0.4051621 test: 0.4171468 best: 0.4171450 (846) total: 39.7s remaining: 53.8s 849: learn: 0.4051501 test: 0.4171337 best: 0.4171337 (849) total: 39.8s remaining: 53.8s 850: learn: 0.4051250 test: 0.4171204 best: 0.4171204 (850) total: 39.8s remaining: 53.8s 851: learn: 0.4050416 test: 0.4170401 best: 0.4170401 (851) total: 39.9s remaining: 53.7s 852: learn: 0.4050335 test: 0.4170396 best: 0.4170396 (852) total: 39.9s remaining: 53.7s 853: learn: 0.4050334 test: 0.4170373 best: 0.4170373 (853) total: 40s remaining: 53.6s 854: learn: 0.4050329 test: 0.4170353 best: 0.4170353 (854) total: 40s remaining: 53.6s 855: learn: 0.4050080 test: 0.4170103 best: 0.4170103 (855) total: 40.1s remaining: 53.5s 856: learn: 0.4049894 test: 0.4169944 best: 0.4169944 (856) total: 40.1s remaining: 53.5s 857: learn: 0.4049880 test: 0.4169909 best: 0.4169909 (857) total: 40.2s remaining: 53.4s 858: learn: 0.4049833 test: 0.4169904 best: 0.4169904 (858) total: 40.2s remaining: 53.4s 859: learn: 0.4049821 test: 0.4169904 best: 0.4169904 (858) total: 40.2s remaining: 53.3s 860: learn: 0.4049553 test: 0.4169620 best: 0.4169620 (860) total: 40.3s remaining: 53.3s 861: learn: 0.4049264 test: 0.4169620 best: 0.4169620 (860) total: 40.3s remaining: 53.3s 862: learn: 0.4049259 test: 0.4169610 best: 0.4169610 (862) total: 40.4s remaining: 53.2s 863: learn: 0.4049248 test: 0.4169600 best: 0.4169600 (863) total: 40.4s remaining: 53.1s 864: learn: 0.4048884 test: 0.4169691 best: 0.4169600 (863) total: 40.5s remaining: 53.1s 865: learn: 0.4048788 test: 0.4169704 best: 0.4169600 (863) total: 40.5s remaining: 53s 866: learn: 0.4048771 test: 0.4169694 best: 0.4169600 (863) total: 40.6s remaining: 53s 867: learn: 0.4048736 test: 0.4169657 best: 0.4169600 (863) total: 40.6s remaining: 53s 868: learn: 0.4048670 test: 0.4169597 best: 0.4169597 (868) total: 40.7s remaining: 52.9s 869: learn: 0.4048605 test: 0.4169594 best: 0.4169594 (869) total: 40.7s remaining: 52.9s 870: learn: 0.4048599 test: 0.4169569 best: 0.4169569 (870) total: 40.8s remaining: 52.8s 871: learn: 0.4048595 test: 0.4169562 best: 0.4169562 (871) total: 40.8s remaining: 52.8s 872: learn: 0.4048594 test: 0.4169546 best: 0.4169546 (872) total: 40.9s remaining: 52.8s 873: learn: 0.4048562 test: 0.4169549 best: 0.4169546 (872) total: 41s remaining: 52.8s 874: learn: 0.4048560 test: 0.4169551 best: 0.4169546 (872) total: 41s remaining: 52.7s 875: learn: 0.4048506 test: 0.4169490 best: 0.4169490 (875) total: 41.1s remaining: 52.7s 876: learn: 0.4048477 test: 0.4169477 best: 0.4169477 (876) total: 41.1s remaining: 52.7s 877: learn: 0.4048437 test: 0.4169486 best: 0.4169477 (876) total: 41.2s remaining: 52.6s 878: learn: 0.4048376 test: 0.4169443 best: 0.4169443 (878) total: 41.2s remaining: 52.6s 879: learn: 0.4048265 test: 0.4169422 best: 0.4169422 (879) total: 41.3s remaining: 52.5s 880: learn: 0.4047532 test: 0.4168927 best: 0.4168927 (880) total: 41.3s remaining: 52.5s 881: learn: 0.4047324 test: 0.4169010 best: 0.4168927 (880) total: 41.4s remaining: 52.5s 882: learn: 0.4047029 test: 0.4168803 best: 0.4168803 (882) total: 41.4s remaining: 52.4s 883: learn: 0.4047021 test: 0.4168638 best: 0.4168638 (883) total: 41.5s remaining: 52.4s 884: learn: 0.4046947 test: 0.4168645 best: 0.4168638 (883) total: 41.5s remaining: 52.3s 885: learn: 0.4046841 test: 0.4168570 best: 0.4168570 (885) total: 41.6s remaining: 52.3s 886: learn: 0.4046841 test: 0.4168564 best: 0.4168564 (886) total: 41.6s remaining: 52.2s 887: learn: 0.4046806 test: 0.4168598 best: 0.4168564 (886) total: 41.7s remaining: 52.2s 888: learn: 0.4046790 test: 0.4168572 best: 0.4168564 (886) total: 41.7s remaining: 52.1s 889: learn: 0.4046765 test: 0.4168614 best: 0.4168564 (886) total: 41.8s remaining: 52.1s 890: learn: 0.4046733 test: 0.4168602 best: 0.4168564 (886) total: 41.8s remaining: 52.1s 891: learn: 0.4046713 test: 0.4168645 best: 0.4168564 (886) total: 41.9s remaining: 52s 892: learn: 0.4046713 test: 0.4168638 best: 0.4168564 (886) total: 41.9s remaining: 52s 893: learn: 0.4046709 test: 0.4168635 best: 0.4168564 (886) total: 42s remaining: 51.9s 894: learn: 0.4046696 test: 0.4168622 best: 0.4168564 (886) total: 42s remaining: 51.9s 895: learn: 0.4046694 test: 0.4168633 best: 0.4168564 (886) total: 42.1s remaining: 51.8s 896: learn: 0.4046641 test: 0.4168786 best: 0.4168564 (886) total: 42.1s remaining: 51.8s 897: learn: 0.4046335 test: 0.4168783 best: 0.4168564 (886) total: 42.1s remaining: 51.7s 898: learn: 0.4046335 test: 0.4168777 best: 0.4168564 (886) total: 42.2s remaining: 51.7s 899: learn: 0.4046334 test: 0.4168771 best: 0.4168564 (886) total: 42.2s remaining: 51.6s 900: learn: 0.4046330 test: 0.4168789 best: 0.4168564 (886) total: 42.3s remaining: 51.5s 901: learn: 0.4046325 test: 0.4168792 best: 0.4168564 (886) total: 42.3s remaining: 51.5s 902: learn: 0.4046315 test: 0.4168797 best: 0.4168564 (886) total: 42.3s remaining: 51.4s 903: learn: 0.4046296 test: 0.4168795 best: 0.4168564 (886) total: 42.4s remaining: 51.4s 904: learn: 0.4045687 test: 0.4168705 best: 0.4168564 (886) total: 42.5s remaining: 51.4s 905: learn: 0.4045676 test: 0.4168853 best: 0.4168564 (886) total: 42.5s remaining: 51.3s 906: learn: 0.4045667 test: 0.4168844 best: 0.4168564 (886) total: 42.5s remaining: 51.3s 907: learn: 0.4045658 test: 0.4168957 best: 0.4168564 (886) total: 42.6s remaining: 51.2s 908: learn: 0.4045595 test: 0.4168960 best: 0.4168564 (886) total: 42.6s remaining: 51.2s 909: learn: 0.4045593 test: 0.4168958 best: 0.4168564 (886) total: 42.7s remaining: 51.1s 910: learn: 0.4045571 test: 0.4168937 best: 0.4168564 (886) total: 42.7s remaining: 51.1s 911: learn: 0.4045547 test: 0.4168935 best: 0.4168564 (886) total: 42.8s remaining: 51s 912: learn: 0.4045515 test: 0.4168937 best: 0.4168564 (886) total: 42.8s remaining: 51s 913: learn: 0.4045126 test: 0.4168467 best: 0.4168467 (913) total: 42.9s remaining: 51s 914: learn: 0.4045057 test: 0.4168082 best: 0.4168082 (914) total: 42.9s remaining: 50.9s 915: learn: 0.4045055 test: 0.4168058 best: 0.4168058 (915) total: 43s remaining: 50.9s 916: learn: 0.4043884 test: 0.4168127 best: 0.4168058 (915) total: 43s remaining: 50.8s 917: learn: 0.4043877 test: 0.4168106 best: 0.4168058 (915) total: 43.1s remaining: 50.8s 918: learn: 0.4043869 test: 0.4168105 best: 0.4168058 (915) total: 43.1s remaining: 50.7s 919: learn: 0.4043862 test: 0.4168228 best: 0.4168058 (915) total: 43.2s remaining: 50.7s 920: learn: 0.4043842 test: 0.4168224 best: 0.4168058 (915) total: 43.2s remaining: 50.6s 921: learn: 0.4043836 test: 0.4168219 best: 0.4168058 (915) total: 43.3s remaining: 50.6s 922: learn: 0.4043827 test: 0.4168184 best: 0.4168058 (915) total: 43.3s remaining: 50.5s 923: learn: 0.4043826 test: 0.4168165 best: 0.4168058 (915) total: 43.4s remaining: 50.5s 924: learn: 0.4043814 test: 0.4168176 best: 0.4168058 (915) total: 43.4s remaining: 50.4s 925: learn: 0.4043481 test: 0.4167947 best: 0.4167947 (925) total: 43.4s remaining: 50.4s 926: learn: 0.4043266 test: 0.4167821 best: 0.4167821 (926) total: 43.5s remaining: 50.3s 927: learn: 0.4043261 test: 0.4167824 best: 0.4167821 (926) total: 43.5s remaining: 50.3s 928: learn: 0.4042511 test: 0.4167638 best: 0.4167638 (928) total: 43.6s remaining: 50.3s 929: learn: 0.4042510 test: 0.4167639 best: 0.4167638 (928) total: 43.7s remaining: 50.2s 930: learn: 0.4042484 test: 0.4167754 best: 0.4167638 (928) total: 43.7s remaining: 50.2s 931: learn: 0.4042481 test: 0.4167754 best: 0.4167638 (928) total: 43.8s remaining: 50.1s 932: learn: 0.4042439 test: 0.4167722 best: 0.4167638 (928) total: 43.8s remaining: 50.1s 933: learn: 0.4042433 test: 0.4167733 best: 0.4167638 (928) total: 43.9s remaining: 50.1s 934: learn: 0.4042031 test: 0.4167758 best: 0.4167638 (928) total: 43.9s remaining: 50s 935: learn: 0.4042029 test: 0.4167749 best: 0.4167638 (928) total: 44s remaining: 50s 936: learn: 0.4041913 test: 0.4167826 best: 0.4167638 (928) total: 44s remaining: 49.9s 937: learn: 0.4041909 test: 0.4167828 best: 0.4167638 (928) total: 44s remaining: 49.9s 938: learn: 0.4041894 test: 0.4167831 best: 0.4167638 (928) total: 44.1s remaining: 49.8s 939: learn: 0.4041893 test: 0.4167843 best: 0.4167638 (928) total: 44.1s remaining: 49.8s 940: learn: 0.4041892 test: 0.4167854 best: 0.4167638 (928) total: 44.2s remaining: 49.7s 941: learn: 0.4041892 test: 0.4167857 best: 0.4167638 (928) total: 44.2s remaining: 49.7s 942: learn: 0.4041866 test: 0.4167903 best: 0.4167638 (928) total: 44.3s remaining: 49.6s 943: learn: 0.4041860 test: 0.4167872 best: 0.4167638 (928) total: 44.3s remaining: 49.6s 944: learn: 0.4041676 test: 0.4167740 best: 0.4167638 (928) total: 44.4s remaining: 49.5s 945: learn: 0.4041674 test: 0.4167741 best: 0.4167638 (928) total: 44.4s remaining: 49.5s 946: learn: 0.4041672 test: 0.4167720 best: 0.4167638 (928) total: 44.4s remaining: 49.4s 947: learn: 0.4041634 test: 0.4167738 best: 0.4167638 (928) total: 44.5s remaining: 49.4s 948: learn: 0.4041634 test: 0.4167718 best: 0.4167638 (928) total: 44.5s remaining: 49.3s 949: learn: 0.4041609 test: 0.4167717 best: 0.4167638 (928) total: 44.6s remaining: 49.3s 950: learn: 0.4041606 test: 0.4167714 best: 0.4167638 (928) total: 44.6s remaining: 49.2s 951: learn: 0.4041574 test: 0.4167717 best: 0.4167638 (928) total: 44.7s remaining: 49.2s 952: learn: 0.4041386 test: 0.4167740 best: 0.4167638 (928) total: 44.7s remaining: 49.2s 953: learn: 0.4041365 test: 0.4167715 best: 0.4167638 (928) total: 44.8s remaining: 49.1s 954: learn: 0.4040573 test: 0.4167637 best: 0.4167637 (954) total: 44.8s remaining: 49s 955: learn: 0.4040573 test: 0.4167642 best: 0.4167637 (954) total: 44.9s remaining: 49s 956: learn: 0.4040571 test: 0.4167641 best: 0.4167637 (954) total: 44.9s remaining: 48.9s 957: learn: 0.4040551 test: 0.4167680 best: 0.4167637 (954) total: 45s remaining: 48.9s 958: learn: 0.4040502 test: 0.4167699 best: 0.4167637 (954) total: 45s remaining: 48.9s 959: learn: 0.4040501 test: 0.4167714 best: 0.4167637 (954) total: 45.1s remaining: 48.8s 960: learn: 0.4040499 test: 0.4167718 best: 0.4167637 (954) total: 45.1s remaining: 48.8s 961: learn: 0.4040497 test: 0.4167704 best: 0.4167637 (954) total: 45.1s remaining: 48.7s 962: learn: 0.4040405 test: 0.4167522 best: 0.4167522 (962) total: 45.2s remaining: 48.7s 963: learn: 0.4040293 test: 0.4167522 best: 0.4167522 (963) total: 45.2s remaining: 48.6s 964: learn: 0.4040291 test: 0.4167527 best: 0.4167522 (963) total: 45.3s remaining: 48.6s 965: learn: 0.4040291 test: 0.4167532 best: 0.4167522 (963) total: 45.3s remaining: 48.5s 966: learn: 0.4040162 test: 0.4167479 best: 0.4167479 (966) total: 45.4s remaining: 48.5s 967: learn: 0.4040154 test: 0.4167460 best: 0.4167460 (967) total: 45.4s remaining: 48.4s 968: learn: 0.4040125 test: 0.4167407 best: 0.4167407 (968) total: 45.4s remaining: 48.4s 969: learn: 0.4040102 test: 0.4167418 best: 0.4167407 (968) total: 45.5s remaining: 48.3s 970: learn: 0.4040052 test: 0.4167300 best: 0.4167300 (970) total: 45.5s remaining: 48.3s 971: learn: 0.4040051 test: 0.4167305 best: 0.4167300 (970) total: 45.6s remaining: 48.2s 972: learn: 0.4040042 test: 0.4167423 best: 0.4167300 (970) total: 45.6s remaining: 48.1s 973: learn: 0.4040028 test: 0.4167421 best: 0.4167300 (970) total: 45.7s remaining: 48.1s 974: learn: 0.4040027 test: 0.4167401 best: 0.4167300 (970) total: 45.7s remaining: 48s 975: learn: 0.4040027 test: 0.4167411 best: 0.4167300 (970) total: 45.8s remaining: 48s 976: learn: 0.4040011 test: 0.4167388 best: 0.4167300 (970) total: 45.8s remaining: 48s 977: learn: 0.4039952 test: 0.4167368 best: 0.4167300 (970) total: 45.9s remaining: 47.9s 978: learn: 0.4039903 test: 0.4167431 best: 0.4167300 (970) total: 45.9s remaining: 47.9s 979: learn: 0.4039888 test: 0.4167449 best: 0.4167300 (970) total: 46s remaining: 47.8s 980: learn: 0.4039881 test: 0.4167574 best: 0.4167300 (970) total: 46s remaining: 47.8s 981: learn: 0.4039878 test: 0.4167591 best: 0.4167300 (970) total: 46.1s remaining: 47.7s 982: learn: 0.4039859 test: 0.4167575 best: 0.4167300 (970) total: 46.1s remaining: 47.7s 983: learn: 0.4039847 test: 0.4167520 best: 0.4167300 (970) total: 46.1s remaining: 47.6s 984: learn: 0.4039781 test: 0.4167514 best: 0.4167300 (970) total: 46.2s remaining: 47.6s 985: learn: 0.4039599 test: 0.4167396 best: 0.4167300 (970) total: 46.2s remaining: 47.6s 986: learn: 0.4039580 test: 0.4167453 best: 0.4167300 (970) total: 46.3s remaining: 47.5s 987: learn: 0.4039538 test: 0.4167455 best: 0.4167300 (970) total: 46.3s remaining: 47.5s 988: learn: 0.4039538 test: 0.4167450 best: 0.4167300 (970) total: 46.4s remaining: 47.4s 989: learn: 0.4039470 test: 0.4167420 best: 0.4167300 (970) total: 46.4s remaining: 47.4s 990: learn: 0.4039467 test: 0.4167417 best: 0.4167300 (970) total: 46.5s remaining: 47.3s 991: learn: 0.4039456 test: 0.4167413 best: 0.4167300 (970) total: 46.5s remaining: 47.3s 992: learn: 0.4039439 test: 0.4167454 best: 0.4167300 (970) total: 46.6s remaining: 47.2s 993: learn: 0.4039388 test: 0.4167421 best: 0.4167300 (970) total: 46.6s remaining: 47.2s 994: learn: 0.4039387 test: 0.4167434 best: 0.4167300 (970) total: 46.7s remaining: 47.1s 995: learn: 0.4039136 test: 0.4167029 best: 0.4167029 (995) total: 46.7s remaining: 47.1s 996: learn: 0.4039100 test: 0.4167158 best: 0.4167029 (995) total: 46.7s remaining: 47s 997: learn: 0.4039066 test: 0.4167162 best: 0.4167029 (995) total: 46.8s remaining: 47s 998: learn: 0.4039058 test: 0.4167179 best: 0.4167029 (995) total: 46.8s remaining: 46.9s 999: learn: 0.4039057 test: 0.4167184 best: 0.4167029 (995) total: 46.9s remaining: 46.9s 1000: learn: 0.4039054 test: 0.4167159 best: 0.4167029 (995) total: 46.9s remaining: 46.8s 1001: learn: 0.4039050 test: 0.4167193 best: 0.4167029 (995) total: 47s remaining: 46.8s 1002: learn: 0.4038414 test: 0.4167108 best: 0.4167029 (995) total: 47s remaining: 46.7s 1003: learn: 0.4038404 test: 0.4167076 best: 0.4167029 (995) total: 47.1s remaining: 46.7s 1004: learn: 0.4038401 test: 0.4167078 best: 0.4167029 (995) total: 47.1s remaining: 46.6s 1005: learn: 0.4038389 test: 0.4167091 best: 0.4167029 (995) total: 47.2s remaining: 46.6s 1006: learn: 0.4038382 test: 0.4167088 best: 0.4167029 (995) total: 47.2s remaining: 46.5s 1007: learn: 0.4038323 test: 0.4167139 best: 0.4167029 (995) total: 47.2s remaining: 46.5s 1008: learn: 0.4038258 test: 0.4167149 best: 0.4167029 (995) total: 47.3s remaining: 46.4s 1009: learn: 0.4038170 test: 0.4167207 best: 0.4167029 (995) total: 47.3s remaining: 46.4s 1010: learn: 0.4038090 test: 0.4167092 best: 0.4167029 (995) total: 47.4s remaining: 46.3s 1011: learn: 0.4038075 test: 0.4167104 best: 0.4167029 (995) total: 47.4s remaining: 46.3s 1012: learn: 0.4037809 test: 0.4167151 best: 0.4167029 (995) total: 47.5s remaining: 46.3s 1013: learn: 0.4037137 test: 0.4167217 best: 0.4167029 (995) total: 47.5s remaining: 46.2s 1014: learn: 0.4037124 test: 0.4167232 best: 0.4167029 (995) total: 47.6s remaining: 46.2s 1015: learn: 0.4037095 test: 0.4167230 best: 0.4167029 (995) total: 47.6s remaining: 46.1s 1016: learn: 0.4037088 test: 0.4167227 best: 0.4167029 (995) total: 47.7s remaining: 46.1s 1017: learn: 0.4037063 test: 0.4167262 best: 0.4167029 (995) total: 47.7s remaining: 46s 1018: learn: 0.4037010 test: 0.4167198 best: 0.4167029 (995) total: 47.8s remaining: 46s 1019: learn: 0.4036978 test: 0.4167207 best: 0.4167029 (995) total: 47.8s remaining: 45.9s 1020: learn: 0.4036663 test: 0.4167096 best: 0.4167029 (995) total: 47.9s remaining: 45.9s 1021: learn: 0.4036405 test: 0.4167464 best: 0.4167029 (995) total: 47.9s remaining: 45.8s 1022: learn: 0.4035515 test: 0.4167316 best: 0.4167029 (995) total: 48s remaining: 45.8s 1023: learn: 0.4035483 test: 0.4167254 best: 0.4167029 (995) total: 48s remaining: 45.8s 1024: learn: 0.4035262 test: 0.4167288 best: 0.4167029 (995) total: 48.1s remaining: 45.7s 1025: learn: 0.4035206 test: 0.4167276 best: 0.4167029 (995) total: 48.1s remaining: 45.7s 1026: learn: 0.4034971 test: 0.4167091 best: 0.4167029 (995) total: 48.2s remaining: 45.6s 1027: learn: 0.4034966 test: 0.4167018 best: 0.4167018 (1027) total: 48.2s remaining: 45.6s 1028: learn: 0.4034880 test: 0.4166937 best: 0.4166937 (1028) total: 48.3s remaining: 45.5s 1029: learn: 0.4034878 test: 0.4166913 best: 0.4166913 (1029) total: 48.3s remaining: 45.5s 1030: learn: 0.4034848 test: 0.4166898 best: 0.4166898 (1030) total: 48.4s remaining: 45.4s 1031: learn: 0.4034845 test: 0.4166829 best: 0.4166829 (1031) total: 48.4s remaining: 45.4s 1032: learn: 0.4034816 test: 0.4166820 best: 0.4166820 (1032) total: 48.4s remaining: 45.3s 1033: learn: 0.4034736 test: 0.4166871 best: 0.4166820 (1032) total: 48.5s remaining: 45.3s 1034: learn: 0.4034630 test: 0.4166845 best: 0.4166820 (1032) total: 48.6s remaining: 45.3s 1035: learn: 0.4034618 test: 0.4166821 best: 0.4166820 (1032) total: 48.6s remaining: 45.2s 1036: learn: 0.4034611 test: 0.4166848 best: 0.4166820 (1032) total: 48.7s remaining: 45.2s 1037: learn: 0.4032945 test: 0.4166486 best: 0.4166486 (1037) total: 48.7s remaining: 45.1s 1038: learn: 0.4032747 test: 0.4166668 best: 0.4166486 (1037) total: 48.7s remaining: 45.1s 1039: learn: 0.4032723 test: 0.4166669 best: 0.4166486 (1037) total: 48.8s remaining: 45s 1040: learn: 0.4032711 test: 0.4166792 best: 0.4166486 (1037) total: 48.8s remaining: 45s 1041: learn: 0.4032707 test: 0.4166785 best: 0.4166486 (1037) total: 48.9s remaining: 44.9s 1042: learn: 0.4032707 test: 0.4166790 best: 0.4166486 (1037) total: 48.9s remaining: 44.9s 1043: learn: 0.4032706 test: 0.4166789 best: 0.4166486 (1037) total: 49s remaining: 44.9s 1044: learn: 0.4032685 test: 0.4166788 best: 0.4166486 (1037) total: 49s remaining: 44.8s 1045: learn: 0.4032685 test: 0.4166794 best: 0.4166486 (1037) total: 49.1s remaining: 44.8s 1046: learn: 0.4032606 test: 0.4166710 best: 0.4166486 (1037) total: 49.1s remaining: 44.7s 1047: learn: 0.4032604 test: 0.4166688 best: 0.4166486 (1037) total: 49.2s remaining: 44.7s 1048: learn: 0.4032396 test: 0.4166565 best: 0.4166486 (1037) total: 49.2s remaining: 44.6s 1049: learn: 0.4032341 test: 0.4166609 best: 0.4166486 (1037) total: 49.3s remaining: 44.6s 1050: learn: 0.4032306 test: 0.4166681 best: 0.4166486 (1037) total: 49.3s remaining: 44.5s 1051: learn: 0.4032291 test: 0.4166658 best: 0.4166486 (1037) total: 49.4s remaining: 44.5s 1052: learn: 0.4031819 test: 0.4166497 best: 0.4166486 (1037) total: 49.4s remaining: 44.4s 1053: learn: 0.4031808 test: 0.4166497 best: 0.4166486 (1037) total: 49.5s remaining: 44.4s 1054: learn: 0.4031746 test: 0.4166642 best: 0.4166486 (1037) total: 49.5s remaining: 44.3s 1055: learn: 0.4031708 test: 0.4166523 best: 0.4166486 (1037) total: 49.5s remaining: 44.3s 1056: learn: 0.4031571 test: 0.4166534 best: 0.4166486 (1037) total: 49.6s remaining: 44.2s 1057: learn: 0.4031468 test: 0.4166534 best: 0.4166486 (1037) total: 49.6s remaining: 44.2s 1058: learn: 0.4031467 test: 0.4166535 best: 0.4166486 (1037) total: 49.7s remaining: 44.1s 1059: learn: 0.4031112 test: 0.4166563 best: 0.4166486 (1037) total: 49.7s remaining: 44.1s 1060: learn: 0.4031101 test: 0.4166602 best: 0.4166486 (1037) total: 49.8s remaining: 44.1s 1061: learn: 0.4031101 test: 0.4166604 best: 0.4166486 (1037) total: 49.8s remaining: 44s 1062: learn: 0.4031100 test: 0.4166621 best: 0.4166486 (1037) total: 49.9s remaining: 44s 1063: learn: 0.4030332 test: 0.4166092 best: 0.4166092 (1063) total: 49.9s remaining: 43.9s 1064: learn: 0.4030317 test: 0.4166095 best: 0.4166092 (1063) total: 50s remaining: 43.9s 1065: learn: 0.4030124 test: 0.4166091 best: 0.4166091 (1065) total: 50s remaining: 43.8s 1066: learn: 0.4030065 test: 0.4166080 best: 0.4166080 (1066) total: 50.1s remaining: 43.8s 1067: learn: 0.4030058 test: 0.4166002 best: 0.4166002 (1067) total: 50.1s remaining: 43.8s 1068: learn: 0.4030021 test: 0.4166002 best: 0.4166002 (1067) total: 50.2s remaining: 43.7s 1069: learn: 0.4029993 test: 0.4165999 best: 0.4165999 (1069) total: 50.3s remaining: 43.7s 1070: learn: 0.4029992 test: 0.4165989 best: 0.4165989 (1070) total: 50.3s remaining: 43.6s 1071: learn: 0.4029339 test: 0.4165644 best: 0.4165644 (1071) total: 50.4s remaining: 43.6s 1072: learn: 0.4029314 test: 0.4165646 best: 0.4165644 (1071) total: 50.4s remaining: 43.6s 1073: learn: 0.4029313 test: 0.4165655 best: 0.4165644 (1071) total: 50.5s remaining: 43.5s 1074: learn: 0.4029290 test: 0.4165784 best: 0.4165644 (1071) total: 50.5s remaining: 43.5s 1075: learn: 0.4029279 test: 0.4165899 best: 0.4165644 (1071) total: 50.6s remaining: 43.4s 1076: learn: 0.4029211 test: 0.4165996 best: 0.4165644 (1071) total: 50.6s remaining: 43.4s 1077: learn: 0.4029207 test: 0.4166015 best: 0.4165644 (1071) total: 50.7s remaining: 43.3s 1078: learn: 0.4029163 test: 0.4165997 best: 0.4165644 (1071) total: 50.7s remaining: 43.3s 1079: learn: 0.4029150 test: 0.4165997 best: 0.4165644 (1071) total: 50.8s remaining: 43.3s 1080: learn: 0.4029144 test: 0.4166089 best: 0.4165644 (1071) total: 50.8s remaining: 43.2s 1081: learn: 0.4029141 test: 0.4166100 best: 0.4165644 (1071) total: 50.9s remaining: 43.1s 1082: learn: 0.4029140 test: 0.4166105 best: 0.4165644 (1071) total: 50.9s remaining: 43.1s 1083: learn: 0.4029105 test: 0.4166150 best: 0.4165644 (1071) total: 50.9s remaining: 43s 1084: learn: 0.4029101 test: 0.4166246 best: 0.4165644 (1071) total: 51s remaining: 43s 1085: learn: 0.4029099 test: 0.4166245 best: 0.4165644 (1071) total: 51s remaining: 42.9s 1086: learn: 0.4028944 test: 0.4166220 best: 0.4165644 (1071) total: 51s remaining: 42.9s 1087: learn: 0.4028925 test: 0.4166099 best: 0.4165644 (1071) total: 51.1s remaining: 42.8s 1088: learn: 0.4028924 test: 0.4166105 best: 0.4165644 (1071) total: 51.1s remaining: 42.8s 1089: learn: 0.4028923 test: 0.4166110 best: 0.4165644 (1071) total: 51.2s remaining: 42.7s 1090: learn: 0.4028922 test: 0.4166109 best: 0.4165644 (1071) total: 51.2s remaining: 42.7s 1091: learn: 0.4028921 test: 0.4166109 best: 0.4165644 (1071) total: 51.2s remaining: 42.6s 1092: learn: 0.4028920 test: 0.4166109 best: 0.4165644 (1071) total: 51.3s remaining: 42.5s 1093: learn: 0.4028902 test: 0.4166207 best: 0.4165644 (1071) total: 51.3s remaining: 42.5s 1094: learn: 0.4028902 test: 0.4166185 best: 0.4165644 (1071) total: 51.3s remaining: 42.4s 1095: learn: 0.4028897 test: 0.4166188 best: 0.4165644 (1071) total: 51.4s remaining: 42.4s 1096: learn: 0.4028871 test: 0.4166159 best: 0.4165644 (1071) total: 51.4s remaining: 42.3s 1097: learn: 0.4028867 test: 0.4166158 best: 0.4165644 (1071) total: 51.5s remaining: 42.3s 1098: learn: 0.4028867 test: 0.4166166 best: 0.4165644 (1071) total: 51.5s remaining: 42.2s 1099: learn: 0.4028863 test: 0.4166264 best: 0.4165644 (1071) total: 51.6s remaining: 42.2s 1100: learn: 0.4028761 test: 0.4166280 best: 0.4165644 (1071) total: 51.6s remaining: 42.1s 1101: learn: 0.4028739 test: 0.4166259 best: 0.4165644 (1071) total: 51.7s remaining: 42.1s 1102: learn: 0.4028738 test: 0.4166262 best: 0.4165644 (1071) total: 51.7s remaining: 42.1s 1103: learn: 0.4028606 test: 0.4166259 best: 0.4165644 (1071) total: 51.8s remaining: 42s 1104: learn: 0.4028350 test: 0.4166123 best: 0.4165644 (1071) total: 51.8s remaining: 42s 1105: learn: 0.4028345 test: 0.4166127 best: 0.4165644 (1071) total: 51.9s remaining: 41.9s 1106: learn: 0.4028344 test: 0.4166105 best: 0.4165644 (1071) total: 51.9s remaining: 41.9s 1107: learn: 0.4028341 test: 0.4166111 best: 0.4165644 (1071) total: 51.9s remaining: 41.8s 1108: learn: 0.4028237 test: 0.4166169 best: 0.4165644 (1071) total: 52s remaining: 41.8s 1109: learn: 0.4028237 test: 0.4166183 best: 0.4165644 (1071) total: 52s remaining: 41.7s 1110: learn: 0.4028199 test: 0.4166148 best: 0.4165644 (1071) total: 52.1s remaining: 41.7s 1111: learn: 0.4028196 test: 0.4166147 best: 0.4165644 (1071) total: 52.1s remaining: 41.6s 1112: learn: 0.4028192 test: 0.4166171 best: 0.4165644 (1071) total: 52.1s remaining: 41.5s 1113: learn: 0.4028191 test: 0.4166176 best: 0.4165644 (1071) total: 52.2s remaining: 41.5s 1114: learn: 0.4028189 test: 0.4166148 best: 0.4165644 (1071) total: 52.2s remaining: 41.4s 1115: learn: 0.4028189 test: 0.4166153 best: 0.4165644 (1071) total: 52.3s remaining: 41.4s 1116: learn: 0.4028185 test: 0.4166128 best: 0.4165644 (1071) total: 52.3s remaining: 41.3s 1117: learn: 0.4027923 test: 0.4166165 best: 0.4165644 (1071) total: 52.3s remaining: 41.3s 1118: learn: 0.4027489 test: 0.4165830 best: 0.4165644 (1071) total: 52.4s remaining: 41.3s 1119: learn: 0.4027452 test: 0.4165833 best: 0.4165644 (1071) total: 52.4s remaining: 41.2s 1120: learn: 0.4027296 test: 0.4165914 best: 0.4165644 (1071) total: 52.5s remaining: 41.2s 1121: learn: 0.4027263 test: 0.4165909 best: 0.4165644 (1071) total: 52.5s remaining: 41.1s 1122: learn: 0.4027088 test: 0.4165891 best: 0.4165644 (1071) total: 52.6s remaining: 41.1s 1123: learn: 0.4027084 test: 0.4165886 best: 0.4165644 (1071) total: 52.6s remaining: 41s 1124: learn: 0.4027084 test: 0.4165904 best: 0.4165644 (1071) total: 52.7s remaining: 41s 1125: learn: 0.4027054 test: 0.4165951 best: 0.4165644 (1071) total: 52.7s remaining: 40.9s 1126: learn: 0.4027054 test: 0.4165958 best: 0.4165644 (1071) total: 52.8s remaining: 40.9s 1127: learn: 0.4027005 test: 0.4165964 best: 0.4165644 (1071) total: 52.8s remaining: 40.8s 1128: learn: 0.4026901 test: 0.4165826 best: 0.4165644 (1071) total: 52.9s remaining: 40.8s 1129: learn: 0.4026885 test: 0.4165795 best: 0.4165644 (1071) total: 52.9s remaining: 40.7s 1130: learn: 0.4026784 test: 0.4165667 best: 0.4165644 (1071) total: 53s remaining: 40.7s 1131: learn: 0.4026274 test: 0.4165528 best: 0.4165528 (1131) total: 53s remaining: 40.6s 1132: learn: 0.4026272 test: 0.4165536 best: 0.4165528 (1131) total: 53s remaining: 40.6s 1133: learn: 0.4026261 test: 0.4165429 best: 0.4165429 (1133) total: 53.1s remaining: 40.5s 1134: learn: 0.4026261 test: 0.4165437 best: 0.4165429 (1133) total: 53.1s remaining: 40.5s 1135: learn: 0.4026248 test: 0.4165413 best: 0.4165413 (1135) total: 53.2s remaining: 40.5s 1136: learn: 0.4026074 test: 0.4165416 best: 0.4165413 (1135) total: 53.2s remaining: 40.4s 1137: learn: 0.4026073 test: 0.4165397 best: 0.4165397 (1137) total: 53.3s remaining: 40.4s 1138: learn: 0.4026063 test: 0.4165467 best: 0.4165397 (1137) total: 53.3s remaining: 40.3s 1139: learn: 0.4026048 test: 0.4165443 best: 0.4165397 (1137) total: 53.4s remaining: 40.3s 1140: learn: 0.4026039 test: 0.4165439 best: 0.4165397 (1137) total: 53.4s remaining: 40.2s 1141: learn: 0.4025960 test: 0.4165442 best: 0.4165397 (1137) total: 53.5s remaining: 40.2s 1142: learn: 0.4025742 test: 0.4165366 best: 0.4165366 (1142) total: 53.5s remaining: 40.1s 1143: learn: 0.4025581 test: 0.4165382 best: 0.4165366 (1142) total: 53.6s remaining: 40.1s 1144: learn: 0.4025581 test: 0.4165380 best: 0.4165366 (1142) total: 53.6s remaining: 40s 1145: learn: 0.4025579 test: 0.4165372 best: 0.4165366 (1142) total: 53.7s remaining: 40s 1146: learn: 0.4025573 test: 0.4165371 best: 0.4165366 (1142) total: 53.7s remaining: 39.9s 1147: learn: 0.4025572 test: 0.4165380 best: 0.4165366 (1142) total: 53.7s remaining: 39.9s 1148: learn: 0.4025571 test: 0.4165375 best: 0.4165366 (1142) total: 53.8s remaining: 39.8s 1149: learn: 0.4025368 test: 0.4165401 best: 0.4165366 (1142) total: 53.8s remaining: 39.8s 1150: learn: 0.4025364 test: 0.4165407 best: 0.4165366 (1142) total: 53.9s remaining: 39.8s 1151: learn: 0.4025359 test: 0.4165440 best: 0.4165366 (1142) total: 54s remaining: 39.7s 1152: learn: 0.4025353 test: 0.4165445 best: 0.4165366 (1142) total: 54s remaining: 39.7s 1153: learn: 0.4025346 test: 0.4165444 best: 0.4165366 (1142) total: 54s remaining: 39.6s 1154: learn: 0.4025293 test: 0.4165567 best: 0.4165366 (1142) total: 54.1s remaining: 39.6s 1155: learn: 0.4025293 test: 0.4165561 best: 0.4165366 (1142) total: 54.1s remaining: 39.5s 1156: learn: 0.4025288 test: 0.4165565 best: 0.4165366 (1142) total: 54.2s remaining: 39.5s 1157: learn: 0.4024894 test: 0.4165540 best: 0.4165366 (1142) total: 54.2s remaining: 39.4s 1158: learn: 0.4024847 test: 0.4165556 best: 0.4165366 (1142) total: 54.3s remaining: 39.4s 1159: learn: 0.4024843 test: 0.4165562 best: 0.4165366 (1142) total: 54.3s remaining: 39.3s 1160: learn: 0.4024760 test: 0.4165503 best: 0.4165366 (1142) total: 54.3s remaining: 39.3s 1161: learn: 0.4024684 test: 0.4165528 best: 0.4165366 (1142) total: 54.4s remaining: 39.2s 1162: learn: 0.4024674 test: 0.4165521 best: 0.4165366 (1142) total: 54.4s remaining: 39.2s 1163: learn: 0.4024674 test: 0.4165513 best: 0.4165366 (1142) total: 54.5s remaining: 39.1s 1164: learn: 0.4024671 test: 0.4165512 best: 0.4165366 (1142) total: 54.5s remaining: 39.1s 1165: learn: 0.4024670 test: 0.4165514 best: 0.4165366 (1142) total: 54.6s remaining: 39s 1166: learn: 0.4024670 test: 0.4165510 best: 0.4165366 (1142) total: 54.6s remaining: 39s 1167: learn: 0.4024128 test: 0.4165648 best: 0.4165366 (1142) total: 54.7s remaining: 38.9s 1168: learn: 0.4024127 test: 0.4165643 best: 0.4165366 (1142) total: 54.7s remaining: 38.9s 1169: learn: 0.4024127 test: 0.4165635 best: 0.4165366 (1142) total: 54.8s remaining: 38.9s 1170: learn: 0.4023946 test: 0.4165608 best: 0.4165366 (1142) total: 54.8s remaining: 38.8s 1171: learn: 0.4023059 test: 0.4164990 best: 0.4164990 (1171) total: 54.9s remaining: 38.8s 1172: learn: 0.4023058 test: 0.4164985 best: 0.4164985 (1172) total: 54.9s remaining: 38.7s 1173: learn: 0.4023058 test: 0.4164979 best: 0.4164979 (1173) total: 54.9s remaining: 38.7s 1174: learn: 0.4023058 test: 0.4164989 best: 0.4164979 (1173) total: 55s remaining: 38.6s 1175: learn: 0.4023047 test: 0.4164979 best: 0.4164979 (1173) total: 55s remaining: 38.6s 1176: learn: 0.4023046 test: 0.4164980 best: 0.4164979 (1173) total: 55.1s remaining: 38.5s 1177: learn: 0.4023015 test: 0.4164971 best: 0.4164971 (1177) total: 55.1s remaining: 38.5s 1178: learn: 0.4022400 test: 0.4164922 best: 0.4164922 (1178) total: 55.2s remaining: 38.4s 1179: learn: 0.4022397 test: 0.4164917 best: 0.4164917 (1179) total: 55.2s remaining: 38.4s 1180: learn: 0.4022347 test: 0.4164591 best: 0.4164591 (1180) total: 55.2s remaining: 38.3s 1181: learn: 0.4022347 test: 0.4164600 best: 0.4164591 (1180) total: 55.3s remaining: 38.3s 1182: learn: 0.4022347 test: 0.4164608 best: 0.4164591 (1180) total: 55.3s remaining: 38.2s 1183: learn: 0.4021030 test: 0.4162417 best: 0.4162417 (1183) total: 55.4s remaining: 38.1s 1184: learn: 0.4021029 test: 0.4162413 best: 0.4162413 (1184) total: 55.4s remaining: 38.1s 1185: learn: 0.4020917 test: 0.4162463 best: 0.4162413 (1184) total: 55.4s remaining: 38s 1186: learn: 0.4020705 test: 0.4162477 best: 0.4162413 (1184) total: 55.5s remaining: 38s 1187: learn: 0.4018895 test: 0.4162758 best: 0.4162413 (1184) total: 55.5s remaining: 37.9s 1188: learn: 0.4018315 test: 0.4162646 best: 0.4162413 (1184) total: 55.6s remaining: 37.9s 1189: learn: 0.4018308 test: 0.4162646 best: 0.4162413 (1184) total: 55.6s remaining: 37.8s 1190: learn: 0.4018304 test: 0.4162748 best: 0.4162413 (1184) total: 55.6s remaining: 37.8s 1191: learn: 0.4018304 test: 0.4162736 best: 0.4162413 (1184) total: 55.7s remaining: 37.7s 1192: learn: 0.4017709 test: 0.4162185 best: 0.4162185 (1192) total: 55.7s remaining: 37.7s 1193: learn: 0.4017666 test: 0.4162204 best: 0.4162185 (1192) total: 55.8s remaining: 37.7s 1194: learn: 0.4017650 test: 0.4162203 best: 0.4162185 (1192) total: 55.8s remaining: 37.6s 1195: learn: 0.4017605 test: 0.4162251 best: 0.4162185 (1192) total: 55.9s remaining: 37.6s 1196: learn: 0.4017586 test: 0.4162294 best: 0.4162185 (1192) total: 55.9s remaining: 37.5s 1197: learn: 0.4017585 test: 0.4162260 best: 0.4162185 (1192) total: 56s remaining: 37.5s 1198: learn: 0.4017585 test: 0.4162258 best: 0.4162185 (1192) total: 56s remaining: 37.4s 1199: learn: 0.4017583 test: 0.4162258 best: 0.4162185 (1192) total: 56s remaining: 37.4s 1200: learn: 0.4017583 test: 0.4162244 best: 0.4162185 (1192) total: 56.1s remaining: 37.3s 1201: learn: 0.4017581 test: 0.4162212 best: 0.4162185 (1192) total: 56.1s remaining: 37.3s 1202: learn: 0.4017580 test: 0.4162203 best: 0.4162185 (1192) total: 56.2s remaining: 37.2s 1203: learn: 0.4017577 test: 0.4162189 best: 0.4162185 (1192) total: 56.2s remaining: 37.2s 1204: learn: 0.4017577 test: 0.4162188 best: 0.4162185 (1192) total: 56.3s remaining: 37.1s 1205: learn: 0.4017568 test: 0.4162180 best: 0.4162180 (1205) total: 56.3s remaining: 37.1s 1206: learn: 0.4017564 test: 0.4162180 best: 0.4162180 (1206) total: 56.4s remaining: 37s 1207: learn: 0.4017515 test: 0.4162059 best: 0.4162059 (1207) total: 56.4s remaining: 37s 1208: learn: 0.4017460 test: 0.4162001 best: 0.4162001 (1208) total: 56.4s remaining: 36.9s 1209: learn: 0.4017456 test: 0.4162003 best: 0.4162001 (1208) total: 56.5s remaining: 36.9s 1210: learn: 0.4017374 test: 0.4161931 best: 0.4161931 (1210) total: 56.5s remaining: 36.8s 1211: learn: 0.4017373 test: 0.4161927 best: 0.4161927 (1211) total: 56.7s remaining: 36.8s 1212: learn: 0.4017325 test: 0.4161922 best: 0.4161922 (1212) total: 56.7s remaining: 36.8s 1213: learn: 0.4016716 test: 0.4161958 best: 0.4161922 (1212) total: 56.8s remaining: 36.8s 1214: learn: 0.4016699 test: 0.4161935 best: 0.4161922 (1212) total: 56.8s remaining: 36.7s 1215: learn: 0.4016692 test: 0.4161841 best: 0.4161841 (1215) total: 56.9s remaining: 36.7s 1216: learn: 0.4016692 test: 0.4161847 best: 0.4161841 (1215) total: 56.9s remaining: 36.6s 1217: learn: 0.4015705 test: 0.4161443 best: 0.4161443 (1217) total: 57s remaining: 36.6s 1218: learn: 0.4015694 test: 0.4161411 best: 0.4161411 (1218) total: 57s remaining: 36.5s 1219: learn: 0.4015670 test: 0.4161476 best: 0.4161411 (1218) total: 57.1s remaining: 36.5s 1220: learn: 0.4015665 test: 0.4161488 best: 0.4161411 (1218) total: 57.1s remaining: 36.4s 1221: learn: 0.4015551 test: 0.4161447 best: 0.4161411 (1218) total: 57.2s remaining: 36.4s 1222: learn: 0.4015278 test: 0.4161311 best: 0.4161311 (1222) total: 57.2s remaining: 36.3s 1223: learn: 0.4015278 test: 0.4161305 best: 0.4161305 (1223) total: 57.3s remaining: 36.3s 1224: learn: 0.4015274 test: 0.4161304 best: 0.4161304 (1224) total: 57.3s remaining: 36.3s 1225: learn: 0.4015259 test: 0.4161293 best: 0.4161293 (1225) total: 57.4s remaining: 36.2s 1226: learn: 0.4015080 test: 0.4161303 best: 0.4161293 (1225) total: 57.4s remaining: 36.2s 1227: learn: 0.4015060 test: 0.4161318 best: 0.4161293 (1225) total: 57.5s remaining: 36.1s 1228: learn: 0.4015060 test: 0.4161321 best: 0.4161293 (1225) total: 57.5s remaining: 36.1s 1229: learn: 0.4015060 test: 0.4161310 best: 0.4161293 (1225) total: 57.5s remaining: 36s 1230: learn: 0.4015054 test: 0.4161207 best: 0.4161207 (1230) total: 57.6s remaining: 36s 1231: learn: 0.4015054 test: 0.4161211 best: 0.4161207 (1230) total: 57.6s remaining: 35.9s 1232: learn: 0.4014972 test: 0.4161239 best: 0.4161207 (1230) total: 57.7s remaining: 35.9s 1233: learn: 0.4014956 test: 0.4161255 best: 0.4161207 (1230) total: 57.7s remaining: 35.8s 1234: learn: 0.4014949 test: 0.4161269 best: 0.4161207 (1230) total: 57.8s remaining: 35.8s 1235: learn: 0.4014028 test: 0.4160620 best: 0.4160620 (1235) total: 57.8s remaining: 35.7s 1236: learn: 0.4014010 test: 0.4160595 best: 0.4160595 (1236) total: 57.9s remaining: 35.7s 1237: learn: 0.4013969 test: 0.4160602 best: 0.4160595 (1236) total: 57.9s remaining: 35.6s 1238: learn: 0.4013875 test: 0.4160557 best: 0.4160557 (1238) total: 58s remaining: 35.6s 1239: learn: 0.4013663 test: 0.4160188 best: 0.4160188 (1239) total: 58s remaining: 35.5s 1240: learn: 0.4013643 test: 0.4160187 best: 0.4160187 (1240) total: 58s remaining: 35.5s 1241: learn: 0.4013552 test: 0.4160182 best: 0.4160182 (1241) total: 58.1s remaining: 35.5s 1242: learn: 0.4013505 test: 0.4160200 best: 0.4160182 (1241) total: 58.1s remaining: 35.4s 1243: learn: 0.4013175 test: 0.4160014 best: 0.4160014 (1243) total: 58.2s remaining: 35.4s 1244: learn: 0.4012845 test: 0.4159986 best: 0.4159986 (1244) total: 58.2s remaining: 35.3s 1245: learn: 0.4012821 test: 0.4159977 best: 0.4159977 (1245) total: 58.3s remaining: 35.3s 1246: learn: 0.4012639 test: 0.4159868 best: 0.4159868 (1246) total: 58.3s remaining: 35.2s 1247: learn: 0.4012600 test: 0.4159850 best: 0.4159850 (1247) total: 58.4s remaining: 35.2s 1248: learn: 0.4012150 test: 0.4159872 best: 0.4159850 (1247) total: 58.4s remaining: 35.1s 1249: learn: 0.4012144 test: 0.4159872 best: 0.4159850 (1247) total: 58.5s remaining: 35.1s 1250: learn: 0.4012137 test: 0.4159790 best: 0.4159790 (1250) total: 58.5s remaining: 35s 1251: learn: 0.4011681 test: 0.4159426 best: 0.4159426 (1251) total: 58.6s remaining: 35s 1252: learn: 0.4011681 test: 0.4159427 best: 0.4159426 (1251) total: 58.6s remaining: 34.9s 1253: learn: 0.4011671 test: 0.4159416 best: 0.4159416 (1253) total: 58.7s remaining: 34.9s 1254: learn: 0.4011363 test: 0.4159195 best: 0.4159195 (1254) total: 58.7s remaining: 34.9s 1255: learn: 0.4011336 test: 0.4159168 best: 0.4159168 (1255) total: 58.8s remaining: 34.8s 1256: learn: 0.4011332 test: 0.4159167 best: 0.4159167 (1256) total: 58.8s remaining: 34.8s 1257: learn: 0.4010656 test: 0.4159121 best: 0.4159121 (1257) total: 58.9s remaining: 34.7s 1258: learn: 0.4010477 test: 0.4159140 best: 0.4159121 (1257) total: 58.9s remaining: 34.7s 1259: learn: 0.4010470 test: 0.4159081 best: 0.4159081 (1259) total: 59s remaining: 34.6s 1260: learn: 0.4010461 test: 0.4159081 best: 0.4159081 (1259) total: 59s remaining: 34.6s 1261: learn: 0.4010123 test: 0.4158943 best: 0.4158943 (1261) total: 59.1s remaining: 34.5s 1262: learn: 0.4010086 test: 0.4159027 best: 0.4158943 (1261) total: 59.1s remaining: 34.5s 1263: learn: 0.4009868 test: 0.4159011 best: 0.4158943 (1261) total: 59.2s remaining: 34.5s 1264: learn: 0.4009862 test: 0.4159008 best: 0.4158943 (1261) total: 59.2s remaining: 34.4s 1265: learn: 0.4009861 test: 0.4159007 best: 0.4158943 (1261) total: 59.3s remaining: 34.4s 1266: learn: 0.4009859 test: 0.4159013 best: 0.4158943 (1261) total: 59.3s remaining: 34.3s 1267: learn: 0.4009854 test: 0.4159007 best: 0.4158943 (1261) total: 59.3s remaining: 34.3s 1268: learn: 0.4009804 test: 0.4159047 best: 0.4158943 (1261) total: 59.4s remaining: 34.2s 1269: learn: 0.4009771 test: 0.4159059 best: 0.4158943 (1261) total: 59.4s remaining: 34.2s 1270: learn: 0.4009702 test: 0.4158962 best: 0.4158943 (1261) total: 59.5s remaining: 34.1s 1271: learn: 0.4009693 test: 0.4158961 best: 0.4158943 (1261) total: 59.5s remaining: 34.1s 1272: learn: 0.4009648 test: 0.4158963 best: 0.4158943 (1261) total: 59.6s remaining: 34s 1273: learn: 0.4009645 test: 0.4158965 best: 0.4158943 (1261) total: 59.6s remaining: 34s 1274: learn: 0.4009644 test: 0.4158973 best: 0.4158943 (1261) total: 59.7s remaining: 33.9s 1275: learn: 0.4009644 test: 0.4158980 best: 0.4158943 (1261) total: 59.7s remaining: 33.9s 1276: learn: 0.4009644 test: 0.4158992 best: 0.4158943 (1261) total: 59.8s remaining: 33.8s 1277: learn: 0.4009644 test: 0.4158997 best: 0.4158943 (1261) total: 59.8s remaining: 33.8s 1278: learn: 0.4009644 test: 0.4158997 best: 0.4158943 (1261) total: 59.9s remaining: 33.8s 1279: learn: 0.4009639 test: 0.4158994 best: 0.4158943 (1261) total: 59.9s remaining: 33.7s 1280: learn: 0.4009637 test: 0.4158994 best: 0.4158943 (1261) total: 60s remaining: 33.7s 1281: learn: 0.4009596 test: 0.4158941 best: 0.4158941 (1281) total: 1m remaining: 33.6s 1282: learn: 0.4009596 test: 0.4158936 best: 0.4158936 (1282) total: 1m remaining: 33.6s 1283: learn: 0.4009538 test: 0.4158862 best: 0.4158862 (1283) total: 1m remaining: 33.5s 1284: learn: 0.4009185 test: 0.4158800 best: 0.4158800 (1284) total: 1m remaining: 33.5s 1285: learn: 0.4009185 test: 0.4158792 best: 0.4158792 (1285) total: 1m remaining: 33.4s 1286: learn: 0.4009166 test: 0.4158828 best: 0.4158792 (1285) total: 1m remaining: 33.4s 1287: learn: 0.4007687 test: 0.4157034 best: 0.4157034 (1287) total: 1m remaining: 33.3s 1288: learn: 0.4007660 test: 0.4157032 best: 0.4157032 (1288) total: 1m remaining: 33.3s 1289: learn: 0.4007615 test: 0.4156974 best: 0.4156974 (1289) total: 1m remaining: 33.2s 1290: learn: 0.4007613 test: 0.4157000 best: 0.4156974 (1289) total: 1m remaining: 33.2s 1291: learn: 0.4007613 test: 0.4157004 best: 0.4156974 (1289) total: 1m remaining: 33.1s 1292: learn: 0.4007613 test: 0.4157007 best: 0.4156974 (1289) total: 1m remaining: 33.1s 1293: learn: 0.4007613 test: 0.4157005 best: 0.4156974 (1289) total: 1m remaining: 33s 1294: learn: 0.4007613 test: 0.4157004 best: 0.4156974 (1289) total: 1m remaining: 33s 1295: learn: 0.4007609 test: 0.4156983 best: 0.4156974 (1289) total: 1m remaining: 32.9s 1296: learn: 0.4007600 test: 0.4156985 best: 0.4156974 (1289) total: 1m remaining: 32.9s 1297: learn: 0.4007600 test: 0.4156984 best: 0.4156974 (1289) total: 1m remaining: 32.8s 1298: learn: 0.4007485 test: 0.4156894 best: 0.4156894 (1298) total: 1m remaining: 32.8s 1299: learn: 0.4007484 test: 0.4156894 best: 0.4156894 (1299) total: 1m remaining: 32.8s 1300: learn: 0.4007482 test: 0.4156896 best: 0.4156894 (1299) total: 1m remaining: 32.7s 1301: learn: 0.4007478 test: 0.4156817 best: 0.4156817 (1301) total: 1m remaining: 32.7s 1302: learn: 0.4007452 test: 0.4156854 best: 0.4156817 (1301) total: 1m remaining: 32.6s 1303: learn: 0.4007440 test: 0.4156813 best: 0.4156813 (1303) total: 1m 1s remaining: 32.6s 1304: learn: 0.4007440 test: 0.4156813 best: 0.4156813 (1304) total: 1m 1s remaining: 32.5s 1305: learn: 0.4007439 test: 0.4156815 best: 0.4156813 (1304) total: 1m 1s remaining: 32.5s 1306: learn: 0.4007439 test: 0.4156814 best: 0.4156813 (1304) total: 1m 1s remaining: 32.4s 1307: learn: 0.4007439 test: 0.4156811 best: 0.4156811 (1307) total: 1m 1s remaining: 32.4s 1308: learn: 0.4007439 test: 0.4156811 best: 0.4156811 (1308) total: 1m 1s remaining: 32.3s 1309: learn: 0.4007439 test: 0.4156817 best: 0.4156811 (1308) total: 1m 1s remaining: 32.3s 1310: learn: 0.4007439 test: 0.4156816 best: 0.4156811 (1308) total: 1m 1s remaining: 32.2s 1311: learn: 0.4007420 test: 0.4156812 best: 0.4156811 (1308) total: 1m 1s remaining: 32.2s 1312: learn: 0.4007412 test: 0.4156812 best: 0.4156811 (1308) total: 1m 1s remaining: 32.1s 1313: learn: 0.4007332 test: 0.4156833 best: 0.4156811 (1308) total: 1m 1s remaining: 32.1s 1314: learn: 0.4006982 test: 0.4156633 best: 0.4156633 (1314) total: 1m 1s remaining: 32s 1315: learn: 0.4006982 test: 0.4156630 best: 0.4156630 (1315) total: 1m 1s remaining: 32s 1316: learn: 0.4006978 test: 0.4156654 best: 0.4156630 (1315) total: 1m 1s remaining: 31.9s 1317: learn: 0.4006966 test: 0.4156748 best: 0.4156630 (1315) total: 1m 1s remaining: 31.9s 1318: learn: 0.4006884 test: 0.4156767 best: 0.4156630 (1315) total: 1m 1s remaining: 31.9s 1319: learn: 0.4006883 test: 0.4156776 best: 0.4156630 (1315) total: 1m 1s remaining: 31.8s 1320: learn: 0.4006883 test: 0.4156776 best: 0.4156630 (1315) total: 1m 1s remaining: 31.8s 1321: learn: 0.4006878 test: 0.4156786 best: 0.4156630 (1315) total: 1m 1s remaining: 31.7s 1322: learn: 0.4006878 test: 0.4156786 best: 0.4156630 (1315) total: 1m 1s remaining: 31.7s 1323: learn: 0.4006818 test: 0.4156830 best: 0.4156630 (1315) total: 1m 1s remaining: 31.6s 1324: learn: 0.4006797 test: 0.4156835 best: 0.4156630 (1315) total: 1m 1s remaining: 31.6s 1325: learn: 0.4006797 test: 0.4156835 best: 0.4156630 (1315) total: 1m 2s remaining: 31.5s 1326: learn: 0.4006493 test: 0.4156916 best: 0.4156630 (1315) total: 1m 2s remaining: 31.5s 1327: learn: 0.4006458 test: 0.4156930 best: 0.4156630 (1315) total: 1m 2s remaining: 31.4s 1328: learn: 0.4006383 test: 0.4156955 best: 0.4156630 (1315) total: 1m 2s remaining: 31.4s 1329: learn: 0.4006377 test: 0.4156949 best: 0.4156630 (1315) total: 1m 2s remaining: 31.3s 1330: learn: 0.4006372 test: 0.4157063 best: 0.4156630 (1315) total: 1m 2s remaining: 31.3s 1331: learn: 0.4005976 test: 0.4156878 best: 0.4156630 (1315) total: 1m 2s remaining: 31.3s 1332: learn: 0.4005976 test: 0.4156867 best: 0.4156630 (1315) total: 1m 2s remaining: 31.2s 1333: learn: 0.4005973 test: 0.4156954 best: 0.4156630 (1315) total: 1m 2s remaining: 31.2s 1334: learn: 0.4005967 test: 0.4157033 best: 0.4156630 (1315) total: 1m 2s remaining: 31.1s 1335: learn: 0.4005965 test: 0.4157047 best: 0.4156630 (1315) total: 1m 2s remaining: 31.1s 1336: learn: 0.4005963 test: 0.4157047 best: 0.4156630 (1315) total: 1m 2s remaining: 31s 1337: learn: 0.4005931 test: 0.4157052 best: 0.4156630 (1315) total: 1m 2s remaining: 31s 1338: learn: 0.4005897 test: 0.4156995 best: 0.4156630 (1315) total: 1m 2s remaining: 30.9s 1339: learn: 0.4005864 test: 0.4157034 best: 0.4156630 (1315) total: 1m 2s remaining: 30.9s 1340: learn: 0.4005864 test: 0.4157016 best: 0.4156630 (1315) total: 1m 2s remaining: 30.8s 1341: learn: 0.4005864 test: 0.4157019 best: 0.4156630 (1315) total: 1m 2s remaining: 30.8s 1342: learn: 0.4005862 test: 0.4157032 best: 0.4156630 (1315) total: 1m 2s remaining: 30.7s 1343: learn: 0.4005834 test: 0.4157017 best: 0.4156630 (1315) total: 1m 2s remaining: 30.7s 1344: learn: 0.4005789 test: 0.4156707 best: 0.4156630 (1315) total: 1m 2s remaining: 30.6s 1345: learn: 0.4005789 test: 0.4156683 best: 0.4156630 (1315) total: 1m 2s remaining: 30.6s 1346: learn: 0.4005789 test: 0.4156670 best: 0.4156630 (1315) total: 1m 2s remaining: 30.5s 1347: learn: 0.4005740 test: 0.4156641 best: 0.4156630 (1315) total: 1m 3s remaining: 30.5s 1348: learn: 0.4005739 test: 0.4156628 best: 0.4156628 (1348) total: 1m 3s remaining: 30.4s 1349: learn: 0.4005657 test: 0.4156644 best: 0.4156628 (1348) total: 1m 3s remaining: 30.4s 1350: learn: 0.4005650 test: 0.4156635 best: 0.4156628 (1348) total: 1m 3s remaining: 30.3s 1351: learn: 0.4005625 test: 0.4156634 best: 0.4156628 (1348) total: 1m 3s remaining: 30.3s 1352: learn: 0.4004656 test: 0.4155788 best: 0.4155788 (1352) total: 1m 3s remaining: 30.2s 1353: learn: 0.4004655 test: 0.4155778 best: 0.4155778 (1353) total: 1m 3s remaining: 30.2s 1354: learn: 0.4004513 test: 0.4155731 best: 0.4155731 (1354) total: 1m 3s remaining: 30.1s 1355: learn: 0.4004463 test: 0.4155728 best: 0.4155728 (1355) total: 1m 3s remaining: 30.1s 1356: learn: 0.4004463 test: 0.4155730 best: 0.4155728 (1355) total: 1m 3s remaining: 30s 1357: learn: 0.4004460 test: 0.4155739 best: 0.4155728 (1355) total: 1m 3s remaining: 30s 1358: learn: 0.4004455 test: 0.4155718 best: 0.4155718 (1358) total: 1m 3s remaining: 29.9s 1359: learn: 0.4004452 test: 0.4155740 best: 0.4155718 (1358) total: 1m 3s remaining: 29.9s 1360: learn: 0.4004452 test: 0.4155729 best: 0.4155718 (1358) total: 1m 3s remaining: 29.9s 1361: learn: 0.4004447 test: 0.4155718 best: 0.4155718 (1361) total: 1m 3s remaining: 29.8s 1362: learn: 0.4004302 test: 0.4155776 best: 0.4155718 (1361) total: 1m 3s remaining: 29.8s 1363: learn: 0.4004295 test: 0.4155792 best: 0.4155718 (1361) total: 1m 3s remaining: 29.7s 1364: learn: 0.4004285 test: 0.4155787 best: 0.4155718 (1361) total: 1m 3s remaining: 29.7s 1365: learn: 0.4004232 test: 0.4155767 best: 0.4155718 (1361) total: 1m 3s remaining: 29.6s 1366: learn: 0.4004224 test: 0.4155730 best: 0.4155718 (1361) total: 1m 3s remaining: 29.6s 1367: learn: 0.4004223 test: 0.4155725 best: 0.4155718 (1361) total: 1m 3s remaining: 29.5s 1368: learn: 0.4004214 test: 0.4155690 best: 0.4155690 (1368) total: 1m 3s remaining: 29.5s 1369: learn: 0.4004214 test: 0.4155683 best: 0.4155683 (1369) total: 1m 3s remaining: 29.4s 1370: learn: 0.4004209 test: 0.4155675 best: 0.4155675 (1370) total: 1m 4s remaining: 29.4s 1371: learn: 0.4004187 test: 0.4155685 best: 0.4155675 (1370) total: 1m 4s remaining: 29.3s 1372: learn: 0.4004183 test: 0.4155684 best: 0.4155675 (1370) total: 1m 4s remaining: 29.3s 1373: learn: 0.4004158 test: 0.4155722 best: 0.4155675 (1370) total: 1m 4s remaining: 29.2s 1374: learn: 0.4004148 test: 0.4155732 best: 0.4155675 (1370) total: 1m 4s remaining: 29.2s 1375: learn: 0.4004147 test: 0.4155720 best: 0.4155675 (1370) total: 1m 4s remaining: 29.1s 1376: learn: 0.4002598 test: 0.4153190 best: 0.4153190 (1376) total: 1m 4s remaining: 29.1s 1377: learn: 0.4002577 test: 0.4153164 best: 0.4153164 (1377) total: 1m 4s remaining: 29s 1378: learn: 0.4002572 test: 0.4153144 best: 0.4153144 (1378) total: 1m 4s remaining: 29s 1379: learn: 0.4002551 test: 0.4153143 best: 0.4153143 (1379) total: 1m 4s remaining: 28.9s 1380: learn: 0.4002435 test: 0.4153150 best: 0.4153143 (1379) total: 1m 4s remaining: 28.9s 1381: learn: 0.4002320 test: 0.4153101 best: 0.4153101 (1381) total: 1m 4s remaining: 28.9s 1382: learn: 0.4002313 test: 0.4153015 best: 0.4153015 (1382) total: 1m 4s remaining: 28.8s 1383: learn: 0.4002005 test: 0.4152901 best: 0.4152901 (1383) total: 1m 4s remaining: 28.8s 1384: learn: 0.4001990 test: 0.4152903 best: 0.4152901 (1383) total: 1m 4s remaining: 28.7s 1385: learn: 0.4001781 test: 0.4152863 best: 0.4152863 (1385) total: 1m 4s remaining: 28.7s 1386: learn: 0.4001572 test: 0.4152581 best: 0.4152581 (1386) total: 1m 4s remaining: 28.6s 1387: learn: 0.4001567 test: 0.4152557 best: 0.4152557 (1387) total: 1m 4s remaining: 28.6s 1388: learn: 0.4001548 test: 0.4152625 best: 0.4152557 (1387) total: 1m 4s remaining: 28.5s 1389: learn: 0.4001548 test: 0.4152620 best: 0.4152557 (1387) total: 1m 4s remaining: 28.5s 1390: learn: 0.4001321 test: 0.4152600 best: 0.4152557 (1387) total: 1m 4s remaining: 28.4s 1391: learn: 0.4001319 test: 0.4152606 best: 0.4152557 (1387) total: 1m 4s remaining: 28.4s 1392: learn: 0.4001315 test: 0.4152515 best: 0.4152515 (1392) total: 1m 5s remaining: 28.3s 1393: learn: 0.4001315 test: 0.4152512 best: 0.4152512 (1393) total: 1m 5s remaining: 28.3s 1394: learn: 0.4001276 test: 0.4152535 best: 0.4152512 (1393) total: 1m 5s remaining: 28.2s 1395: learn: 0.4001204 test: 0.4152586 best: 0.4152512 (1393) total: 1m 5s remaining: 28.2s 1396: learn: 0.4001202 test: 0.4152583 best: 0.4152512 (1393) total: 1m 5s remaining: 28.2s 1397: learn: 0.4001198 test: 0.4152584 best: 0.4152512 (1393) total: 1m 5s remaining: 28.1s 1398: learn: 0.4001196 test: 0.4152578 best: 0.4152512 (1393) total: 1m 5s remaining: 28.1s 1399: learn: 0.4001061 test: 0.4152383 best: 0.4152383 (1399) total: 1m 5s remaining: 28s 1400: learn: 0.4001054 test: 0.4152296 best: 0.4152296 (1400) total: 1m 5s remaining: 28s 1401: learn: 0.4001006 test: 0.4152299 best: 0.4152296 (1400) total: 1m 5s remaining: 27.9s 1402: learn: 0.4000997 test: 0.4152295 best: 0.4152295 (1402) total: 1m 5s remaining: 27.9s 1403: learn: 0.4000937 test: 0.4152280 best: 0.4152280 (1403) total: 1m 5s remaining: 27.8s 1404: learn: 0.4000935 test: 0.4152280 best: 0.4152280 (1404) total: 1m 5s remaining: 27.8s 1405: learn: 0.4000934 test: 0.4152275 best: 0.4152275 (1405) total: 1m 5s remaining: 27.7s 1406: learn: 0.4000896 test: 0.4152255 best: 0.4152255 (1406) total: 1m 5s remaining: 27.7s 1407: learn: 0.4000892 test: 0.4152277 best: 0.4152255 (1406) total: 1m 5s remaining: 27.6s 1408: learn: 0.4000883 test: 0.4152267 best: 0.4152255 (1406) total: 1m 5s remaining: 27.6s 1409: learn: 0.4000878 test: 0.4152260 best: 0.4152255 (1406) total: 1m 5s remaining: 27.5s 1410: learn: 0.4000878 test: 0.4152251 best: 0.4152251 (1410) total: 1m 5s remaining: 27.5s 1411: learn: 0.4000557 test: 0.4152503 best: 0.4152251 (1410) total: 1m 5s remaining: 27.4s 1412: learn: 0.4000545 test: 0.4152503 best: 0.4152251 (1410) total: 1m 5s remaining: 27.4s 1413: learn: 0.4000531 test: 0.4152480 best: 0.4152251 (1410) total: 1m 5s remaining: 27.3s 1414: learn: 0.4000515 test: 0.4152499 best: 0.4152251 (1410) total: 1m 6s remaining: 27.3s 1415: learn: 0.4000346 test: 0.4152444 best: 0.4152251 (1410) total: 1m 6s remaining: 27.2s 1416: learn: 0.4000344 test: 0.4152443 best: 0.4152251 (1410) total: 1m 6s remaining: 27.2s 1417: learn: 0.4000344 test: 0.4152442 best: 0.4152251 (1410) total: 1m 6s remaining: 27.2s 1418: learn: 0.4000343 test: 0.4152442 best: 0.4152251 (1410) total: 1m 6s remaining: 27.1s 1419: learn: 0.3999799 test: 0.4152348 best: 0.4152251 (1410) total: 1m 6s remaining: 27s 1420: learn: 0.3999799 test: 0.4152346 best: 0.4152251 (1410) total: 1m 6s remaining: 27s 1421: learn: 0.3999692 test: 0.4152297 best: 0.4152251 (1410) total: 1m 6s remaining: 27s 1422: learn: 0.3999683 test: 0.4152297 best: 0.4152251 (1410) total: 1m 6s remaining: 26.9s 1423: learn: 0.3999679 test: 0.4152409 best: 0.4152251 (1410) total: 1m 6s remaining: 26.9s 1424: learn: 0.3999657 test: 0.4152410 best: 0.4152251 (1410) total: 1m 6s remaining: 26.8s 1425: learn: 0.3999641 test: 0.4152359 best: 0.4152251 (1410) total: 1m 6s remaining: 26.8s 1426: learn: 0.3999640 test: 0.4152347 best: 0.4152251 (1410) total: 1m 6s remaining: 26.7s 1427: learn: 0.3999629 test: 0.4152308 best: 0.4152251 (1410) total: 1m 6s remaining: 26.7s 1428: learn: 0.3999629 test: 0.4152308 best: 0.4152251 (1410) total: 1m 6s remaining: 26.6s 1429: learn: 0.3999625 test: 0.4152315 best: 0.4152251 (1410) total: 1m 6s remaining: 26.6s 1430: learn: 0.3999292 test: 0.4152078 best: 0.4152078 (1430) total: 1m 6s remaining: 26.5s 1431: learn: 0.3999292 test: 0.4152068 best: 0.4152068 (1431) total: 1m 6s remaining: 26.5s 1432: learn: 0.3999122 test: 0.4152048 best: 0.4152048 (1432) total: 1m 6s remaining: 26.4s 1433: learn: 0.3998945 test: 0.4152140 best: 0.4152048 (1432) total: 1m 6s remaining: 26.4s 1434: learn: 0.3998943 test: 0.4152139 best: 0.4152048 (1432) total: 1m 6s remaining: 26.3s 1435: learn: 0.3998932 test: 0.4152153 best: 0.4152048 (1432) total: 1m 6s remaining: 26.3s 1436: learn: 0.3998927 test: 0.4152257 best: 0.4152048 (1432) total: 1m 6s remaining: 26.2s 1437: learn: 0.3998926 test: 0.4152266 best: 0.4152048 (1432) total: 1m 7s remaining: 26.2s 1438: learn: 0.3998895 test: 0.4152281 best: 0.4152048 (1432) total: 1m 7s remaining: 26.2s 1439: learn: 0.3998525 test: 0.4152094 best: 0.4152048 (1432) total: 1m 7s remaining: 26.1s 1440: learn: 0.3997667 test: 0.4151923 best: 0.4151923 (1440) total: 1m 7s remaining: 26.1s 1441: learn: 0.3997667 test: 0.4151902 best: 0.4151902 (1441) total: 1m 7s remaining: 26s 1442: learn: 0.3997665 test: 0.4151976 best: 0.4151902 (1441) total: 1m 7s remaining: 26s 1443: learn: 0.3997398 test: 0.4151924 best: 0.4151902 (1441) total: 1m 7s remaining: 25.9s 1444: learn: 0.3997394 test: 0.4151957 best: 0.4151902 (1441) total: 1m 7s remaining: 25.9s 1445: learn: 0.3997381 test: 0.4151954 best: 0.4151902 (1441) total: 1m 7s remaining: 25.8s 1446: learn: 0.3997347 test: 0.4152051 best: 0.4151902 (1441) total: 1m 7s remaining: 25.8s 1447: learn: 0.3997346 test: 0.4152085 best: 0.4151902 (1441) total: 1m 7s remaining: 25.7s 1448: learn: 0.3997246 test: 0.4152057 best: 0.4151902 (1441) total: 1m 7s remaining: 25.7s 1449: learn: 0.3997245 test: 0.4152121 best: 0.4151902 (1441) total: 1m 7s remaining: 25.6s 1450: learn: 0.3997196 test: 0.4152120 best: 0.4151902 (1441) total: 1m 7s remaining: 25.6s 1451: learn: 0.3997194 test: 0.4152202 best: 0.4151902 (1441) total: 1m 7s remaining: 25.5s 1452: learn: 0.3997193 test: 0.4152166 best: 0.4151902 (1441) total: 1m 7s remaining: 25.5s 1453: learn: 0.3997187 test: 0.4152096 best: 0.4151902 (1441) total: 1m 7s remaining: 25.4s 1454: learn: 0.3997179 test: 0.4152082 best: 0.4151902 (1441) total: 1m 7s remaining: 25.4s 1455: learn: 0.3997086 test: 0.4151980 best: 0.4151902 (1441) total: 1m 7s remaining: 25.3s 1456: learn: 0.3997086 test: 0.4151958 best: 0.4151902 (1441) total: 1m 7s remaining: 25.3s 1457: learn: 0.3997084 test: 0.4151958 best: 0.4151902 (1441) total: 1m 7s remaining: 25.2s 1458: learn: 0.3997077 test: 0.4152014 best: 0.4151902 (1441) total: 1m 7s remaining: 25.2s 1459: learn: 0.3997076 test: 0.4152014 best: 0.4151902 (1441) total: 1m 7s remaining: 25.1s 1460: learn: 0.3997044 test: 0.4152002 best: 0.4151902 (1441) total: 1m 8s remaining: 25.1s 1461: learn: 0.3996864 test: 0.4152016 best: 0.4151902 (1441) total: 1m 8s remaining: 25s 1462: learn: 0.3996860 test: 0.4152100 best: 0.4151902 (1441) total: 1m 8s remaining: 25s 1463: learn: 0.3996772 test: 0.4151993 best: 0.4151902 (1441) total: 1m 8s remaining: 25s 1464: learn: 0.3996772 test: 0.4151993 best: 0.4151902 (1441) total: 1m 8s remaining: 24.9s 1465: learn: 0.3996771 test: 0.4151966 best: 0.4151902 (1441) total: 1m 8s remaining: 24.9s 1466: learn: 0.3996667 test: 0.4151929 best: 0.4151902 (1441) total: 1m 8s remaining: 24.8s 1467: learn: 0.3996418 test: 0.4151902 best: 0.4151902 (1467) total: 1m 8s remaining: 24.8s 1468: learn: 0.3996298 test: 0.4151898 best: 0.4151898 (1468) total: 1m 8s remaining: 24.7s 1469: learn: 0.3996282 test: 0.4151896 best: 0.4151896 (1469) total: 1m 8s remaining: 24.7s 1470: learn: 0.3996282 test: 0.4151875 best: 0.4151875 (1470) total: 1m 8s remaining: 24.6s 1471: learn: 0.3996277 test: 0.4151934 best: 0.4151875 (1470) total: 1m 8s remaining: 24.6s 1472: learn: 0.3996273 test: 0.4151986 best: 0.4151875 (1470) total: 1m 8s remaining: 24.5s 1473: learn: 0.3996264 test: 0.4151976 best: 0.4151875 (1470) total: 1m 8s remaining: 24.5s 1474: learn: 0.3996103 test: 0.4151939 best: 0.4151875 (1470) total: 1m 8s remaining: 24.4s 1475: learn: 0.3996086 test: 0.4151940 best: 0.4151875 (1470) total: 1m 8s remaining: 24.4s 1476: learn: 0.3996084 test: 0.4151911 best: 0.4151875 (1470) total: 1m 8s remaining: 24.3s 1477: learn: 0.3996084 test: 0.4151884 best: 0.4151875 (1470) total: 1m 8s remaining: 24.3s 1478: learn: 0.3996077 test: 0.4151886 best: 0.4151875 (1470) total: 1m 8s remaining: 24.2s 1479: learn: 0.3996070 test: 0.4151962 best: 0.4151875 (1470) total: 1m 8s remaining: 24.2s 1480: learn: 0.3995796 test: 0.4151917 best: 0.4151875 (1470) total: 1m 8s remaining: 24.2s 1481: learn: 0.3995517 test: 0.4151856 best: 0.4151856 (1481) total: 1m 8s remaining: 24.1s 1482: learn: 0.3995493 test: 0.4151857 best: 0.4151856 (1481) total: 1m 9s remaining: 24.1s 1483: learn: 0.3995492 test: 0.4151796 best: 0.4151796 (1483) total: 1m 9s remaining: 24s 1484: learn: 0.3995465 test: 0.4151563 best: 0.4151563 (1484) total: 1m 9s remaining: 24s 1485: learn: 0.3995375 test: 0.4151546 best: 0.4151546 (1485) total: 1m 9s remaining: 23.9s 1486: learn: 0.3995332 test: 0.4151565 best: 0.4151546 (1485) total: 1m 9s remaining: 23.9s 1487: learn: 0.3995222 test: 0.4151525 best: 0.4151525 (1487) total: 1m 9s remaining: 23.8s 1488: learn: 0.3995222 test: 0.4151509 best: 0.4151509 (1488) total: 1m 9s remaining: 23.8s 1489: learn: 0.3995220 test: 0.4151512 best: 0.4151509 (1488) total: 1m 9s remaining: 23.7s 1490: learn: 0.3995220 test: 0.4151512 best: 0.4151509 (1488) total: 1m 9s remaining: 23.7s 1491: learn: 0.3995219 test: 0.4151461 best: 0.4151461 (1491) total: 1m 9s remaining: 23.6s 1492: learn: 0.3995219 test: 0.4151453 best: 0.4151453 (1492) total: 1m 9s remaining: 23.6s 1493: learn: 0.3995218 test: 0.4151408 best: 0.4151408 (1493) total: 1m 9s remaining: 23.5s 1494: learn: 0.3995217 test: 0.4151405 best: 0.4151405 (1494) total: 1m 9s remaining: 23.5s 1495: learn: 0.3995216 test: 0.4151386 best: 0.4151386 (1495) total: 1m 9s remaining: 23.5s 1496: learn: 0.3995194 test: 0.4151357 best: 0.4151357 (1496) total: 1m 9s remaining: 23.4s 1497: learn: 0.3995191 test: 0.4151297 best: 0.4151297 (1497) total: 1m 9s remaining: 23.4s 1498: learn: 0.3995191 test: 0.4151295 best: 0.4151295 (1498) total: 1m 9s remaining: 23.3s 1499: learn: 0.3995178 test: 0.4151260 best: 0.4151260 (1499) total: 1m 9s remaining: 23.3s 1500: learn: 0.3994862 test: 0.4151047 best: 0.4151047 (1500) total: 1m 9s remaining: 23.2s 1501: learn: 0.3994260 test: 0.4150903 best: 0.4150903 (1501) total: 1m 9s remaining: 23.2s 1502: learn: 0.3993728 test: 0.4151040 best: 0.4150903 (1501) total: 1m 9s remaining: 23.1s 1503: learn: 0.3993715 test: 0.4151033 best: 0.4150903 (1501) total: 1m 9s remaining: 23.1s 1504: learn: 0.3993657 test: 0.4151066 best: 0.4150903 (1501) total: 1m 10s remaining: 23s 1505: learn: 0.3993623 test: 0.4151081 best: 0.4150903 (1501) total: 1m 10s remaining: 23s 1506: learn: 0.3993511 test: 0.4151121 best: 0.4150903 (1501) total: 1m 10s remaining: 22.9s 1507: learn: 0.3992846 test: 0.4151203 best: 0.4150903 (1501) total: 1m 10s remaining: 22.9s 1508: learn: 0.3992661 test: 0.4151033 best: 0.4150903 (1501) total: 1m 10s remaining: 22.8s 1509: learn: 0.3992659 test: 0.4150994 best: 0.4150903 (1501) total: 1m 10s remaining: 22.8s 1510: learn: 0.3992658 test: 0.4150995 best: 0.4150903 (1501) total: 1m 10s remaining: 22.7s 1511: learn: 0.3992648 test: 0.4150952 best: 0.4150903 (1501) total: 1m 10s remaining: 22.7s 1512: learn: 0.3992405 test: 0.4150786 best: 0.4150786 (1512) total: 1m 10s remaining: 22.7s 1513: learn: 0.3992402 test: 0.4150787 best: 0.4150786 (1512) total: 1m 10s remaining: 22.6s 1514: learn: 0.3992324 test: 0.4150865 best: 0.4150786 (1512) total: 1m 10s remaining: 22.6s 1515: learn: 0.3992172 test: 0.4150934 best: 0.4150786 (1512) total: 1m 10s remaining: 22.5s 1516: learn: 0.3992165 test: 0.4150926 best: 0.4150786 (1512) total: 1m 10s remaining: 22.5s 1517: learn: 0.3992162 test: 0.4150927 best: 0.4150786 (1512) total: 1m 10s remaining: 22.4s 1518: learn: 0.3992032 test: 0.4150848 best: 0.4150786 (1512) total: 1m 10s remaining: 22.4s 1519: learn: 0.3992030 test: 0.4150787 best: 0.4150786 (1512) total: 1m 10s remaining: 22.3s 1520: learn: 0.3992009 test: 0.4150834 best: 0.4150786 (1512) total: 1m 10s remaining: 22.3s 1521: learn: 0.3992005 test: 0.4150799 best: 0.4150786 (1512) total: 1m 10s remaining: 22.2s 1522: learn: 0.3991651 test: 0.4150511 best: 0.4150511 (1522) total: 1m 10s remaining: 22.2s 1523: learn: 0.3991534 test: 0.4150462 best: 0.4150462 (1523) total: 1m 10s remaining: 22.1s 1524: learn: 0.3991526 test: 0.4150440 best: 0.4150440 (1524) total: 1m 10s remaining: 22.1s 1525: learn: 0.3991526 test: 0.4150445 best: 0.4150440 (1524) total: 1m 10s remaining: 22s 1526: learn: 0.3991431 test: 0.4150445 best: 0.4150440 (1524) total: 1m 11s remaining: 22s 1527: learn: 0.3991428 test: 0.4150535 best: 0.4150440 (1524) total: 1m 11s remaining: 22s 1528: learn: 0.3991427 test: 0.4150536 best: 0.4150440 (1524) total: 1m 11s remaining: 21.9s 1529: learn: 0.3991422 test: 0.4150533 best: 0.4150440 (1524) total: 1m 11s remaining: 21.9s 1530: learn: 0.3991419 test: 0.4150532 best: 0.4150440 (1524) total: 1m 11s remaining: 21.8s 1531: learn: 0.3991056 test: 0.4150502 best: 0.4150440 (1524) total: 1m 11s remaining: 21.8s 1532: learn: 0.3990838 test: 0.4150549 best: 0.4150440 (1524) total: 1m 11s remaining: 21.7s 1533: learn: 0.3990768 test: 0.4150549 best: 0.4150440 (1524) total: 1m 11s remaining: 21.7s 1534: learn: 0.3990736 test: 0.4150553 best: 0.4150440 (1524) total: 1m 11s remaining: 21.6s 1535: learn: 0.3990727 test: 0.4150593 best: 0.4150440 (1524) total: 1m 11s remaining: 21.6s 1536: learn: 0.3990534 test: 0.4150471 best: 0.4150440 (1524) total: 1m 11s remaining: 21.6s 1537: learn: 0.3990521 test: 0.4150471 best: 0.4150440 (1524) total: 1m 11s remaining: 21.5s 1538: learn: 0.3990474 test: 0.4150461 best: 0.4150440 (1524) total: 1m 11s remaining: 21.5s 1539: learn: 0.3990237 test: 0.4150495 best: 0.4150440 (1524) total: 1m 11s remaining: 21.4s 1540: learn: 0.3990236 test: 0.4150455 best: 0.4150440 (1524) total: 1m 11s remaining: 21.4s 1541: learn: 0.3990233 test: 0.4150420 best: 0.4150420 (1541) total: 1m 11s remaining: 21.3s 1542: learn: 0.3989619 test: 0.4150017 best: 0.4150017 (1542) total: 1m 11s remaining: 21.3s 1543: learn: 0.3989443 test: 0.4150018 best: 0.4150017 (1542) total: 1m 11s remaining: 21.2s 1544: learn: 0.3989442 test: 0.4149987 best: 0.4149987 (1544) total: 1m 11s remaining: 21.2s 1545: learn: 0.3989437 test: 0.4149990 best: 0.4149987 (1544) total: 1m 11s remaining: 21.1s 1546: learn: 0.3989435 test: 0.4149991 best: 0.4149987 (1544) total: 1m 11s remaining: 21.1s 1547: learn: 0.3989411 test: 0.4150126 best: 0.4149987 (1544) total: 1m 12s remaining: 21s 1548: learn: 0.3989407 test: 0.4150067 best: 0.4149987 (1544) total: 1m 12s remaining: 21s 1549: learn: 0.3989403 test: 0.4150151 best: 0.4149987 (1544) total: 1m 12s remaining: 20.9s 1550: learn: 0.3989367 test: 0.4150049 best: 0.4149987 (1544) total: 1m 12s remaining: 20.9s 1551: learn: 0.3989366 test: 0.4150049 best: 0.4149987 (1544) total: 1m 12s remaining: 20.8s 1552: learn: 0.3989366 test: 0.4150025 best: 0.4149987 (1544) total: 1m 12s remaining: 20.8s 1553: learn: 0.3989351 test: 0.4149995 best: 0.4149987 (1544) total: 1m 12s remaining: 20.8s 1554: learn: 0.3989326 test: 0.4150001 best: 0.4149987 (1544) total: 1m 12s remaining: 20.7s 1555: learn: 0.3989317 test: 0.4150001 best: 0.4149987 (1544) total: 1m 12s remaining: 20.7s 1556: learn: 0.3989314 test: 0.4150003 best: 0.4149987 (1544) total: 1m 12s remaining: 20.7s 1557: learn: 0.3989311 test: 0.4149981 best: 0.4149981 (1557) total: 1m 12s remaining: 20.6s 1558: learn: 0.3989272 test: 0.4150031 best: 0.4149981 (1557) total: 1m 12s remaining: 20.6s 1559: learn: 0.3989271 test: 0.4150030 best: 0.4149981 (1557) total: 1m 12s remaining: 20.5s 1560: learn: 0.3989269 test: 0.4150006 best: 0.4149981 (1557) total: 1m 12s remaining: 20.5s 1561: learn: 0.3989269 test: 0.4149984 best: 0.4149981 (1557) total: 1m 12s remaining: 20.4s 1562: learn: 0.3989266 test: 0.4149974 best: 0.4149974 (1562) total: 1m 12s remaining: 20.4s 1563: learn: 0.3989229 test: 0.4149969 best: 0.4149969 (1563) total: 1m 12s remaining: 20.3s 1564: learn: 0.3989213 test: 0.4149966 best: 0.4149966 (1564) total: 1m 13s remaining: 20.3s 1565: learn: 0.3989211 test: 0.4149963 best: 0.4149963 (1565) total: 1m 13s remaining: 20.2s 1566: learn: 0.3989203 test: 0.4149948 best: 0.4149948 (1566) total: 1m 13s remaining: 20.2s 1567: learn: 0.3989177 test: 0.4149985 best: 0.4149948 (1566) total: 1m 13s remaining: 20.2s 1568: learn: 0.3989175 test: 0.4149939 best: 0.4149939 (1568) total: 1m 13s remaining: 20.1s 1569: learn: 0.3989164 test: 0.4149966 best: 0.4149939 (1568) total: 1m 13s remaining: 20.1s 1570: learn: 0.3989164 test: 0.4149957 best: 0.4149939 (1568) total: 1m 13s remaining: 20s 1571: learn: 0.3989163 test: 0.4149937 best: 0.4149937 (1571) total: 1m 13s remaining: 20s 1572: learn: 0.3989162 test: 0.4149965 best: 0.4149937 (1571) total: 1m 13s remaining: 19.9s 1573: learn: 0.3989161 test: 0.4149942 best: 0.4149937 (1571) total: 1m 13s remaining: 19.9s 1574: learn: 0.3988998 test: 0.4149871 best: 0.4149871 (1574) total: 1m 13s remaining: 19.8s 1575: learn: 0.3988983 test: 0.4149818 best: 0.4149818 (1575) total: 1m 13s remaining: 19.8s 1576: learn: 0.3988970 test: 0.4149778 best: 0.4149778 (1576) total: 1m 13s remaining: 19.7s 1577: learn: 0.3988969 test: 0.4149777 best: 0.4149777 (1577) total: 1m 13s remaining: 19.7s 1578: learn: 0.3988967 test: 0.4149782 best: 0.4149777 (1577) total: 1m 13s remaining: 19.6s 1579: learn: 0.3988966 test: 0.4149748 best: 0.4149748 (1579) total: 1m 13s remaining: 19.6s 1580: learn: 0.3988695 test: 0.4149746 best: 0.4149746 (1580) total: 1m 13s remaining: 19.6s 1581: learn: 0.3988687 test: 0.4149749 best: 0.4149746 (1580) total: 1m 13s remaining: 19.5s 1582: learn: 0.3988685 test: 0.4149748 best: 0.4149746 (1580) total: 1m 13s remaining: 19.5s 1583: learn: 0.3988615 test: 0.4149721 best: 0.4149721 (1583) total: 1m 13s remaining: 19.4s 1584: learn: 0.3988519 test: 0.4149792 best: 0.4149721 (1583) total: 1m 13s remaining: 19.4s 1585: learn: 0.3988042 test: 0.4149539 best: 0.4149539 (1585) total: 1m 14s remaining: 19.3s 1586: learn: 0.3988001 test: 0.4149517 best: 0.4149517 (1586) total: 1m 14s remaining: 19.3s 1587: learn: 0.3988001 test: 0.4149497 best: 0.4149497 (1587) total: 1m 14s remaining: 19.2s 1588: learn: 0.3987905 test: 0.4149494 best: 0.4149494 (1588) total: 1m 14s remaining: 19.2s 1589: learn: 0.3987903 test: 0.4149444 best: 0.4149444 (1589) total: 1m 14s remaining: 19.1s 1590: learn: 0.3987902 test: 0.4149441 best: 0.4149441 (1590) total: 1m 14s remaining: 19.1s 1591: learn: 0.3987736 test: 0.4149458 best: 0.4149441 (1590) total: 1m 14s remaining: 19s 1592: learn: 0.3987736 test: 0.4149456 best: 0.4149441 (1590) total: 1m 14s remaining: 19s 1593: learn: 0.3987710 test: 0.4149479 best: 0.4149441 (1590) total: 1m 14s remaining: 18.9s 1594: learn: 0.3987703 test: 0.4149475 best: 0.4149441 (1590) total: 1m 14s remaining: 18.9s 1595: learn: 0.3987685 test: 0.4149657 best: 0.4149441 (1590) total: 1m 14s remaining: 18.9s 1596: learn: 0.3987680 test: 0.4149695 best: 0.4149441 (1590) total: 1m 14s remaining: 18.8s 1597: learn: 0.3987679 test: 0.4149719 best: 0.4149441 (1590) total: 1m 14s remaining: 18.8s 1598: learn: 0.3987678 test: 0.4149722 best: 0.4149441 (1590) total: 1m 14s remaining: 18.7s 1599: learn: 0.3987677 test: 0.4149734 best: 0.4149441 (1590) total: 1m 14s remaining: 18.7s 1600: learn: 0.3987673 test: 0.4149749 best: 0.4149441 (1590) total: 1m 14s remaining: 18.6s 1601: learn: 0.3987514 test: 0.4149851 best: 0.4149441 (1590) total: 1m 14s remaining: 18.6s 1602: learn: 0.3986831 test: 0.4150126 best: 0.4149441 (1590) total: 1m 14s remaining: 18.5s 1603: learn: 0.3986805 test: 0.4150125 best: 0.4149441 (1590) total: 1m 14s remaining: 18.5s 1604: learn: 0.3986720 test: 0.4150007 best: 0.4149441 (1590) total: 1m 15s remaining: 18.5s 1605: learn: 0.3986719 test: 0.4150004 best: 0.4149441 (1590) total: 1m 15s remaining: 18.4s 1606: learn: 0.3986626 test: 0.4150047 best: 0.4149441 (1590) total: 1m 15s remaining: 18.4s 1607: learn: 0.3986625 test: 0.4150076 best: 0.4149441 (1590) total: 1m 15s remaining: 18.3s 1608: learn: 0.3986463 test: 0.4150168 best: 0.4149441 (1590) total: 1m 15s remaining: 18.3s 1609: learn: 0.3986461 test: 0.4150144 best: 0.4149441 (1590) total: 1m 15s remaining: 18.2s 1610: learn: 0.3986210 test: 0.4150285 best: 0.4149441 (1590) total: 1m 15s remaining: 18.2s 1611: learn: 0.3986105 test: 0.4150277 best: 0.4149441 (1590) total: 1m 15s remaining: 18.1s 1612: learn: 0.3985608 test: 0.4149814 best: 0.4149441 (1590) total: 1m 15s remaining: 18.1s 1613: learn: 0.3985605 test: 0.4149831 best: 0.4149441 (1590) total: 1m 15s remaining: 18s 1614: learn: 0.3985587 test: 0.4149790 best: 0.4149441 (1590) total: 1m 15s remaining: 18s 1615: learn: 0.3985584 test: 0.4149776 best: 0.4149441 (1590) total: 1m 15s remaining: 17.9s 1616: learn: 0.3985583 test: 0.4149775 best: 0.4149441 (1590) total: 1m 15s remaining: 17.9s 1617: learn: 0.3985582 test: 0.4149797 best: 0.4149441 (1590) total: 1m 15s remaining: 17.9s 1618: learn: 0.3985580 test: 0.4149775 best: 0.4149441 (1590) total: 1m 15s remaining: 17.8s 1619: learn: 0.3985575 test: 0.4149773 best: 0.4149441 (1590) total: 1m 15s remaining: 17.8s 1620: learn: 0.3985569 test: 0.4149754 best: 0.4149441 (1590) total: 1m 15s remaining: 17.7s 1621: learn: 0.3985543 test: 0.4149742 best: 0.4149441 (1590) total: 1m 15s remaining: 17.7s 1622: learn: 0.3985521 test: 0.4149745 best: 0.4149441 (1590) total: 1m 15s remaining: 17.6s 1623: learn: 0.3985500 test: 0.4149762 best: 0.4149441 (1590) total: 1m 15s remaining: 17.6s 1624: learn: 0.3985499 test: 0.4149762 best: 0.4149441 (1590) total: 1m 15s remaining: 17.5s 1625: learn: 0.3985498 test: 0.4149745 best: 0.4149441 (1590) total: 1m 15s remaining: 17.5s 1626: learn: 0.3985497 test: 0.4149728 best: 0.4149441 (1590) total: 1m 15s remaining: 17.4s 1627: learn: 0.3985496 test: 0.4149764 best: 0.4149441 (1590) total: 1m 16s remaining: 17.4s 1628: learn: 0.3985439 test: 0.4149760 best: 0.4149441 (1590) total: 1m 16s remaining: 17.3s 1629: learn: 0.3985439 test: 0.4149763 best: 0.4149441 (1590) total: 1m 16s remaining: 17.3s 1630: learn: 0.3985438 test: 0.4149737 best: 0.4149441 (1590) total: 1m 16s remaining: 17.2s 1631: learn: 0.3985410 test: 0.4149749 best: 0.4149441 (1590) total: 1m 16s remaining: 17.2s 1632: learn: 0.3985407 test: 0.4149721 best: 0.4149441 (1590) total: 1m 16s remaining: 17.1s 1633: learn: 0.3985406 test: 0.4149721 best: 0.4149441 (1590) total: 1m 16s remaining: 17.1s 1634: learn: 0.3985399 test: 0.4149735 best: 0.4149441 (1590) total: 1m 16s remaining: 17s 1635: learn: 0.3985398 test: 0.4149720 best: 0.4149441 (1590) total: 1m 16s remaining: 17s 1636: learn: 0.3985396 test: 0.4149750 best: 0.4149441 (1590) total: 1m 16s remaining: 16.9s 1637: learn: 0.3985390 test: 0.4149764 best: 0.4149441 (1590) total: 1m 16s remaining: 16.9s 1638: learn: 0.3985370 test: 0.4149753 best: 0.4149441 (1590) total: 1m 16s remaining: 16.8s 1639: learn: 0.3985369 test: 0.4149753 best: 0.4149441 (1590) total: 1m 16s remaining: 16.8s 1640: learn: 0.3985369 test: 0.4149739 best: 0.4149441 (1590) total: 1m 16s remaining: 16.7s 1641: learn: 0.3985224 test: 0.4149672 best: 0.4149441 (1590) total: 1m 16s remaining: 16.7s 1642: learn: 0.3985121 test: 0.4149624 best: 0.4149441 (1590) total: 1m 16s remaining: 16.7s 1643: learn: 0.3985109 test: 0.4149618 best: 0.4149441 (1590) total: 1m 16s remaining: 16.6s 1644: learn: 0.3985107 test: 0.4149618 best: 0.4149441 (1590) total: 1m 16s remaining: 16.6s 1645: learn: 0.3985105 test: 0.4149618 best: 0.4149441 (1590) total: 1m 16s remaining: 16.5s 1646: learn: 0.3984651 test: 0.4148290 best: 0.4148290 (1646) total: 1m 16s remaining: 16.5s 1647: learn: 0.3984642 test: 0.4148300 best: 0.4148290 (1646) total: 1m 16s remaining: 16.4s 1648: learn: 0.3984638 test: 0.4148232 best: 0.4148232 (1648) total: 1m 16s remaining: 16.4s 1649: learn: 0.3984633 test: 0.4148255 best: 0.4148232 (1648) total: 1m 16s remaining: 16.3s 1650: learn: 0.3984626 test: 0.4148272 best: 0.4148232 (1648) total: 1m 17s remaining: 16.3s 1651: learn: 0.3984624 test: 0.4148273 best: 0.4148232 (1648) total: 1m 17s remaining: 16.2s 1652: learn: 0.3984620 test: 0.4148278 best: 0.4148232 (1648) total: 1m 17s remaining: 16.2s 1653: learn: 0.3984582 test: 0.4148247 best: 0.4148232 (1648) total: 1m 17s remaining: 16.1s 1654: learn: 0.3984224 test: 0.4148525 best: 0.4148232 (1648) total: 1m 17s remaining: 16.1s 1655: learn: 0.3984199 test: 0.4148601 best: 0.4148232 (1648) total: 1m 17s remaining: 16.1s 1656: learn: 0.3984156 test: 0.4148609 best: 0.4148232 (1648) total: 1m 17s remaining: 16s 1657: learn: 0.3984154 test: 0.4148610 best: 0.4148232 (1648) total: 1m 17s remaining: 16s 1658: learn: 0.3984153 test: 0.4148594 best: 0.4148232 (1648) total: 1m 17s remaining: 15.9s 1659: learn: 0.3984152 test: 0.4148594 best: 0.4148232 (1648) total: 1m 17s remaining: 15.9s 1660: learn: 0.3983704 test: 0.4148362 best: 0.4148232 (1648) total: 1m 17s remaining: 15.8s 1661: learn: 0.3983676 test: 0.4148361 best: 0.4148232 (1648) total: 1m 17s remaining: 15.8s 1662: learn: 0.3983675 test: 0.4148348 best: 0.4148232 (1648) total: 1m 17s remaining: 15.7s 1663: learn: 0.3983675 test: 0.4148336 best: 0.4148232 (1648) total: 1m 17s remaining: 15.7s 1664: learn: 0.3983675 test: 0.4148336 best: 0.4148232 (1648) total: 1m 17s remaining: 15.6s 1665: learn: 0.3983639 test: 0.4148313 best: 0.4148232 (1648) total: 1m 17s remaining: 15.6s 1666: learn: 0.3983636 test: 0.4148313 best: 0.4148232 (1648) total: 1m 17s remaining: 15.5s 1667: learn: 0.3983594 test: 0.4148304 best: 0.4148232 (1648) total: 1m 17s remaining: 15.5s 1668: learn: 0.3983573 test: 0.4148279 best: 0.4148232 (1648) total: 1m 17s remaining: 15.4s 1669: learn: 0.3983560 test: 0.4148260 best: 0.4148232 (1648) total: 1m 17s remaining: 15.4s 1670: learn: 0.3983560 test: 0.4148241 best: 0.4148232 (1648) total: 1m 17s remaining: 15.3s 1671: learn: 0.3983536 test: 0.4148273 best: 0.4148232 (1648) total: 1m 17s remaining: 15.3s 1672: learn: 0.3983519 test: 0.4148295 best: 0.4148232 (1648) total: 1m 18s remaining: 15.3s 1673: learn: 0.3983503 test: 0.4148288 best: 0.4148232 (1648) total: 1m 18s remaining: 15.2s 1674: learn: 0.3983497 test: 0.4148218 best: 0.4148218 (1674) total: 1m 18s remaining: 15.2s 1675: learn: 0.3983494 test: 0.4148218 best: 0.4148218 (1674) total: 1m 18s remaining: 15.1s 1676: learn: 0.3983464 test: 0.4148125 best: 0.4148125 (1676) total: 1m 18s remaining: 15.1s 1677: learn: 0.3983443 test: 0.4148140 best: 0.4148125 (1676) total: 1m 18s remaining: 15s 1678: learn: 0.3983443 test: 0.4148141 best: 0.4148125 (1676) total: 1m 18s remaining: 15s 1679: learn: 0.3983064 test: 0.4148213 best: 0.4148125 (1676) total: 1m 18s remaining: 14.9s 1680: learn: 0.3982750 test: 0.4148202 best: 0.4148125 (1676) total: 1m 18s remaining: 14.9s 1681: learn: 0.3982746 test: 0.4148233 best: 0.4148125 (1676) total: 1m 18s remaining: 14.8s 1682: learn: 0.3982745 test: 0.4148225 best: 0.4148125 (1676) total: 1m 18s remaining: 14.8s 1683: learn: 0.3982738 test: 0.4148221 best: 0.4148125 (1676) total: 1m 18s remaining: 14.7s 1684: learn: 0.3982693 test: 0.4148191 best: 0.4148125 (1676) total: 1m 18s remaining: 14.7s 1685: learn: 0.3982692 test: 0.4148190 best: 0.4148125 (1676) total: 1m 18s remaining: 14.6s 1686: learn: 0.3982652 test: 0.4148249 best: 0.4148125 (1676) total: 1m 18s remaining: 14.6s 1687: learn: 0.3982650 test: 0.4148297 best: 0.4148125 (1676) total: 1m 18s remaining: 14.6s 1688: learn: 0.3982647 test: 0.4148239 best: 0.4148125 (1676) total: 1m 18s remaining: 14.5s 1689: learn: 0.3982404 test: 0.4148133 best: 0.4148125 (1676) total: 1m 18s remaining: 14.5s 1690: learn: 0.3982336 test: 0.4148137 best: 0.4148125 (1676) total: 1m 18s remaining: 14.4s 1691: learn: 0.3982335 test: 0.4148153 best: 0.4148125 (1676) total: 1m 18s remaining: 14.4s 1692: learn: 0.3982334 test: 0.4148188 best: 0.4148125 (1676) total: 1m 18s remaining: 14.3s 1693: learn: 0.3982331 test: 0.4148188 best: 0.4148125 (1676) total: 1m 19s remaining: 14.3s 1694: learn: 0.3982330 test: 0.4148220 best: 0.4148125 (1676) total: 1m 19s remaining: 14.2s 1695: learn: 0.3982274 test: 0.4148297 best: 0.4148125 (1676) total: 1m 19s remaining: 14.2s 1696: learn: 0.3981971 test: 0.4148321 best: 0.4148125 (1676) total: 1m 19s remaining: 14.1s 1697: learn: 0.3981967 test: 0.4148310 best: 0.4148125 (1676) total: 1m 19s remaining: 14.1s 1698: learn: 0.3981963 test: 0.4148270 best: 0.4148125 (1676) total: 1m 19s remaining: 14s 1699: learn: 0.3981810 test: 0.4148231 best: 0.4148125 (1676) total: 1m 19s remaining: 14s 1700: learn: 0.3981799 test: 0.4148218 best: 0.4148125 (1676) total: 1m 19s remaining: 14s 1701: learn: 0.3981798 test: 0.4148219 best: 0.4148125 (1676) total: 1m 19s remaining: 13.9s 1702: learn: 0.3981783 test: 0.4148236 best: 0.4148125 (1676) total: 1m 19s remaining: 13.9s 1703: learn: 0.3980638 test: 0.4147872 best: 0.4147872 (1703) total: 1m 19s remaining: 13.8s 1704: learn: 0.3980634 test: 0.4147869 best: 0.4147869 (1704) total: 1m 19s remaining: 13.8s 1705: learn: 0.3980618 test: 0.4147957 best: 0.4147869 (1704) total: 1m 19s remaining: 13.7s 1706: learn: 0.3980605 test: 0.4147955 best: 0.4147869 (1704) total: 1m 19s remaining: 13.7s 1707: learn: 0.3980603 test: 0.4147911 best: 0.4147869 (1704) total: 1m 19s remaining: 13.6s 1708: learn: 0.3980599 test: 0.4147908 best: 0.4147869 (1704) total: 1m 19s remaining: 13.6s 1709: learn: 0.3980598 test: 0.4147918 best: 0.4147869 (1704) total: 1m 19s remaining: 13.5s 1710: learn: 0.3980148 test: 0.4147932 best: 0.4147869 (1704) total: 1m 19s remaining: 13.5s 1711: learn: 0.3980137 test: 0.4147957 best: 0.4147869 (1704) total: 1m 19s remaining: 13.4s 1712: learn: 0.3979961 test: 0.4147943 best: 0.4147869 (1704) total: 1m 19s remaining: 13.4s 1713: learn: 0.3979961 test: 0.4147943 best: 0.4147869 (1704) total: 1m 19s remaining: 13.3s 1714: learn: 0.3979960 test: 0.4147934 best: 0.4147869 (1704) total: 1m 19s remaining: 13.3s 1715: learn: 0.3979911 test: 0.4147940 best: 0.4147869 (1704) total: 1m 20s remaining: 13.2s 1716: learn: 0.3979890 test: 0.4147971 best: 0.4147869 (1704) total: 1m 20s remaining: 13.2s 1717: learn: 0.3979766 test: 0.4147911 best: 0.4147869 (1704) total: 1m 20s remaining: 13.2s 1718: learn: 0.3979748 test: 0.4147902 best: 0.4147869 (1704) total: 1m 20s remaining: 13.1s 1719: learn: 0.3979735 test: 0.4147897 best: 0.4147869 (1704) total: 1m 20s remaining: 13.1s 1720: learn: 0.3979649 test: 0.4147869 best: 0.4147869 (1720) total: 1m 20s remaining: 13s 1721: learn: 0.3978949 test: 0.4147620 best: 0.4147620 (1721) total: 1m 20s remaining: 13s 1722: learn: 0.3978356 test: 0.4147974 best: 0.4147620 (1721) total: 1m 20s remaining: 12.9s 1723: learn: 0.3978355 test: 0.4147992 best: 0.4147620 (1721) total: 1m 20s remaining: 12.9s 1724: learn: 0.3978085 test: 0.4147932 best: 0.4147620 (1721) total: 1m 20s remaining: 12.8s 1725: learn: 0.3978026 test: 0.4147935 best: 0.4147620 (1721) total: 1m 20s remaining: 12.8s 1726: learn: 0.3978026 test: 0.4147944 best: 0.4147620 (1721) total: 1m 20s remaining: 12.7s 1727: learn: 0.3977817 test: 0.4147864 best: 0.4147620 (1721) total: 1m 20s remaining: 12.7s 1728: learn: 0.3977742 test: 0.4147820 best: 0.4147620 (1721) total: 1m 20s remaining: 12.6s 1729: learn: 0.3977740 test: 0.4147839 best: 0.4147620 (1721) total: 1m 20s remaining: 12.6s 1730: learn: 0.3976999 test: 0.4148117 best: 0.4147620 (1721) total: 1m 20s remaining: 12.5s 1731: learn: 0.3976995 test: 0.4148089 best: 0.4147620 (1721) total: 1m 20s remaining: 12.5s 1732: learn: 0.3976986 test: 0.4148054 best: 0.4147620 (1721) total: 1m 20s remaining: 12.4s 1733: learn: 0.3976981 test: 0.4148066 best: 0.4147620 (1721) total: 1m 20s remaining: 12.4s 1734: learn: 0.3976333 test: 0.4147800 best: 0.4147620 (1721) total: 1m 20s remaining: 12.4s 1735: learn: 0.3976301 test: 0.4147799 best: 0.4147620 (1721) total: 1m 20s remaining: 12.3s 1736: learn: 0.3976212 test: 0.4147813 best: 0.4147620 (1721) total: 1m 20s remaining: 12.3s 1737: learn: 0.3976212 test: 0.4147838 best: 0.4147620 (1721) total: 1m 21s remaining: 12.2s 1738: learn: 0.3976126 test: 0.4147852 best: 0.4147620 (1721) total: 1m 21s remaining: 12.2s 1739: learn: 0.3976107 test: 0.4147835 best: 0.4147620 (1721) total: 1m 21s remaining: 12.1s 1740: learn: 0.3976102 test: 0.4147865 best: 0.4147620 (1721) total: 1m 21s remaining: 12.1s 1741: learn: 0.3976093 test: 0.4147773 best: 0.4147620 (1721) total: 1m 21s remaining: 12s 1742: learn: 0.3976091 test: 0.4147834 best: 0.4147620 (1721) total: 1m 21s remaining: 12s 1743: learn: 0.3976089 test: 0.4147889 best: 0.4147620 (1721) total: 1m 21s remaining: 11.9s 1744: learn: 0.3976088 test: 0.4147888 best: 0.4147620 (1721) total: 1m 21s remaining: 11.9s 1745: learn: 0.3976084 test: 0.4147906 best: 0.4147620 (1721) total: 1m 21s remaining: 11.8s 1746: learn: 0.3976065 test: 0.4147922 best: 0.4147620 (1721) total: 1m 21s remaining: 11.8s 1747: learn: 0.3976047 test: 0.4147942 best: 0.4147620 (1721) total: 1m 21s remaining: 11.7s 1748: learn: 0.3976046 test: 0.4147941 best: 0.4147620 (1721) total: 1m 21s remaining: 11.7s 1749: learn: 0.3976040 test: 0.4147896 best: 0.4147620 (1721) total: 1m 21s remaining: 11.7s 1750: learn: 0.3976019 test: 0.4147986 best: 0.4147620 (1721) total: 1m 21s remaining: 11.6s 1751: learn: 0.3976007 test: 0.4147962 best: 0.4147620 (1721) total: 1m 21s remaining: 11.6s 1752: learn: 0.3975998 test: 0.4147999 best: 0.4147620 (1721) total: 1m 21s remaining: 11.5s 1753: learn: 0.3975997 test: 0.4148007 best: 0.4147620 (1721) total: 1m 21s remaining: 11.5s 1754: learn: 0.3975997 test: 0.4148022 best: 0.4147620 (1721) total: 1m 21s remaining: 11.4s 1755: learn: 0.3975997 test: 0.4148023 best: 0.4147620 (1721) total: 1m 21s remaining: 11.4s 1756: learn: 0.3975872 test: 0.4147941 best: 0.4147620 (1721) total: 1m 21s remaining: 11.3s 1757: learn: 0.3975748 test: 0.4147962 best: 0.4147620 (1721) total: 1m 21s remaining: 11.3s 1758: learn: 0.3975737 test: 0.4147941 best: 0.4147620 (1721) total: 1m 21s remaining: 11.2s 1759: learn: 0.3975736 test: 0.4147954 best: 0.4147620 (1721) total: 1m 22s remaining: 11.2s 1760: learn: 0.3975683 test: 0.4148003 best: 0.4147620 (1721) total: 1m 22s remaining: 11.1s 1761: learn: 0.3975581 test: 0.4147852 best: 0.4147620 (1721) total: 1m 22s remaining: 11.1s 1762: learn: 0.3975579 test: 0.4147854 best: 0.4147620 (1721) total: 1m 22s remaining: 11s 1763: learn: 0.3975548 test: 0.4147856 best: 0.4147620 (1721) total: 1m 22s remaining: 11s 1764: learn: 0.3974997 test: 0.4147896 best: 0.4147620 (1721) total: 1m 22s remaining: 11s 1765: learn: 0.3974875 test: 0.4147834 best: 0.4147620 (1721) total: 1m 22s remaining: 10.9s 1766: learn: 0.3974668 test: 0.4147846 best: 0.4147620 (1721) total: 1m 22s remaining: 10.9s 1767: learn: 0.3974620 test: 0.4147945 best: 0.4147620 (1721) total: 1m 22s remaining: 10.8s 1768: learn: 0.3974509 test: 0.4147831 best: 0.4147620 (1721) total: 1m 22s remaining: 10.8s 1769: learn: 0.3974506 test: 0.4147862 best: 0.4147620 (1721) total: 1m 22s remaining: 10.7s 1770: learn: 0.3974506 test: 0.4147874 best: 0.4147620 (1721) total: 1m 22s remaining: 10.7s 1771: learn: 0.3974477 test: 0.4147870 best: 0.4147620 (1721) total: 1m 22s remaining: 10.6s 1772: learn: 0.3974464 test: 0.4148012 best: 0.4147620 (1721) total: 1m 22s remaining: 10.6s 1773: learn: 0.3974436 test: 0.4147998 best: 0.4147620 (1721) total: 1m 22s remaining: 10.5s 1774: learn: 0.3974431 test: 0.4148020 best: 0.4147620 (1721) total: 1m 22s remaining: 10.5s 1775: learn: 0.3974421 test: 0.4148010 best: 0.4147620 (1721) total: 1m 22s remaining: 10.4s 1776: learn: 0.3974231 test: 0.4147888 best: 0.4147620 (1721) total: 1m 22s remaining: 10.4s 1777: learn: 0.3973918 test: 0.4147798 best: 0.4147620 (1721) total: 1m 22s remaining: 10.3s 1778: learn: 0.3973914 test: 0.4147797 best: 0.4147620 (1721) total: 1m 22s remaining: 10.3s 1779: learn: 0.3973777 test: 0.4147722 best: 0.4147620 (1721) total: 1m 22s remaining: 10.3s 1780: learn: 0.3973775 test: 0.4147778 best: 0.4147620 (1721) total: 1m 22s remaining: 10.2s 1781: learn: 0.3973759 test: 0.4147772 best: 0.4147620 (1721) total: 1m 23s remaining: 10.2s 1782: learn: 0.3973626 test: 0.4147652 best: 0.4147620 (1721) total: 1m 23s remaining: 10.1s 1783: learn: 0.3973608 test: 0.4147587 best: 0.4147587 (1783) total: 1m 23s remaining: 10.1s 1784: learn: 0.3973608 test: 0.4147596 best: 0.4147587 (1783) total: 1m 23s remaining: 10s 1785: learn: 0.3973605 test: 0.4147600 best: 0.4147587 (1783) total: 1m 23s remaining: 9.97s 1786: learn: 0.3973602 test: 0.4147592 best: 0.4147587 (1783) total: 1m 23s remaining: 9.93s 1787: learn: 0.3973500 test: 0.4147458 best: 0.4147458 (1787) total: 1m 23s remaining: 9.88s 1788: learn: 0.3973488 test: 0.4147595 best: 0.4147458 (1787) total: 1m 23s remaining: 9.84s 1789: learn: 0.3973476 test: 0.4147587 best: 0.4147458 (1787) total: 1m 23s remaining: 9.79s 1790: learn: 0.3973474 test: 0.4147593 best: 0.4147458 (1787) total: 1m 23s remaining: 9.74s 1791: learn: 0.3973423 test: 0.4147579 best: 0.4147458 (1787) total: 1m 23s remaining: 9.7s 1792: learn: 0.3973379 test: 0.4147543 best: 0.4147458 (1787) total: 1m 23s remaining: 9.65s 1793: learn: 0.3973365 test: 0.4147533 best: 0.4147458 (1787) total: 1m 23s remaining: 9.6s 1794: learn: 0.3973310 test: 0.4147580 best: 0.4147458 (1787) total: 1m 23s remaining: 9.56s 1795: learn: 0.3973304 test: 0.4147578 best: 0.4147458 (1787) total: 1m 23s remaining: 9.51s 1796: learn: 0.3973068 test: 0.4147564 best: 0.4147458 (1787) total: 1m 23s remaining: 9.46s 1797: learn: 0.3973026 test: 0.4147526 best: 0.4147458 (1787) total: 1m 23s remaining: 9.42s 1798: learn: 0.3972984 test: 0.4147510 best: 0.4147458 (1787) total: 1m 23s remaining: 9.37s 1799: learn: 0.3972965 test: 0.4147526 best: 0.4147458 (1787) total: 1m 23s remaining: 9.32s 1800: learn: 0.3972963 test: 0.4147540 best: 0.4147458 (1787) total: 1m 23s remaining: 9.28s 1801: learn: 0.3972956 test: 0.4147521 best: 0.4147458 (1787) total: 1m 24s remaining: 9.23s 1802: learn: 0.3972952 test: 0.4147523 best: 0.4147458 (1787) total: 1m 24s remaining: 9.19s 1803: learn: 0.3972938 test: 0.4147527 best: 0.4147458 (1787) total: 1m 24s remaining: 9.14s 1804: learn: 0.3972936 test: 0.4147540 best: 0.4147458 (1787) total: 1m 24s remaining: 9.09s 1805: learn: 0.3972934 test: 0.4147591 best: 0.4147458 (1787) total: 1m 24s remaining: 9.04s 1806: learn: 0.3972933 test: 0.4147570 best: 0.4147458 (1787) total: 1m 24s remaining: 9s 1807: learn: 0.3972932 test: 0.4147631 best: 0.4147458 (1787) total: 1m 24s remaining: 8.95s 1808: learn: 0.3972927 test: 0.4147616 best: 0.4147458 (1787) total: 1m 24s remaining: 8.9s 1809: learn: 0.3972854 test: 0.4147754 best: 0.4147458 (1787) total: 1m 24s remaining: 8.86s 1810: learn: 0.3972698 test: 0.4147681 best: 0.4147458 (1787) total: 1m 24s remaining: 8.81s 1811: learn: 0.3972662 test: 0.4147696 best: 0.4147458 (1787) total: 1m 24s remaining: 8.77s 1812: learn: 0.3972661 test: 0.4147696 best: 0.4147458 (1787) total: 1m 24s remaining: 8.72s 1813: learn: 0.3972569 test: 0.4147686 best: 0.4147458 (1787) total: 1m 24s remaining: 8.67s 1814: learn: 0.3972567 test: 0.4147672 best: 0.4147458 (1787) total: 1m 24s remaining: 8.62s 1815: learn: 0.3972523 test: 0.4147665 best: 0.4147458 (1787) total: 1m 24s remaining: 8.58s 1816: learn: 0.3971029 test: 0.4147492 best: 0.4147458 (1787) total: 1m 24s remaining: 8.53s 1817: learn: 0.3971027 test: 0.4147536 best: 0.4147458 (1787) total: 1m 24s remaining: 8.48s 1818: learn: 0.3971026 test: 0.4147574 best: 0.4147458 (1787) total: 1m 24s remaining: 8.43s 1819: learn: 0.3971002 test: 0.4147597 best: 0.4147458 (1787) total: 1m 24s remaining: 8.39s 1820: learn: 0.3970985 test: 0.4147576 best: 0.4147458 (1787) total: 1m 24s remaining: 8.34s 1821: learn: 0.3970833 test: 0.4147531 best: 0.4147458 (1787) total: 1m 24s remaining: 8.29s 1822: learn: 0.3970831 test: 0.4147558 best: 0.4147458 (1787) total: 1m 24s remaining: 8.25s 1823: learn: 0.3970825 test: 0.4147623 best: 0.4147458 (1787) total: 1m 25s remaining: 8.2s 1824: learn: 0.3970787 test: 0.4147633 best: 0.4147458 (1787) total: 1m 25s remaining: 8.15s 1825: learn: 0.3970786 test: 0.4147667 best: 0.4147458 (1787) total: 1m 25s remaining: 8.11s 1826: learn: 0.3970779 test: 0.4147659 best: 0.4147458 (1787) total: 1m 25s remaining: 8.06s 1827: learn: 0.3970699 test: 0.4147619 best: 0.4147458 (1787) total: 1m 25s remaining: 8.02s 1828: learn: 0.3970696 test: 0.4147652 best: 0.4147458 (1787) total: 1m 25s remaining: 7.97s 1829: learn: 0.3970683 test: 0.4147631 best: 0.4147458 (1787) total: 1m 25s remaining: 7.92s 1830: learn: 0.3970683 test: 0.4147658 best: 0.4147458 (1787) total: 1m 25s remaining: 7.88s 1831: learn: 0.3969902 test: 0.4147630 best: 0.4147458 (1787) total: 1m 25s remaining: 7.83s 1832: learn: 0.3969717 test: 0.4147583 best: 0.4147458 (1787) total: 1m 25s remaining: 7.78s 1833: learn: 0.3969716 test: 0.4147621 best: 0.4147458 (1787) total: 1m 25s remaining: 7.74s 1834: learn: 0.3969412 test: 0.4147684 best: 0.4147458 (1787) total: 1m 25s remaining: 7.69s 1835: learn: 0.3969410 test: 0.4147687 best: 0.4147458 (1787) total: 1m 25s remaining: 7.64s 1836: learn: 0.3969396 test: 0.4147667 best: 0.4147458 (1787) total: 1m 25s remaining: 7.6s 1837: learn: 0.3969308 test: 0.4147459 best: 0.4147458 (1787) total: 1m 25s remaining: 7.55s 1838: learn: 0.3969252 test: 0.4147385 best: 0.4147385 (1838) total: 1m 25s remaining: 7.5s 1839: learn: 0.3969244 test: 0.4147375 best: 0.4147375 (1839) total: 1m 25s remaining: 7.46s 1840: learn: 0.3969243 test: 0.4147391 best: 0.4147375 (1839) total: 1m 25s remaining: 7.41s 1841: learn: 0.3969187 test: 0.4147402 best: 0.4147375 (1839) total: 1m 25s remaining: 7.37s 1842: learn: 0.3969172 test: 0.4147412 best: 0.4147375 (1839) total: 1m 25s remaining: 7.32s 1843: learn: 0.3968295 test: 0.4146497 best: 0.4146497 (1843) total: 1m 25s remaining: 7.27s 1844: learn: 0.3968242 test: 0.4146417 best: 0.4146417 (1844) total: 1m 26s remaining: 7.23s 1845: learn: 0.3968241 test: 0.4146442 best: 0.4146417 (1844) total: 1m 26s remaining: 7.18s 1846: learn: 0.3968179 test: 0.4146443 best: 0.4146417 (1844) total: 1m 26s remaining: 7.14s 1847: learn: 0.3968153 test: 0.4146446 best: 0.4146417 (1844) total: 1m 26s remaining: 7.09s 1848: learn: 0.3968147 test: 0.4146461 best: 0.4146417 (1844) total: 1m 26s remaining: 7.04s 1849: learn: 0.3968109 test: 0.4146360 best: 0.4146360 (1849) total: 1m 26s remaining: 7s 1850: learn: 0.3968108 test: 0.4146380 best: 0.4146360 (1849) total: 1m 26s remaining: 6.95s 1851: learn: 0.3968107 test: 0.4146410 best: 0.4146360 (1849) total: 1m 26s remaining: 6.9s 1852: learn: 0.3968014 test: 0.4146346 best: 0.4146346 (1852) total: 1m 26s remaining: 6.86s 1853: learn: 0.3968014 test: 0.4146373 best: 0.4146346 (1852) total: 1m 26s remaining: 6.81s 1854: learn: 0.3968006 test: 0.4146382 best: 0.4146346 (1852) total: 1m 26s remaining: 6.76s 1855: learn: 0.3967999 test: 0.4146382 best: 0.4146346 (1852) total: 1m 26s remaining: 6.72s 1856: learn: 0.3967996 test: 0.4146382 best: 0.4146346 (1852) total: 1m 26s remaining: 6.67s 1857: learn: 0.3967996 test: 0.4146386 best: 0.4146346 (1852) total: 1m 26s remaining: 6.62s 1858: learn: 0.3967578 test: 0.4146445 best: 0.4146346 (1852) total: 1m 26s remaining: 6.58s 1859: learn: 0.3967575 test: 0.4146461 best: 0.4146346 (1852) total: 1m 26s remaining: 6.53s 1860: learn: 0.3967571 test: 0.4146423 best: 0.4146346 (1852) total: 1m 26s remaining: 6.48s 1861: learn: 0.3967568 test: 0.4146450 best: 0.4146346 (1852) total: 1m 26s remaining: 6.44s 1862: learn: 0.3967567 test: 0.4146450 best: 0.4146346 (1852) total: 1m 26s remaining: 6.39s 1863: learn: 0.3967567 test: 0.4146471 best: 0.4146346 (1852) total: 1m 26s remaining: 6.34s 1864: learn: 0.3967566 test: 0.4146472 best: 0.4146346 (1852) total: 1m 26s remaining: 6.3s 1865: learn: 0.3967564 test: 0.4146471 best: 0.4146346 (1852) total: 1m 27s remaining: 6.25s 1866: learn: 0.3967554 test: 0.4146472 best: 0.4146346 (1852) total: 1m 27s remaining: 6.2s 1867: learn: 0.3967369 test: 0.4146434 best: 0.4146346 (1852) total: 1m 27s remaining: 6.16s 1868: learn: 0.3967363 test: 0.4146403 best: 0.4146346 (1852) total: 1m 27s remaining: 6.11s 1869: learn: 0.3967348 test: 0.4146434 best: 0.4146346 (1852) total: 1m 27s remaining: 6.06s 1870: learn: 0.3967346 test: 0.4146449 best: 0.4146346 (1852) total: 1m 27s remaining: 6.02s 1871: learn: 0.3967345 test: 0.4146462 best: 0.4146346 (1852) total: 1m 27s remaining: 5.97s 1872: learn: 0.3967297 test: 0.4146458 best: 0.4146346 (1852) total: 1m 27s remaining: 5.93s 1873: learn: 0.3967293 test: 0.4146426 best: 0.4146346 (1852) total: 1m 27s remaining: 5.88s 1874: learn: 0.3967193 test: 0.4146497 best: 0.4146346 (1852) total: 1m 27s remaining: 5.83s 1875: learn: 0.3967180 test: 0.4146503 best: 0.4146346 (1852) total: 1m 27s remaining: 5.79s 1876: learn: 0.3967156 test: 0.4146556 best: 0.4146346 (1852) total: 1m 27s remaining: 5.74s 1877: learn: 0.3967147 test: 0.4146544 best: 0.4146346 (1852) total: 1m 27s remaining: 5.69s 1878: learn: 0.3967100 test: 0.4146531 best: 0.4146346 (1852) total: 1m 27s remaining: 5.65s 1879: learn: 0.3966880 test: 0.4146512 best: 0.4146346 (1852) total: 1m 27s remaining: 5.6s 1880: learn: 0.3966870 test: 0.4146512 best: 0.4146346 (1852) total: 1m 27s remaining: 5.55s 1881: learn: 0.3966801 test: 0.4146509 best: 0.4146346 (1852) total: 1m 27s remaining: 5.51s 1882: learn: 0.3966799 test: 0.4146520 best: 0.4146346 (1852) total: 1m 27s remaining: 5.46s 1883: learn: 0.3966788 test: 0.4146549 best: 0.4146346 (1852) total: 1m 27s remaining: 5.42s 1884: learn: 0.3966721 test: 0.4146540 best: 0.4146346 (1852) total: 1m 28s remaining: 5.37s 1885: learn: 0.3966397 test: 0.4146308 best: 0.4146308 (1885) total: 1m 28s remaining: 5.32s 1886: learn: 0.3966391 test: 0.4146256 best: 0.4146256 (1886) total: 1m 28s remaining: 5.28s 1887: learn: 0.3965888 test: 0.4146375 best: 0.4146256 (1886) total: 1m 28s remaining: 5.23s 1888: learn: 0.3965867 test: 0.4146377 best: 0.4146256 (1886) total: 1m 28s remaining: 5.19s 1889: learn: 0.3965867 test: 0.4146377 best: 0.4146256 (1886) total: 1m 28s remaining: 5.14s 1890: learn: 0.3965834 test: 0.4146356 best: 0.4146256 (1886) total: 1m 28s remaining: 5.09s 1891: learn: 0.3965785 test: 0.4146361 best: 0.4146256 (1886) total: 1m 28s remaining: 5.05s 1892: learn: 0.3965744 test: 0.4146248 best: 0.4146248 (1892) total: 1m 28s remaining: 5s 1893: learn: 0.3965604 test: 0.4146215 best: 0.4146215 (1893) total: 1m 28s remaining: 4.96s 1894: learn: 0.3965579 test: 0.4146201 best: 0.4146201 (1894) total: 1m 28s remaining: 4.91s 1895: learn: 0.3965564 test: 0.4146209 best: 0.4146201 (1894) total: 1m 28s remaining: 4.86s 1896: learn: 0.3965562 test: 0.4146223 best: 0.4146201 (1894) total: 1m 28s remaining: 4.81s 1897: learn: 0.3965560 test: 0.4146226 best: 0.4146201 (1894) total: 1m 28s remaining: 4.77s 1898: learn: 0.3965513 test: 0.4146322 best: 0.4146201 (1894) total: 1m 28s remaining: 4.72s 1899: learn: 0.3965165 test: 0.4146164 best: 0.4146164 (1899) total: 1m 28s remaining: 4.67s 1900: learn: 0.3965069 test: 0.4146219 best: 0.4146164 (1899) total: 1m 28s remaining: 4.63s 1901: learn: 0.3965066 test: 0.4146126 best: 0.4146126 (1901) total: 1m 28s remaining: 4.58s 1902: learn: 0.3965034 test: 0.4146115 best: 0.4146115 (1902) total: 1m 28s remaining: 4.53s 1903: learn: 0.3965029 test: 0.4146124 best: 0.4146115 (1902) total: 1m 28s remaining: 4.49s 1904: learn: 0.3965018 test: 0.4146131 best: 0.4146115 (1902) total: 1m 29s remaining: 4.44s 1905: learn: 0.3965013 test: 0.4146092 best: 0.4146092 (1905) total: 1m 29s remaining: 4.39s 1906: learn: 0.3965009 test: 0.4146076 best: 0.4146076 (1906) total: 1m 29s remaining: 4.34s 1907: learn: 0.3965004 test: 0.4146052 best: 0.4146052 (1907) total: 1m 29s remaining: 4.3s 1908: learn: 0.3964916 test: 0.4146037 best: 0.4146037 (1908) total: 1m 29s remaining: 4.25s 1909: learn: 0.3964906 test: 0.4146059 best: 0.4146037 (1908) total: 1m 29s remaining: 4.2s 1910: learn: 0.3964852 test: 0.4146079 best: 0.4146037 (1908) total: 1m 29s remaining: 4.16s 1911: learn: 0.3964828 test: 0.4146061 best: 0.4146037 (1908) total: 1m 29s remaining: 4.11s 1912: learn: 0.3963891 test: 0.4145887 best: 0.4145887 (1912) total: 1m 29s remaining: 4.06s 1913: learn: 0.3963889 test: 0.4145915 best: 0.4145887 (1912) total: 1m 29s remaining: 4.02s 1914: learn: 0.3963887 test: 0.4145931 best: 0.4145887 (1912) total: 1m 29s remaining: 3.97s 1915: learn: 0.3963884 test: 0.4145977 best: 0.4145887 (1912) total: 1m 29s remaining: 3.92s 1916: learn: 0.3962725 test: 0.4145820 best: 0.4145820 (1916) total: 1m 29s remaining: 3.88s 1917: learn: 0.3962681 test: 0.4145842 best: 0.4145820 (1916) total: 1m 29s remaining: 3.83s 1918: learn: 0.3962667 test: 0.4145805 best: 0.4145805 (1918) total: 1m 29s remaining: 3.78s 1919: learn: 0.3962666 test: 0.4145805 best: 0.4145805 (1918) total: 1m 29s remaining: 3.74s 1920: learn: 0.3962663 test: 0.4145789 best: 0.4145789 (1920) total: 1m 29s remaining: 3.69s 1921: learn: 0.3962659 test: 0.4145792 best: 0.4145789 (1920) total: 1m 29s remaining: 3.64s 1922: learn: 0.3962555 test: 0.4145808 best: 0.4145789 (1920) total: 1m 29s remaining: 3.6s 1923: learn: 0.3962536 test: 0.4145803 best: 0.4145789 (1920) total: 1m 29s remaining: 3.55s 1924: learn: 0.3962502 test: 0.4145831 best: 0.4145789 (1920) total: 1m 29s remaining: 3.5s 1925: learn: 0.3961955 test: 0.4145409 best: 0.4145409 (1925) total: 1m 30s remaining: 3.46s 1926: learn: 0.3961953 test: 0.4145385 best: 0.4145385 (1926) total: 1m 30s remaining: 3.41s 1927: learn: 0.3961952 test: 0.4145385 best: 0.4145385 (1926) total: 1m 30s remaining: 3.36s 1928: learn: 0.3961951 test: 0.4145404 best: 0.4145385 (1926) total: 1m 30s remaining: 3.32s 1929: learn: 0.3961499 test: 0.4145375 best: 0.4145375 (1929) total: 1m 30s remaining: 3.27s 1930: learn: 0.3961481 test: 0.4145334 best: 0.4145334 (1930) total: 1m 30s remaining: 3.22s 1931: learn: 0.3961463 test: 0.4145334 best: 0.4145334 (1930) total: 1m 30s remaining: 3.18s 1932: learn: 0.3961442 test: 0.4145357 best: 0.4145334 (1930) total: 1m 30s remaining: 3.13s 1933: learn: 0.3961419 test: 0.4145246 best: 0.4145246 (1933) total: 1m 30s remaining: 3.08s 1934: learn: 0.3961137 test: 0.4144851 best: 0.4144851 (1934) total: 1m 30s remaining: 3.04s 1935: learn: 0.3961101 test: 0.4144878 best: 0.4144851 (1934) total: 1m 30s remaining: 2.99s 1936: learn: 0.3961056 test: 0.4144786 best: 0.4144786 (1936) total: 1m 30s remaining: 2.94s 1937: learn: 0.3960989 test: 0.4144779 best: 0.4144779 (1937) total: 1m 30s remaining: 2.9s 1938: learn: 0.3960985 test: 0.4144767 best: 0.4144767 (1938) total: 1m 30s remaining: 2.85s 1939: learn: 0.3960983 test: 0.4144763 best: 0.4144763 (1939) total: 1m 30s remaining: 2.8s 1940: learn: 0.3960471 test: 0.4143788 best: 0.4143788 (1940) total: 1m 30s remaining: 2.76s 1941: learn: 0.3960450 test: 0.4143791 best: 0.4143788 (1940) total: 1m 30s remaining: 2.71s 1942: learn: 0.3960449 test: 0.4143789 best: 0.4143788 (1940) total: 1m 30s remaining: 2.66s 1943: learn: 0.3960447 test: 0.4143786 best: 0.4143786 (1943) total: 1m 30s remaining: 2.62s 1944: learn: 0.3960447 test: 0.4143786 best: 0.4143786 (1944) total: 1m 30s remaining: 2.57s 1945: learn: 0.3960442 test: 0.4143794 best: 0.4143786 (1944) total: 1m 30s remaining: 2.52s 1946: learn: 0.3960398 test: 0.4143732 best: 0.4143732 (1946) total: 1m 30s remaining: 2.48s 1947: learn: 0.3960360 test: 0.4143745 best: 0.4143732 (1946) total: 1m 31s remaining: 2.43s 1948: learn: 0.3960079 test: 0.4143762 best: 0.4143732 (1946) total: 1m 31s remaining: 2.38s 1949: learn: 0.3960070 test: 0.4143762 best: 0.4143732 (1946) total: 1m 31s remaining: 2.33s 1950: learn: 0.3960070 test: 0.4143788 best: 0.4143732 (1946) total: 1m 31s remaining: 2.29s 1951: learn: 0.3960053 test: 0.4143852 best: 0.4143732 (1946) total: 1m 31s remaining: 2.24s 1952: learn: 0.3960052 test: 0.4143853 best: 0.4143732 (1946) total: 1m 31s remaining: 2.19s 1953: learn: 0.3959576 test: 0.4143737 best: 0.4143732 (1946) total: 1m 31s remaining: 2.15s 1954: learn: 0.3959554 test: 0.4143687 best: 0.4143687 (1954) total: 1m 31s remaining: 2.1s 1955: learn: 0.3959554 test: 0.4143699 best: 0.4143687 (1954) total: 1m 31s remaining: 2.05s 1956: learn: 0.3959421 test: 0.4143599 best: 0.4143599 (1956) total: 1m 31s remaining: 2.01s 1957: learn: 0.3959420 test: 0.4143601 best: 0.4143599 (1956) total: 1m 31s remaining: 1.96s 1958: learn: 0.3959420 test: 0.4143601 best: 0.4143599 (1956) total: 1m 31s remaining: 1.91s 1959: learn: 0.3959420 test: 0.4143609 best: 0.4143599 (1956) total: 1m 31s remaining: 1.87s 1960: learn: 0.3959303 test: 0.4143608 best: 0.4143599 (1956) total: 1m 31s remaining: 1.82s 1961: learn: 0.3959274 test: 0.4143526 best: 0.4143526 (1961) total: 1m 31s remaining: 1.77s 1962: learn: 0.3959060 test: 0.4143544 best: 0.4143526 (1961) total: 1m 31s remaining: 1.73s 1963: learn: 0.3958967 test: 0.4143423 best: 0.4143423 (1963) total: 1m 31s remaining: 1.68s 1964: learn: 0.3958965 test: 0.4143419 best: 0.4143419 (1964) total: 1m 31s remaining: 1.63s 1965: learn: 0.3958899 test: 0.4143430 best: 0.4143419 (1964) total: 1m 31s remaining: 1.59s 1966: learn: 0.3958897 test: 0.4143448 best: 0.4143419 (1964) total: 1m 31s remaining: 1.54s 1967: learn: 0.3958895 test: 0.4143419 best: 0.4143419 (1964) total: 1m 31s remaining: 1.49s 1968: learn: 0.3958841 test: 0.4143416 best: 0.4143416 (1968) total: 1m 31s remaining: 1.45s 1969: learn: 0.3958823 test: 0.4143407 best: 0.4143407 (1969) total: 1m 31s remaining: 1.4s 1970: learn: 0.3958783 test: 0.4143452 best: 0.4143407 (1969) total: 1m 32s remaining: 1.35s 1971: learn: 0.3958778 test: 0.4143501 best: 0.4143407 (1969) total: 1m 32s remaining: 1.31s 1972: learn: 0.3958774 test: 0.4143505 best: 0.4143407 (1969) total: 1m 32s remaining: 1.26s 1973: learn: 0.3958641 test: 0.4143473 best: 0.4143407 (1969) total: 1m 32s remaining: 1.21s 1974: learn: 0.3958636 test: 0.4143473 best: 0.4143407 (1969) total: 1m 32s remaining: 1.17s 1975: learn: 0.3958635 test: 0.4143485 best: 0.4143407 (1969) total: 1m 32s remaining: 1.12s 1976: learn: 0.3958416 test: 0.4143443 best: 0.4143407 (1969) total: 1m 32s remaining: 1.07s 1977: learn: 0.3958304 test: 0.4143382 best: 0.4143382 (1977) total: 1m 32s remaining: 1.03s 1978: learn: 0.3958300 test: 0.4143375 best: 0.4143375 (1978) total: 1m 32s remaining: 981ms 1979: learn: 0.3958280 test: 0.4143324 best: 0.4143324 (1979) total: 1m 32s remaining: 934ms 1980: learn: 0.3958278 test: 0.4143305 best: 0.4143305 (1980) total: 1m 32s remaining: 887ms 1981: learn: 0.3958277 test: 0.4143307 best: 0.4143305 (1980) total: 1m 32s remaining: 840ms 1982: learn: 0.3958170 test: 0.4143307 best: 0.4143305 (1980) total: 1m 32s remaining: 794ms 1983: learn: 0.3958158 test: 0.4143310 best: 0.4143305 (1980) total: 1m 32s remaining: 747ms 1984: learn: 0.3958158 test: 0.4143322 best: 0.4143305 (1980) total: 1m 32s remaining: 700ms 1985: learn: 0.3958152 test: 0.4143320 best: 0.4143305 (1980) total: 1m 32s remaining: 653ms 1986: learn: 0.3958090 test: 0.4143275 best: 0.4143275 (1986) total: 1m 32s remaining: 607ms 1987: learn: 0.3958077 test: 0.4143275 best: 0.4143275 (1987) total: 1m 32s remaining: 560ms 1988: learn: 0.3958011 test: 0.4143289 best: 0.4143275 (1987) total: 1m 32s remaining: 513ms 1989: learn: 0.3957999 test: 0.4143329 best: 0.4143275 (1987) total: 1m 32s remaining: 467ms 1990: learn: 0.3957992 test: 0.4143326 best: 0.4143275 (1987) total: 1m 32s remaining: 420ms 1991: learn: 0.3957988 test: 0.4143324 best: 0.4143275 (1987) total: 1m 32s remaining: 373ms 1992: learn: 0.3957951 test: 0.4143448 best: 0.4143275 (1987) total: 1m 33s remaining: 327ms 1993: learn: 0.3957927 test: 0.4143413 best: 0.4143275 (1987) total: 1m 33s remaining: 280ms 1994: learn: 0.3957926 test: 0.4143415 best: 0.4143275 (1987) total: 1m 33s remaining: 233ms 1995: learn: 0.3957926 test: 0.4143419 best: 0.4143275 (1987) total: 1m 33s remaining: 187ms 1996: learn: 0.3957924 test: 0.4143424 best: 0.4143275 (1987) total: 1m 33s remaining: 140ms 1997: learn: 0.3957923 test: 0.4143436 best: 0.4143275 (1987) total: 1m 33s remaining: 93.3ms 1998: learn: 0.3957914 test: 0.4143433 best: 0.4143275 (1987) total: 1m 33s remaining: 46.7ms 1999: learn: 0.3957911 test: 0.4143477 best: 0.4143275 (1987) total: 1m 33s remaining: 0us bestTest = 0.4143274974 bestIteration = 1987 Shrink model to first 1988 iterations. [CV] learning_rate=0.15, l2_leaf_reg=1, iterations=2000, depth=4, total= 1.6min [CV] learning_rate=0.03, l2_leaf_reg=4, iterations=875, depth=8 ...... 0: learn: 4.3482153 test: 4.3438289 best: 4.3438289 (0) total: 86.2ms remaining: 1m 15s 1: learn: 4.2210077 test: 4.2167365 best: 4.2167365 (1) total: 231ms remaining: 1m 41s 2: learn: 4.0979405 test: 4.0938187 best: 4.0938187 (2) total: 386ms remaining: 1m 52s 3: learn: 3.9778411 test: 3.9737734 best: 3.9737734 (3) total: 437ms remaining: 1m 35s 4: learn: 3.8624605 test: 3.8583138 best: 3.8583138 (4) total: 579ms remaining: 1m 40s 5: learn: 3.7503002 test: 3.7461028 best: 3.7461028 (5) total: 728ms remaining: 1m 45s 6: learn: 3.6412835 test: 3.6371784 best: 3.6371784 (6) total: 861ms remaining: 1m 46s 7: learn: 3.5350610 test: 3.5310760 best: 3.5310760 (7) total: 956ms remaining: 1m 43s 8: learn: 3.4317471 test: 3.4279374 best: 3.4279374 (8) total: 1.04s remaining: 1m 40s 9: learn: 3.3319583 test: 3.3283532 best: 3.3283532 (9) total: 1.18s remaining: 1m 42s 10: learn: 3.2349529 test: 3.2314662 best: 3.2314662 (10) total: 1.34s remaining: 1m 45s 11: learn: 3.1411754 test: 3.1378654 best: 3.1378654 (11) total: 1.5s remaining: 1m 48s 12: learn: 3.0504455 test: 3.0472243 best: 3.0472243 (12) total: 1.67s remaining: 1m 50s 13: learn: 2.9621888 test: 2.9591330 best: 2.9591330 (13) total: 1.85s remaining: 1m 53s 14: learn: 2.8768653 test: 2.8738927 best: 2.8738927 (14) total: 2s remaining: 1m 54s 15: learn: 2.7939361 test: 2.7911332 best: 2.7911332 (15) total: 2.04s remaining: 1m 49s 16: learn: 2.7138285 test: 2.7112167 best: 2.7112167 (16) total: 2.18s remaining: 1m 50s 17: learn: 2.6368222 test: 2.6342075 best: 2.6342075 (17) total: 2.23s remaining: 1m 46s 18: learn: 2.5615936 test: 2.5590837 best: 2.5590837 (18) total: 2.38s remaining: 1m 47s 19: learn: 2.4886613 test: 2.4862210 best: 2.4862210 (19) total: 2.54s remaining: 1m 48s 20: learn: 2.4181135 test: 2.4157640 best: 2.4157640 (20) total: 2.69s remaining: 1m 49s 21: learn: 2.3495955 test: 2.3473788 best: 2.3473788 (21) total: 2.84s remaining: 1m 50s 22: learn: 2.2834764 test: 2.2813616 best: 2.2813616 (22) total: 3s remaining: 1m 51s 23: learn: 2.2194212 test: 2.2173697 best: 2.2173697 (23) total: 3.17s remaining: 1m 52s 24: learn: 2.1573229 test: 2.1553903 best: 2.1553903 (24) total: 3.31s remaining: 1m 52s 25: learn: 2.0968184 test: 2.0949489 best: 2.0949489 (25) total: 3.39s remaining: 1m 50s 26: learn: 2.0384829 test: 2.0367118 best: 2.0367118 (26) total: 3.54s remaining: 1m 51s 27: learn: 1.9820963 test: 1.9804557 best: 1.9804557 (27) total: 3.72s remaining: 1m 52s 28: learn: 1.9272580 test: 1.9257533 best: 1.9257533 (28) total: 3.88s remaining: 1m 53s 29: learn: 1.8743093 test: 1.8729043 best: 1.8729043 (29) total: 4.03s remaining: 1m 53s 30: learn: 1.8230110 test: 1.8217245 best: 1.8217245 (30) total: 4.13s remaining: 1m 52s 31: learn: 1.7734802 test: 1.7722519 best: 1.7722519 (31) total: 4.21s remaining: 1m 51s 32: learn: 1.7254394 test: 1.7242942 best: 1.7242942 (32) total: 4.25s remaining: 1m 48s 33: learn: 1.6787801 test: 1.6777553 best: 1.6777553 (33) total: 4.42s remaining: 1m 49s 34: learn: 1.6337006 test: 1.6328331 best: 1.6328331 (34) total: 4.57s remaining: 1m 49s 35: learn: 1.5903194 test: 1.5895562 best: 1.5895562 (35) total: 4.61s remaining: 1m 47s 36: learn: 1.5479830 test: 1.5472797 best: 1.5472797 (36) total: 4.79s remaining: 1m 48s 37: learn: 1.5074646 test: 1.5069386 best: 1.5069386 (37) total: 4.93s remaining: 1m 48s 38: learn: 1.4681467 test: 1.4677330 best: 1.4677330 (38) total: 5.08s remaining: 1m 48s 39: learn: 1.4301605 test: 1.4298046 best: 1.4298046 (39) total: 5.23s remaining: 1m 49s 40: learn: 1.3935634 test: 1.3932909 best: 1.3932909 (40) total: 5.33s remaining: 1m 48s 41: learn: 1.3579772 test: 1.3577922 best: 1.3577922 (41) total: 5.41s remaining: 1m 47s 42: learn: 1.3234937 test: 1.3233959 best: 1.3233959 (42) total: 5.55s remaining: 1m 47s 43: learn: 1.2904094 test: 1.2904023 best: 1.2904023 (43) total: 5.69s remaining: 1m 47s 44: learn: 1.2581604 test: 1.2581952 best: 1.2581952 (44) total: 5.84s remaining: 1m 47s 45: learn: 1.2272884 test: 1.2274471 best: 1.2274471 (45) total: 5.99s remaining: 1m 47s 46: learn: 1.1975532 test: 1.1977948 best: 1.1977948 (46) total: 6.04s remaining: 1m 46s 47: learn: 1.1685065 test: 1.1688820 best: 1.1688820 (47) total: 6.19s remaining: 1m 46s 48: learn: 1.1403905 test: 1.1408789 best: 1.1408789 (48) total: 6.33s remaining: 1m 46s 49: learn: 1.1135100 test: 1.1141257 best: 1.1141257 (49) total: 6.48s remaining: 1m 46s 50: learn: 1.0876151 test: 1.0882556 best: 1.0882556 (50) total: 6.62s remaining: 1m 46s 51: learn: 1.0629151 test: 1.0636248 best: 1.0636248 (51) total: 6.68s remaining: 1m 45s 52: learn: 1.0386855 test: 1.0395177 best: 1.0395177 (52) total: 6.83s remaining: 1m 45s 53: learn: 1.0156663 test: 1.0166116 best: 1.0166116 (53) total: 6.97s remaining: 1m 46s 54: learn: 0.9935010 test: 0.9945351 best: 0.9945351 (54) total: 7.11s remaining: 1m 46s 55: learn: 0.9719122 test: 0.9730589 best: 0.9730589 (55) total: 7.27s remaining: 1m 46s 56: learn: 0.9512045 test: 0.9524591 best: 0.9524591 (56) total: 7.42s remaining: 1m 46s 57: learn: 0.9311004 test: 0.9324628 best: 0.9324628 (57) total: 7.57s remaining: 1m 46s 58: learn: 0.9115971 test: 0.9130407 best: 0.9130407 (58) total: 7.72s remaining: 1m 46s 59: learn: 0.8928877 test: 0.8944259 best: 0.8944259 (59) total: 7.87s remaining: 1m 46s 60: learn: 0.8752669 test: 0.8769137 best: 0.8769137 (60) total: 8.01s remaining: 1m 46s 61: learn: 0.8580506 test: 0.8597784 best: 0.8597784 (61) total: 8.17s remaining: 1m 47s 62: learn: 0.8416405 test: 0.8434911 best: 0.8434911 (62) total: 8.32s remaining: 1m 47s 63: learn: 0.8257015 test: 0.8277210 best: 0.8277210 (63) total: 8.49s remaining: 1m 47s 64: learn: 0.8102987 test: 0.8124677 best: 0.8124677 (64) total: 8.64s remaining: 1m 47s 65: learn: 0.7957016 test: 0.7978463 best: 0.7978463 (65) total: 8.8s remaining: 1m 47s 66: learn: 0.7815891 test: 0.7838095 best: 0.7838095 (66) total: 8.94s remaining: 1m 47s 67: learn: 0.7678024 test: 0.7701141 best: 0.7701141 (67) total: 9.1s remaining: 1m 47s 68: learn: 0.7549598 test: 0.7573527 best: 0.7573527 (68) total: 9.24s remaining: 1m 47s 69: learn: 0.7427538 test: 0.7452604 best: 0.7452604 (69) total: 9.32s remaining: 1m 47s 70: learn: 0.7309968 test: 0.7335651 best: 0.7335651 (70) total: 9.55s remaining: 1m 48s 71: learn: 0.7195530 test: 0.7222050 best: 0.7222050 (71) total: 9.74s remaining: 1m 48s 72: learn: 0.7087039 test: 0.7114354 best: 0.7114354 (72) total: 9.86s remaining: 1m 48s 73: learn: 0.6972997 test: 0.7001912 best: 0.7001912 (73) total: 9.99s remaining: 1m 48s 74: learn: 0.6864889 test: 0.6894990 best: 0.6894990 (74) total: 10.1s remaining: 1m 48s 75: learn: 0.6761028 test: 0.6791608 best: 0.6791608 (75) total: 10.2s remaining: 1m 47s 76: learn: 0.6662435 test: 0.6694281 best: 0.6694281 (76) total: 10.3s remaining: 1m 46s 77: learn: 0.6564625 test: 0.6597513 best: 0.6597513 (77) total: 10.4s remaining: 1m 46s 78: learn: 0.6473365 test: 0.6507360 best: 0.6507360 (78) total: 10.6s remaining: 1m 46s 79: learn: 0.6387281 test: 0.6421628 best: 0.6421628 (79) total: 10.7s remaining: 1m 46s 80: learn: 0.6306347 test: 0.6340537 best: 0.6340537 (80) total: 10.7s remaining: 1m 45s 81: learn: 0.6225226 test: 0.6259689 best: 0.6259689 (81) total: 10.9s remaining: 1m 45s 82: learn: 0.6148607 test: 0.6183955 best: 0.6183955 (82) total: 11.1s remaining: 1m 45s 83: learn: 0.6080575 test: 0.6116144 best: 0.6116144 (83) total: 11.1s remaining: 1m 44s 84: learn: 0.6011472 test: 0.6048790 best: 0.6048790 (84) total: 11.2s remaining: 1m 43s 85: learn: 0.5944777 test: 0.5981946 best: 0.5981946 (85) total: 11.3s remaining: 1m 43s 86: learn: 0.5882828 test: 0.5920920 best: 0.5920920 (86) total: 11.4s remaining: 1m 43s 87: learn: 0.5822624 test: 0.5860924 best: 0.5860924 (87) total: 11.6s remaining: 1m 43s 88: learn: 0.5763006 test: 0.5802367 best: 0.5802367 (88) total: 11.7s remaining: 1m 43s 89: learn: 0.5705936 test: 0.5746698 best: 0.5746698 (89) total: 11.9s remaining: 1m 43s 90: learn: 0.5651121 test: 0.5692505 best: 0.5692505 (90) total: 12s remaining: 1m 43s 91: learn: 0.5599469 test: 0.5641687 best: 0.5641687 (91) total: 12.1s remaining: 1m 43s 92: learn: 0.5550497 test: 0.5593856 best: 0.5593856 (92) total: 12.2s remaining: 1m 42s 93: learn: 0.5506249 test: 0.5550245 best: 0.5550245 (93) total: 12.3s remaining: 1m 42s 94: learn: 0.5461049 test: 0.5505467 best: 0.5505467 (94) total: 12.4s remaining: 1m 42s 95: learn: 0.5416687 test: 0.5461826 best: 0.5461826 (95) total: 12.6s remaining: 1m 42s 96: learn: 0.5376253 test: 0.5420921 best: 0.5420921 (96) total: 12.8s remaining: 1m 42s 97: learn: 0.5339378 test: 0.5384324 best: 0.5384324 (97) total: 12.9s remaining: 1m 42s 98: learn: 0.5300431 test: 0.5345599 best: 0.5345599 (98) total: 13s remaining: 1m 42s 99: learn: 0.5268783 test: 0.5313130 best: 0.5313130 (99) total: 13.1s remaining: 1m 41s 100: learn: 0.5233488 test: 0.5278771 best: 0.5278771 (100) total: 13.2s remaining: 1m 41s 101: learn: 0.5205340 test: 0.5251090 best: 0.5251090 (101) total: 13.3s remaining: 1m 40s 102: learn: 0.5173255 test: 0.5219032 best: 0.5219032 (102) total: 13.4s remaining: 1m 40s 103: learn: 0.5146266 test: 0.5192557 best: 0.5192557 (103) total: 13.4s remaining: 1m 39s 104: learn: 0.5116404 test: 0.5162626 best: 0.5162626 (104) total: 13.6s remaining: 1m 39s 105: learn: 0.5083928 test: 0.5130747 best: 0.5130747 (105) total: 13.7s remaining: 1m 39s 106: learn: 0.5052819 test: 0.5100152 best: 0.5100152 (106) total: 13.9s remaining: 1m 39s 107: learn: 0.5024480 test: 0.5071484 best: 0.5071484 (107) total: 14s remaining: 1m 39s 108: learn: 0.5000915 test: 0.5048451 best: 0.5048451 (108) total: 14.2s remaining: 1m 39s 109: learn: 0.4978482 test: 0.5025896 best: 0.5025896 (109) total: 14.3s remaining: 1m 39s 110: learn: 0.4958439 test: 0.5006262 best: 0.5006262 (110) total: 14.5s remaining: 1m 39s 111: learn: 0.4933181 test: 0.4981825 best: 0.4981825 (111) total: 14.6s remaining: 1m 39s 112: learn: 0.4913780 test: 0.4962781 best: 0.4962781 (112) total: 14.8s remaining: 1m 39s 113: learn: 0.4892171 test: 0.4940698 best: 0.4940698 (113) total: 14.9s remaining: 1m 39s 114: learn: 0.4875581 test: 0.4923440 best: 0.4923440 (114) total: 15.1s remaining: 1m 39s 115: learn: 0.4858558 test: 0.4906992 best: 0.4906992 (115) total: 15.2s remaining: 1m 39s 116: learn: 0.4839162 test: 0.4887640 best: 0.4887640 (116) total: 15.4s remaining: 1m 39s 117: learn: 0.4822918 test: 0.4871709 best: 0.4871709 (117) total: 15.5s remaining: 1m 39s 118: learn: 0.4805638 test: 0.4855293 best: 0.4855293 (118) total: 15.7s remaining: 1m 39s 119: learn: 0.4790974 test: 0.4840726 best: 0.4840726 (119) total: 15.8s remaining: 1m 39s 120: learn: 0.4775776 test: 0.4826485 best: 0.4826485 (120) total: 16s remaining: 1m 39s 121: learn: 0.4763668 test: 0.4814306 best: 0.4814306 (121) total: 16.1s remaining: 1m 39s 122: learn: 0.4746033 test: 0.4796466 best: 0.4796466 (122) total: 16.2s remaining: 1m 39s 123: learn: 0.4732739 test: 0.4783564 best: 0.4783564 (123) total: 16.4s remaining: 1m 39s 124: learn: 0.4720981 test: 0.4772232 best: 0.4772232 (124) total: 16.6s remaining: 1m 39s 125: learn: 0.4711780 test: 0.4763304 best: 0.4763304 (125) total: 16.6s remaining: 1m 38s 126: learn: 0.4699258 test: 0.4751022 best: 0.4751022 (126) total: 16.8s remaining: 1m 38s 127: learn: 0.4685678 test: 0.4738056 best: 0.4738056 (127) total: 16.9s remaining: 1m 38s 128: learn: 0.4675873 test: 0.4728764 best: 0.4728764 (128) total: 17.1s remaining: 1m 38s 129: learn: 0.4666106 test: 0.4719238 best: 0.4719238 (129) total: 17.2s remaining: 1m 38s 130: learn: 0.4658716 test: 0.4711702 best: 0.4711702 (130) total: 17.3s remaining: 1m 38s 131: learn: 0.4652669 test: 0.4705663 best: 0.4705663 (131) total: 17.4s remaining: 1m 37s 132: learn: 0.4641373 test: 0.4694826 best: 0.4694826 (132) total: 17.6s remaining: 1m 38s 133: learn: 0.4632227 test: 0.4686276 best: 0.4686276 (133) total: 17.8s remaining: 1m 38s 134: learn: 0.4623688 test: 0.4678226 best: 0.4678226 (134) total: 17.9s remaining: 1m 38s 135: learn: 0.4612711 test: 0.4667197 best: 0.4667197 (135) total: 18.1s remaining: 1m 38s 136: learn: 0.4605695 test: 0.4660138 best: 0.4660138 (136) total: 18.3s remaining: 1m 38s 137: learn: 0.4598840 test: 0.4653480 best: 0.4653480 (137) total: 18.4s remaining: 1m 38s 138: learn: 0.4592202 test: 0.4646953 best: 0.4646953 (138) total: 18.6s remaining: 1m 38s 139: learn: 0.4586042 test: 0.4641194 best: 0.4641194 (139) total: 18.7s remaining: 1m 38s 140: learn: 0.4575820 test: 0.4631089 best: 0.4631089 (140) total: 18.8s remaining: 1m 38s 141: learn: 0.4570475 test: 0.4625565 best: 0.4625565 (141) total: 19s remaining: 1m 38s 142: learn: 0.4564562 test: 0.4620278 best: 0.4620278 (142) total: 19.2s remaining: 1m 38s 143: learn: 0.4559118 test: 0.4614730 best: 0.4614730 (143) total: 19.3s remaining: 1m 38s 144: learn: 0.4552895 test: 0.4608292 best: 0.4608292 (144) total: 19.5s remaining: 1m 38s 145: learn: 0.4545647 test: 0.4601230 best: 0.4601230 (145) total: 19.7s remaining: 1m 38s 146: learn: 0.4538581 test: 0.4594965 best: 0.4594965 (146) total: 19.8s remaining: 1m 38s 147: learn: 0.4532308 test: 0.4589180 best: 0.4589180 (147) total: 20s remaining: 1m 38s 148: learn: 0.4525029 test: 0.4582801 best: 0.4582801 (148) total: 20.1s remaining: 1m 38s 149: learn: 0.4520720 test: 0.4578908 best: 0.4578908 (149) total: 20.3s remaining: 1m 38s 150: learn: 0.4516452 test: 0.4575004 best: 0.4575004 (150) total: 20.4s remaining: 1m 37s 151: learn: 0.4510141 test: 0.4568738 best: 0.4568738 (151) total: 20.6s remaining: 1m 37s 152: learn: 0.4507100 test: 0.4565959 best: 0.4565959 (152) total: 20.7s remaining: 1m 37s 153: learn: 0.4502588 test: 0.4562068 best: 0.4562068 (153) total: 20.8s remaining: 1m 37s 154: learn: 0.4497900 test: 0.4557728 best: 0.4557728 (154) total: 20.9s remaining: 1m 37s 155: learn: 0.4495014 test: 0.4555111 best: 0.4555111 (155) total: 21.1s remaining: 1m 37s 156: learn: 0.4489042 test: 0.4550252 best: 0.4550252 (156) total: 21.2s remaining: 1m 37s 157: learn: 0.4484122 test: 0.4545817 best: 0.4545817 (157) total: 21.4s remaining: 1m 37s 158: learn: 0.4478648 test: 0.4540332 best: 0.4540332 (158) total: 21.6s remaining: 1m 37s 159: learn: 0.4477002 test: 0.4538736 best: 0.4538736 (159) total: 21.6s remaining: 1m 36s 160: learn: 0.4473482 test: 0.4535453 best: 0.4535453 (160) total: 21.8s remaining: 1m 36s 161: learn: 0.4471348 test: 0.4533309 best: 0.4533309 (161) total: 22s remaining: 1m 36s 162: learn: 0.4465602 test: 0.4528815 best: 0.4528815 (162) total: 22.1s remaining: 1m 36s 163: learn: 0.4462244 test: 0.4526097 best: 0.4526097 (163) total: 22.3s remaining: 1m 36s 164: learn: 0.4458182 test: 0.4522748 best: 0.4522748 (164) total: 22.4s remaining: 1m 36s 165: learn: 0.4452880 test: 0.4517263 best: 0.4517263 (165) total: 22.6s remaining: 1m 36s 166: learn: 0.4449222 test: 0.4514669 best: 0.4514669 (166) total: 22.8s remaining: 1m 36s 167: learn: 0.4445383 test: 0.4511773 best: 0.4511773 (167) total: 23s remaining: 1m 36s 168: learn: 0.4443819 test: 0.4510309 best: 0.4510309 (168) total: 23.1s remaining: 1m 36s 169: learn: 0.4440948 test: 0.4507929 best: 0.4507929 (169) total: 23.3s remaining: 1m 36s 170: learn: 0.4436748 test: 0.4504941 best: 0.4504941 (170) total: 23.4s remaining: 1m 36s 171: learn: 0.4435057 test: 0.4503264 best: 0.4503264 (171) total: 23.5s remaining: 1m 35s 172: learn: 0.4432751 test: 0.4501181 best: 0.4501181 (172) total: 23.6s remaining: 1m 35s 173: learn: 0.4427766 test: 0.4496028 best: 0.4496028 (173) total: 23.8s remaining: 1m 35s 174: learn: 0.4425473 test: 0.4493673 best: 0.4493673 (174) total: 23.9s remaining: 1m 35s 175: learn: 0.4423764 test: 0.4492412 best: 0.4492412 (175) total: 24s remaining: 1m 35s 176: learn: 0.4421013 test: 0.4490080 best: 0.4490080 (176) total: 24.2s remaining: 1m 35s 177: learn: 0.4419834 test: 0.4489006 best: 0.4489006 (177) total: 24.3s remaining: 1m 34s 178: learn: 0.4415032 test: 0.4484325 best: 0.4484325 (178) total: 24.4s remaining: 1m 34s 179: learn: 0.4413425 test: 0.4482856 best: 0.4482856 (179) total: 24.6s remaining: 1m 34s 180: learn: 0.4412921 test: 0.4482446 best: 0.4482446 (180) total: 24.6s remaining: 1m 34s 181: learn: 0.4410676 test: 0.4480461 best: 0.4480461 (181) total: 24.8s remaining: 1m 34s 182: learn: 0.4409040 test: 0.4479207 best: 0.4479207 (182) total: 24.9s remaining: 1m 34s 183: learn: 0.4405996 test: 0.4476505 best: 0.4476505 (183) total: 25.1s remaining: 1m 34s 184: learn: 0.4405594 test: 0.4476066 best: 0.4476066 (184) total: 25.1s remaining: 1m 33s 185: learn: 0.4405020 test: 0.4475461 best: 0.4475461 (185) total: 25.3s remaining: 1m 33s 186: learn: 0.4400442 test: 0.4470911 best: 0.4470911 (186) total: 25.5s remaining: 1m 33s 187: learn: 0.4397200 test: 0.4468184 best: 0.4468184 (187) total: 25.7s remaining: 1m 33s 188: learn: 0.4394033 test: 0.4465352 best: 0.4465352 (188) total: 25.8s remaining: 1m 33s 189: learn: 0.4391932 test: 0.4463408 best: 0.4463408 (189) total: 26s remaining: 1m 33s 190: learn: 0.4391209 test: 0.4462746 best: 0.4462746 (190) total: 26s remaining: 1m 33s 191: learn: 0.4390027 test: 0.4461779 best: 0.4461779 (191) total: 26.1s remaining: 1m 32s 192: learn: 0.4388358 test: 0.4460298 best: 0.4460298 (192) total: 26.3s remaining: 1m 32s 193: learn: 0.4387184 test: 0.4459466 best: 0.4459466 (193) total: 26.4s remaining: 1m 32s 194: learn: 0.4386138 test: 0.4458339 best: 0.4458339 (194) total: 26.5s remaining: 1m 32s 195: learn: 0.4382671 test: 0.4456034 best: 0.4456034 (195) total: 26.7s remaining: 1m 32s 196: learn: 0.4382101 test: 0.4455466 best: 0.4455466 (196) total: 26.8s remaining: 1m 32s 197: learn: 0.4379444 test: 0.4453198 best: 0.4453198 (197) total: 26.9s remaining: 1m 31s 198: learn: 0.4377230 test: 0.4451486 best: 0.4451486 (198) total: 27.1s remaining: 1m 31s 199: learn: 0.4376057 test: 0.4450377 best: 0.4450377 (199) total: 27.2s remaining: 1m 31s 200: learn: 0.4369759 test: 0.4444406 best: 0.4444406 (200) total: 27.4s remaining: 1m 31s 201: learn: 0.4365644 test: 0.4440557 best: 0.4440557 (201) total: 27.6s remaining: 1m 31s 202: learn: 0.4364411 test: 0.4439430 best: 0.4439430 (202) total: 27.7s remaining: 1m 31s 203: learn: 0.4362122 test: 0.4437435 best: 0.4437435 (203) total: 27.9s remaining: 1m 31s 204: learn: 0.4360267 test: 0.4435879 best: 0.4435879 (204) total: 28.1s remaining: 1m 31s 205: learn: 0.4359942 test: 0.4435501 best: 0.4435501 (205) total: 28.1s remaining: 1m 31s 206: learn: 0.4359510 test: 0.4435299 best: 0.4435299 (206) total: 28.2s remaining: 1m 30s 207: learn: 0.4359028 test: 0.4434979 best: 0.4434979 (207) total: 28.3s remaining: 1m 30s 208: learn: 0.4355382 test: 0.4431025 best: 0.4431025 (208) total: 28.4s remaining: 1m 30s 209: learn: 0.4354423 test: 0.4430103 best: 0.4430103 (209) total: 28.6s remaining: 1m 30s 210: learn: 0.4354032 test: 0.4429788 best: 0.4429788 (210) total: 28.6s remaining: 1m 30s 211: learn: 0.4353312 test: 0.4429108 best: 0.4429108 (211) total: 28.7s remaining: 1m 29s 212: learn: 0.4351110 test: 0.4427902 best: 0.4427902 (212) total: 28.9s remaining: 1m 29s 213: learn: 0.4347524 test: 0.4424794 best: 0.4424794 (213) total: 29.1s remaining: 1m 29s 214: learn: 0.4344126 test: 0.4421385 best: 0.4421385 (214) total: 29.3s remaining: 1m 29s 215: learn: 0.4342060 test: 0.4419854 best: 0.4419854 (215) total: 29.4s remaining: 1m 29s 216: learn: 0.4341657 test: 0.4419669 best: 0.4419669 (216) total: 29.5s remaining: 1m 29s 217: learn: 0.4341080 test: 0.4419327 best: 0.4419327 (217) total: 29.7s remaining: 1m 29s 218: learn: 0.4339441 test: 0.4417981 best: 0.4417981 (218) total: 29.9s remaining: 1m 29s 219: learn: 0.4337029 test: 0.4415512 best: 0.4415512 (219) total: 30.1s remaining: 1m 29s 220: learn: 0.4334931 test: 0.4414210 best: 0.4414210 (220) total: 30.3s remaining: 1m 29s 221: learn: 0.4334683 test: 0.4414027 best: 0.4414027 (221) total: 30.5s remaining: 1m 29s 222: learn: 0.4332612 test: 0.4412191 best: 0.4412191 (222) total: 30.6s remaining: 1m 29s 223: learn: 0.4332483 test: 0.4412041 best: 0.4412041 (223) total: 30.7s remaining: 1m 29s 224: learn: 0.4331709 test: 0.4411527 best: 0.4411527 (224) total: 30.8s remaining: 1m 29s 225: learn: 0.4331453 test: 0.4411284 best: 0.4411284 (225) total: 30.9s remaining: 1m 28s 226: learn: 0.4331392 test: 0.4411259 best: 0.4411259 (226) total: 30.9s remaining: 1m 28s 227: learn: 0.4330826 test: 0.4410852 best: 0.4410852 (227) total: 31.1s remaining: 1m 28s 228: learn: 0.4328502 test: 0.4408828 best: 0.4408828 (228) total: 31.3s remaining: 1m 28s 229: learn: 0.4328408 test: 0.4408802 best: 0.4408802 (229) total: 31.4s remaining: 1m 28s 230: learn: 0.4325633 test: 0.4405867 best: 0.4405867 (230) total: 31.5s remaining: 1m 27s 231: learn: 0.4323771 test: 0.4404519 best: 0.4404519 (231) total: 31.7s remaining: 1m 27s 232: learn: 0.4322428 test: 0.4403484 best: 0.4403484 (232) total: 31.9s remaining: 1m 27s 233: learn: 0.4320007 test: 0.4401270 best: 0.4401270 (233) total: 32s remaining: 1m 27s 234: learn: 0.4317564 test: 0.4399702 best: 0.4399702 (234) total: 32.2s remaining: 1m 27s 235: learn: 0.4317510 test: 0.4399634 best: 0.4399634 (235) total: 32.3s remaining: 1m 27s 236: learn: 0.4317456 test: 0.4399569 best: 0.4399569 (236) total: 32.3s remaining: 1m 26s 237: learn: 0.4317052 test: 0.4399419 best: 0.4399419 (237) total: 32.5s remaining: 1m 26s 238: learn: 0.4315810 test: 0.4398247 best: 0.4398247 (238) total: 32.6s remaining: 1m 26s 239: learn: 0.4312383 test: 0.4394939 best: 0.4394939 (239) total: 32.8s remaining: 1m 26s 240: learn: 0.4312222 test: 0.4394828 best: 0.4394828 (240) total: 32.8s remaining: 1m 26s 241: learn: 0.4312045 test: 0.4394608 best: 0.4394608 (241) total: 32.9s remaining: 1m 26s 242: learn: 0.4311770 test: 0.4394414 best: 0.4394414 (242) total: 33s remaining: 1m 25s 243: learn: 0.4311630 test: 0.4394318 best: 0.4394318 (243) total: 33.1s remaining: 1m 25s 244: learn: 0.4311483 test: 0.4394246 best: 0.4394246 (244) total: 33.1s remaining: 1m 25s 245: learn: 0.4311340 test: 0.4394163 best: 0.4394163 (245) total: 33.2s remaining: 1m 25s 246: learn: 0.4311330 test: 0.4394151 best: 0.4394151 (246) total: 33.3s remaining: 1m 24s 247: learn: 0.4311076 test: 0.4394024 best: 0.4394024 (247) total: 33.3s remaining: 1m 24s 248: learn: 0.4308932 test: 0.4392754 best: 0.4392754 (248) total: 33.5s remaining: 1m 24s 249: learn: 0.4305126 test: 0.4389171 best: 0.4389171 (249) total: 33.6s remaining: 1m 24s 250: learn: 0.4304962 test: 0.4389077 best: 0.4389077 (250) total: 33.7s remaining: 1m 23s 251: learn: 0.4303815 test: 0.4388042 best: 0.4388042 (251) total: 34s remaining: 1m 23s 252: learn: 0.4303746 test: 0.4388006 best: 0.4388006 (252) total: 34s remaining: 1m 23s 253: learn: 0.4301956 test: 0.4386621 best: 0.4386621 (253) total: 34.2s remaining: 1m 23s 254: learn: 0.4298743 test: 0.4384512 best: 0.4384512 (254) total: 34.4s remaining: 1m 23s 255: learn: 0.4298646 test: 0.4384487 best: 0.4384487 (255) total: 34.5s remaining: 1m 23s 256: learn: 0.4297865 test: 0.4383808 best: 0.4383808 (256) total: 34.6s remaining: 1m 23s 257: learn: 0.4297728 test: 0.4383714 best: 0.4383714 (257) total: 34.7s remaining: 1m 22s 258: learn: 0.4297034 test: 0.4383285 best: 0.4383285 (258) total: 34.8s remaining: 1m 22s 259: learn: 0.4297019 test: 0.4383280 best: 0.4383280 (259) total: 34.8s remaining: 1m 22s 260: learn: 0.4297003 test: 0.4383273 best: 0.4383273 (260) total: 34.9s remaining: 1m 22s 261: learn: 0.4296550 test: 0.4383048 best: 0.4383048 (261) total: 35.1s remaining: 1m 22s 262: learn: 0.4296480 test: 0.4382968 best: 0.4382968 (262) total: 35.1s remaining: 1m 21s 263: learn: 0.4293638 test: 0.4380096 best: 0.4380096 (263) total: 35.3s remaining: 1m 21s 264: learn: 0.4293608 test: 0.4380064 best: 0.4380064 (264) total: 35.3s remaining: 1m 21s 265: learn: 0.4292410 test: 0.4378801 best: 0.4378801 (265) total: 35.5s remaining: 1m 21s 266: learn: 0.4292222 test: 0.4378628 best: 0.4378628 (266) total: 35.6s remaining: 1m 21s 267: learn: 0.4291659 test: 0.4378249 best: 0.4378249 (267) total: 35.8s remaining: 1m 21s 268: learn: 0.4291627 test: 0.4378197 best: 0.4378197 (268) total: 35.9s remaining: 1m 20s 269: learn: 0.4290013 test: 0.4376826 best: 0.4376826 (269) total: 36s remaining: 1m 20s 270: learn: 0.4288689 test: 0.4375467 best: 0.4375467 (270) total: 36.1s remaining: 1m 20s 271: learn: 0.4288640 test: 0.4375416 best: 0.4375416 (271) total: 36.1s remaining: 1m 20s 272: learn: 0.4286963 test: 0.4374059 best: 0.4374059 (272) total: 36.3s remaining: 1m 20s 273: learn: 0.4285542 test: 0.4372741 best: 0.4372741 (273) total: 36.5s remaining: 1m 19s 274: learn: 0.4285536 test: 0.4372735 best: 0.4372735 (274) total: 36.5s remaining: 1m 19s 275: learn: 0.4285349 test: 0.4372690 best: 0.4372690 (275) total: 36.6s remaining: 1m 19s 276: learn: 0.4285216 test: 0.4372624 best: 0.4372624 (276) total: 36.7s remaining: 1m 19s 277: learn: 0.4285057 test: 0.4372525 best: 0.4372525 (277) total: 36.9s remaining: 1m 19s 278: learn: 0.4282880 test: 0.4370657 best: 0.4370657 (278) total: 37s remaining: 1m 19s 279: learn: 0.4280414 test: 0.4368358 best: 0.4368358 (279) total: 37.2s remaining: 1m 19s 280: learn: 0.4280411 test: 0.4368354 best: 0.4368354 (280) total: 37.2s remaining: 1m 18s 281: learn: 0.4280367 test: 0.4368273 best: 0.4368273 (281) total: 37.3s remaining: 1m 18s 282: learn: 0.4280331 test: 0.4368220 best: 0.4368220 (282) total: 37.4s remaining: 1m 18s 283: learn: 0.4280302 test: 0.4368198 best: 0.4368198 (283) total: 37.4s remaining: 1m 17s 284: learn: 0.4279091 test: 0.4366825 best: 0.4366825 (284) total: 37.5s remaining: 1m 17s 285: learn: 0.4279083 test: 0.4366824 best: 0.4366824 (285) total: 37.6s remaining: 1m 17s 286: learn: 0.4279080 test: 0.4366817 best: 0.4366817 (286) total: 37.6s remaining: 1m 16s 287: learn: 0.4279041 test: 0.4366776 best: 0.4366776 (287) total: 37.6s remaining: 1m 16s 288: learn: 0.4279036 test: 0.4366769 best: 0.4366769 (288) total: 37.7s remaining: 1m 16s 289: learn: 0.4279024 test: 0.4366745 best: 0.4366745 (289) total: 37.7s remaining: 1m 16s 290: learn: 0.4279023 test: 0.4366742 best: 0.4366742 (290) total: 37.7s remaining: 1m 15s 291: learn: 0.4279019 test: 0.4366734 best: 0.4366734 (291) total: 37.8s remaining: 1m 15s 292: learn: 0.4277837 test: 0.4365745 best: 0.4365745 (292) total: 37.9s remaining: 1m 15s 293: learn: 0.4275375 test: 0.4363163 best: 0.4363163 (293) total: 38.1s remaining: 1m 15s 294: learn: 0.4273637 test: 0.4361284 best: 0.4361284 (294) total: 38.3s remaining: 1m 15s 295: learn: 0.4273593 test: 0.4361215 best: 0.4361215 (295) total: 38.3s remaining: 1m 14s 296: learn: 0.4271193 test: 0.4358991 best: 0.4358991 (296) total: 38.5s remaining: 1m 14s 297: learn: 0.4271124 test: 0.4358980 best: 0.4358980 (297) total: 38.6s remaining: 1m 14s 298: learn: 0.4271099 test: 0.4358941 best: 0.4358941 (298) total: 38.6s remaining: 1m 14s 299: learn: 0.4268912 test: 0.4356958 best: 0.4356958 (299) total: 38.8s remaining: 1m 14s 300: learn: 0.4268817 test: 0.4356910 best: 0.4356910 (300) total: 38.9s remaining: 1m 14s 301: learn: 0.4268739 test: 0.4356889 best: 0.4356889 (301) total: 38.9s remaining: 1m 13s 302: learn: 0.4267747 test: 0.4356249 best: 0.4356249 (302) total: 39s remaining: 1m 13s 303: learn: 0.4267594 test: 0.4356218 best: 0.4356218 (303) total: 39.1s remaining: 1m 13s 304: learn: 0.4264924 test: 0.4353374 best: 0.4353374 (304) total: 39.2s remaining: 1m 13s 305: learn: 0.4263148 test: 0.4352358 best: 0.4352358 (305) total: 39.4s remaining: 1m 13s 306: learn: 0.4263113 test: 0.4352345 best: 0.4352345 (306) total: 39.5s remaining: 1m 13s 307: learn: 0.4263080 test: 0.4352322 best: 0.4352322 (307) total: 39.6s remaining: 1m 12s 308: learn: 0.4260795 test: 0.4350619 best: 0.4350619 (308) total: 39.8s remaining: 1m 12s 309: learn: 0.4260795 test: 0.4350619 best: 0.4350619 (309) total: 39.8s remaining: 1m 12s 310: learn: 0.4260776 test: 0.4350617 best: 0.4350617 (310) total: 39.9s remaining: 1m 12s 311: learn: 0.4257394 test: 0.4347297 best: 0.4347297 (311) total: 40s remaining: 1m 12s 312: learn: 0.4255289 test: 0.4345088 best: 0.4345088 (312) total: 40.2s remaining: 1m 12s 313: learn: 0.4255157 test: 0.4345092 best: 0.4345088 (312) total: 40.2s remaining: 1m 11s 314: learn: 0.4255133 test: 0.4345082 best: 0.4345082 (314) total: 40.3s remaining: 1m 11s 315: learn: 0.4255128 test: 0.4345100 best: 0.4345082 (314) total: 40.3s remaining: 1m 11s 316: learn: 0.4255127 test: 0.4345096 best: 0.4345082 (314) total: 40.4s remaining: 1m 11s 317: learn: 0.4255101 test: 0.4345091 best: 0.4345082 (314) total: 40.5s remaining: 1m 10s 318: learn: 0.4253478 test: 0.4343590 best: 0.4343590 (318) total: 40.6s remaining: 1m 10s 319: learn: 0.4253435 test: 0.4343594 best: 0.4343590 (318) total: 40.7s remaining: 1m 10s 320: learn: 0.4252250 test: 0.4343169 best: 0.4343169 (320) total: 40.8s remaining: 1m 10s 321: learn: 0.4250736 test: 0.4341661 best: 0.4341661 (321) total: 40.9s remaining: 1m 10s 322: learn: 0.4250639 test: 0.4341627 best: 0.4341627 (322) total: 41s remaining: 1m 10s 323: learn: 0.4250607 test: 0.4341619 best: 0.4341619 (323) total: 41s remaining: 1m 9s 324: learn: 0.4250576 test: 0.4341597 best: 0.4341597 (324) total: 41.1s remaining: 1m 9s 325: learn: 0.4250538 test: 0.4341570 best: 0.4341570 (325) total: 41.2s remaining: 1m 9s 326: learn: 0.4250432 test: 0.4341514 best: 0.4341514 (326) total: 41.3s remaining: 1m 9s 327: learn: 0.4250404 test: 0.4341507 best: 0.4341507 (327) total: 41.3s remaining: 1m 8s 328: learn: 0.4250346 test: 0.4341478 best: 0.4341478 (328) total: 41.4s remaining: 1m 8s 329: learn: 0.4250316 test: 0.4341448 best: 0.4341448 (329) total: 41.4s remaining: 1m 8s 330: learn: 0.4247384 test: 0.4338904 best: 0.4338904 (330) total: 41.6s remaining: 1m 8s 331: learn: 0.4247279 test: 0.4338924 best: 0.4338904 (330) total: 41.7s remaining: 1m 8s 332: learn: 0.4247279 test: 0.4338923 best: 0.4338904 (330) total: 41.7s remaining: 1m 7s 333: learn: 0.4247221 test: 0.4338925 best: 0.4338904 (330) total: 41.8s remaining: 1m 7s 334: learn: 0.4245623 test: 0.4337969 best: 0.4337969 (334) total: 41.9s remaining: 1m 7s 335: learn: 0.4245619 test: 0.4337967 best: 0.4337967 (335) total: 42s remaining: 1m 7s 336: learn: 0.4245606 test: 0.4337966 best: 0.4337966 (336) total: 42s remaining: 1m 7s 337: learn: 0.4245606 test: 0.4337966 best: 0.4337966 (337) total: 42s remaining: 1m 6s 338: learn: 0.4245580 test: 0.4337944 best: 0.4337944 (338) total: 42.1s remaining: 1m 6s 339: learn: 0.4245564 test: 0.4337942 best: 0.4337942 (339) total: 42.1s remaining: 1m 6s 340: learn: 0.4243619 test: 0.4336242 best: 0.4336242 (340) total: 42.3s remaining: 1m 6s 341: learn: 0.4240736 test: 0.4333645 best: 0.4333645 (341) total: 42.4s remaining: 1m 6s 342: learn: 0.4240736 test: 0.4333645 best: 0.4333645 (342) total: 42.5s remaining: 1m 5s 343: learn: 0.4240011 test: 0.4332972 best: 0.4332972 (343) total: 42.5s remaining: 1m 5s 344: learn: 0.4239989 test: 0.4332971 best: 0.4332971 (344) total: 42.6s remaining: 1m 5s 345: learn: 0.4239988 test: 0.4332970 best: 0.4332970 (345) total: 42.6s remaining: 1m 5s 346: learn: 0.4239988 test: 0.4332970 best: 0.4332970 (346) total: 42.6s remaining: 1m 4s 347: learn: 0.4238504 test: 0.4332197 best: 0.4332197 (347) total: 42.7s remaining: 1m 4s 348: learn: 0.4238486 test: 0.4332189 best: 0.4332189 (348) total: 42.8s remaining: 1m 4s 349: learn: 0.4238486 test: 0.4332187 best: 0.4332187 (349) total: 42.8s remaining: 1m 4s 350: learn: 0.4238462 test: 0.4332189 best: 0.4332187 (349) total: 42.9s remaining: 1m 4s 351: learn: 0.4236228 test: 0.4330508 best: 0.4330508 (351) total: 43s remaining: 1m 3s 352: learn: 0.4236228 test: 0.4330508 best: 0.4330508 (352) total: 43.1s remaining: 1m 3s 353: learn: 0.4236223 test: 0.4330494 best: 0.4330494 (353) total: 43.1s remaining: 1m 3s 354: learn: 0.4232983 test: 0.4327005 best: 0.4327005 (354) total: 43.3s remaining: 1m 3s 355: learn: 0.4232898 test: 0.4327004 best: 0.4327004 (355) total: 43.4s remaining: 1m 3s 356: learn: 0.4231673 test: 0.4326466 best: 0.4326466 (356) total: 43.6s remaining: 1m 3s 357: learn: 0.4231667 test: 0.4326464 best: 0.4326464 (357) total: 43.6s remaining: 1m 3s 358: learn: 0.4230075 test: 0.4325603 best: 0.4325603 (358) total: 43.8s remaining: 1m 2s 359: learn: 0.4230034 test: 0.4325568 best: 0.4325568 (359) total: 43.9s remaining: 1m 2s 360: learn: 0.4228356 test: 0.4324008 best: 0.4324008 (360) total: 44s remaining: 1m 2s 361: learn: 0.4228336 test: 0.4324006 best: 0.4324006 (361) total: 44.1s remaining: 1m 2s 362: learn: 0.4228328 test: 0.4324005 best: 0.4324005 (362) total: 44.1s remaining: 1m 2s 363: learn: 0.4227489 test: 0.4323353 best: 0.4323353 (363) total: 44.3s remaining: 1m 2s 364: learn: 0.4225866 test: 0.4322543 best: 0.4322543 (364) total: 44.4s remaining: 1m 2s 365: learn: 0.4225865 test: 0.4322543 best: 0.4322543 (364) total: 44.5s remaining: 1m 1s 366: learn: 0.4225841 test: 0.4322535 best: 0.4322535 (366) total: 44.6s remaining: 1m 1s 367: learn: 0.4225813 test: 0.4322528 best: 0.4322528 (367) total: 44.6s remaining: 1m 1s 368: learn: 0.4225792 test: 0.4322511 best: 0.4322511 (368) total: 44.7s remaining: 1m 1s 369: learn: 0.4223448 test: 0.4320801 best: 0.4320801 (369) total: 44.8s remaining: 1m 1s 370: learn: 0.4223435 test: 0.4320801 best: 0.4320801 (370) total: 44.8s remaining: 1m 371: learn: 0.4223424 test: 0.4320782 best: 0.4320782 (371) total: 44.9s remaining: 1m 372: learn: 0.4223418 test: 0.4320782 best: 0.4320782 (372) total: 44.9s remaining: 1m 373: learn: 0.4221897 test: 0.4319681 best: 0.4319681 (373) total: 45.1s remaining: 1m 374: learn: 0.4221879 test: 0.4319683 best: 0.4319681 (373) total: 45.1s remaining: 1m 375: learn: 0.4221825 test: 0.4319654 best: 0.4319654 (375) total: 45.2s remaining: 60s 376: learn: 0.4219287 test: 0.4317113 best: 0.4317113 (376) total: 45.3s remaining: 59.9s 377: learn: 0.4219269 test: 0.4317097 best: 0.4317097 (377) total: 45.3s remaining: 59.6s 378: learn: 0.4219249 test: 0.4317096 best: 0.4317096 (378) total: 45.4s remaining: 59.4s 379: learn: 0.4219229 test: 0.4317093 best: 0.4317093 (379) total: 45.5s remaining: 59.2s 380: learn: 0.4219181 test: 0.4317097 best: 0.4317093 (379) total: 45.5s remaining: 59s 381: learn: 0.4219159 test: 0.4317097 best: 0.4317093 (379) total: 45.6s remaining: 58.8s 382: learn: 0.4219148 test: 0.4317097 best: 0.4317093 (379) total: 45.6s remaining: 58.6s 383: learn: 0.4219146 test: 0.4317097 best: 0.4317093 (379) total: 45.7s remaining: 58.4s 384: learn: 0.4219123 test: 0.4317082 best: 0.4317082 (384) total: 45.7s remaining: 58.2s 385: learn: 0.4216962 test: 0.4314978 best: 0.4314978 (385) total: 45.9s remaining: 58.1s 386: learn: 0.4216937 test: 0.4314960 best: 0.4314960 (386) total: 46s remaining: 58s 387: learn: 0.4216617 test: 0.4314842 best: 0.4314842 (387) total: 46.2s remaining: 58s 388: learn: 0.4216167 test: 0.4314542 best: 0.4314542 (388) total: 46.3s remaining: 57.9s 389: learn: 0.4216140 test: 0.4314529 best: 0.4314529 (389) total: 46.4s remaining: 57.7s 390: learn: 0.4213262 test: 0.4312110 best: 0.4312110 (390) total: 46.5s remaining: 57.6s 391: learn: 0.4213261 test: 0.4312110 best: 0.4312110 (391) total: 46.6s remaining: 57.4s 392: learn: 0.4213241 test: 0.4312097 best: 0.4312097 (392) total: 46.6s remaining: 57.2s 393: learn: 0.4213230 test: 0.4312097 best: 0.4312097 (393) total: 46.7s remaining: 57s 394: learn: 0.4213222 test: 0.4312094 best: 0.4312094 (394) total: 46.7s remaining: 56.8s 395: learn: 0.4213202 test: 0.4312100 best: 0.4312094 (394) total: 46.8s remaining: 56.6s 396: learn: 0.4213197 test: 0.4312092 best: 0.4312092 (396) total: 46.8s remaining: 56.4s 397: learn: 0.4213187 test: 0.4312094 best: 0.4312092 (396) total: 46.8s remaining: 56.1s 398: learn: 0.4212236 test: 0.4311313 best: 0.4311313 (398) total: 47s remaining: 56s 399: learn: 0.4210179 test: 0.4309512 best: 0.4309512 (399) total: 47.1s remaining: 56s 400: learn: 0.4210159 test: 0.4309516 best: 0.4309512 (399) total: 47.1s remaining: 55.7s 401: learn: 0.4210142 test: 0.4309514 best: 0.4309512 (399) total: 47.2s remaining: 55.6s 402: learn: 0.4208842 test: 0.4308266 best: 0.4308266 (402) total: 47.4s remaining: 55.5s 403: learn: 0.4208832 test: 0.4308261 best: 0.4308261 (403) total: 47.4s remaining: 55.2s 404: learn: 0.4208807 test: 0.4308244 best: 0.4308244 (404) total: 47.5s remaining: 55.1s 405: learn: 0.4208565 test: 0.4308171 best: 0.4308171 (405) total: 47.7s remaining: 55.1s 406: learn: 0.4208563 test: 0.4308171 best: 0.4308171 (406) total: 47.7s remaining: 54.9s 407: learn: 0.4208549 test: 0.4308168 best: 0.4308168 (407) total: 47.8s remaining: 54.7s 408: learn: 0.4208537 test: 0.4308143 best: 0.4308143 (408) total: 47.8s remaining: 54.5s 409: learn: 0.4207397 test: 0.4307437 best: 0.4307437 (409) total: 48s remaining: 54.4s 410: learn: 0.4207386 test: 0.4307436 best: 0.4307436 (410) total: 48s remaining: 54.2s 411: learn: 0.4207369 test: 0.4307427 best: 0.4307427 (411) total: 48.2s remaining: 54.2s 412: learn: 0.4207348 test: 0.4307410 best: 0.4307410 (412) total: 48.2s remaining: 54s 413: learn: 0.4207281 test: 0.4307416 best: 0.4307410 (412) total: 48.4s remaining: 53.9s 414: learn: 0.4207271 test: 0.4307411 best: 0.4307410 (412) total: 48.4s remaining: 53.7s 415: learn: 0.4205606 test: 0.4305880 best: 0.4305880 (415) total: 48.6s remaining: 53.6s 416: learn: 0.4205576 test: 0.4305860 best: 0.4305860 (416) total: 48.7s remaining: 53.5s 417: learn: 0.4205569 test: 0.4305866 best: 0.4305860 (416) total: 48.7s remaining: 53.3s 418: learn: 0.4204422 test: 0.4304971 best: 0.4304971 (418) total: 48.9s remaining: 53.2s 419: learn: 0.4204407 test: 0.4304968 best: 0.4304968 (419) total: 49s remaining: 53.1s 420: learn: 0.4204376 test: 0.4304947 best: 0.4304947 (420) total: 49.2s remaining: 53s 421: learn: 0.4204354 test: 0.4304931 best: 0.4304931 (421) total: 49.3s remaining: 52.9s 422: learn: 0.4202917 test: 0.4304037 best: 0.4304037 (422) total: 49.4s remaining: 52.8s 423: learn: 0.4200449 test: 0.4301604 best: 0.4301604 (423) total: 49.6s remaining: 52.7s 424: learn: 0.4200426 test: 0.4301590 best: 0.4301590 (424) total: 49.7s remaining: 52.6s 425: learn: 0.4200420 test: 0.4301592 best: 0.4301590 (424) total: 49.8s remaining: 52.5s 426: learn: 0.4200402 test: 0.4301589 best: 0.4301589 (426) total: 49.8s remaining: 52.3s 427: learn: 0.4198896 test: 0.4300618 best: 0.4300618 (427) total: 50s remaining: 52.2s 428: learn: 0.4198891 test: 0.4300616 best: 0.4300616 (428) total: 50s remaining: 52s 429: learn: 0.4195574 test: 0.4298088 best: 0.4298088 (429) total: 50.1s remaining: 51.9s 430: learn: 0.4195564 test: 0.4298089 best: 0.4298088 (429) total: 50.2s remaining: 51.7s 431: learn: 0.4194354 test: 0.4296892 best: 0.4296892 (431) total: 50.3s remaining: 51.6s 432: learn: 0.4194335 test: 0.4296872 best: 0.4296872 (432) total: 50.5s remaining: 51.5s 433: learn: 0.4194321 test: 0.4296878 best: 0.4296872 (432) total: 50.5s remaining: 51.3s 434: learn: 0.4194271 test: 0.4296870 best: 0.4296870 (434) total: 50.6s remaining: 51.2s 435: learn: 0.4194257 test: 0.4296869 best: 0.4296869 (435) total: 50.7s remaining: 51.1s 436: learn: 0.4194213 test: 0.4296865 best: 0.4296865 (436) total: 50.9s remaining: 51s 437: learn: 0.4194209 test: 0.4296868 best: 0.4296865 (436) total: 50.9s remaining: 50.8s 438: learn: 0.4194198 test: 0.4296867 best: 0.4296865 (436) total: 51s remaining: 50.6s 439: learn: 0.4194188 test: 0.4296875 best: 0.4296865 (436) total: 51.1s remaining: 50.5s 440: learn: 0.4193676 test: 0.4296517 best: 0.4296517 (440) total: 51.2s remaining: 50.4s 441: learn: 0.4193673 test: 0.4296517 best: 0.4296517 (441) total: 51.2s remaining: 50.2s 442: learn: 0.4193665 test: 0.4296520 best: 0.4296517 (441) total: 51.3s remaining: 50s 443: learn: 0.4192371 test: 0.4295463 best: 0.4295463 (443) total: 51.4s remaining: 49.9s 444: learn: 0.4192319 test: 0.4295456 best: 0.4295456 (444) total: 51.6s remaining: 49.9s 445: learn: 0.4190888 test: 0.4294380 best: 0.4294380 (445) total: 51.8s remaining: 49.8s 446: learn: 0.4190879 test: 0.4294380 best: 0.4294380 (445) total: 51.8s remaining: 49.6s 447: learn: 0.4190855 test: 0.4294371 best: 0.4294371 (447) total: 51.9s remaining: 49.5s 448: learn: 0.4190841 test: 0.4294362 best: 0.4294362 (448) total: 52s remaining: 49.4s 449: learn: 0.4190837 test: 0.4294365 best: 0.4294362 (448) total: 52.1s remaining: 49.2s 450: learn: 0.4190836 test: 0.4294365 best: 0.4294362 (448) total: 52.1s remaining: 49s 451: learn: 0.4190820 test: 0.4294352 best: 0.4294352 (451) total: 52.2s remaining: 48.8s 452: learn: 0.4190775 test: 0.4294346 best: 0.4294346 (452) total: 52.3s remaining: 48.8s 453: learn: 0.4190689 test: 0.4294352 best: 0.4294346 (452) total: 52.5s remaining: 48.7s 454: learn: 0.4189442 test: 0.4293267 best: 0.4293267 (454) total: 52.6s remaining: 48.6s 455: learn: 0.4189436 test: 0.4293271 best: 0.4293267 (454) total: 52.7s remaining: 48.4s 456: learn: 0.4189429 test: 0.4293277 best: 0.4293267 (454) total: 52.7s remaining: 48.2s 457: learn: 0.4187834 test: 0.4291924 best: 0.4291924 (457) total: 52.9s remaining: 48.1s 458: learn: 0.4187237 test: 0.4291417 best: 0.4291417 (458) total: 53s remaining: 48.1s 459: learn: 0.4187071 test: 0.4291333 best: 0.4291333 (459) total: 53.2s remaining: 48s 460: learn: 0.4186932 test: 0.4291251 best: 0.4291251 (460) total: 53.3s remaining: 47.9s 461: learn: 0.4186918 test: 0.4291260 best: 0.4291251 (460) total: 53.4s remaining: 47.7s 462: learn: 0.4186879 test: 0.4291268 best: 0.4291251 (460) total: 53.4s remaining: 47.6s 463: learn: 0.4186867 test: 0.4291268 best: 0.4291251 (460) total: 53.6s remaining: 47.5s 464: learn: 0.4186845 test: 0.4291270 best: 0.4291251 (460) total: 53.7s remaining: 47.4s 465: learn: 0.4186484 test: 0.4291046 best: 0.4291046 (465) total: 53.9s remaining: 47.3s 466: learn: 0.4186449 test: 0.4291036 best: 0.4291036 (466) total: 54s remaining: 47.2s 467: learn: 0.4186270 test: 0.4290954 best: 0.4290954 (467) total: 54.2s remaining: 47.1s 468: learn: 0.4185398 test: 0.4290373 best: 0.4290373 (468) total: 54.3s remaining: 47s 469: learn: 0.4185248 test: 0.4290332 best: 0.4290332 (469) total: 54.5s remaining: 47s 470: learn: 0.4185192 test: 0.4290287 best: 0.4290287 (470) total: 54.6s remaining: 46.9s 471: learn: 0.4185185 test: 0.4290284 best: 0.4290284 (471) total: 54.7s remaining: 46.7s 472: learn: 0.4185178 test: 0.4290276 best: 0.4290276 (472) total: 54.7s remaining: 46.5s 473: learn: 0.4185167 test: 0.4290282 best: 0.4290276 (472) total: 54.8s remaining: 46.4s 474: learn: 0.4185145 test: 0.4290276 best: 0.4290276 (472) total: 55s remaining: 46.3s 475: learn: 0.4183157 test: 0.4288515 best: 0.4288515 (475) total: 55.1s remaining: 46.2s 476: learn: 0.4183137 test: 0.4288517 best: 0.4288515 (475) total: 55.3s remaining: 46.1s 477: learn: 0.4180355 test: 0.4286106 best: 0.4286106 (477) total: 55.4s remaining: 46s 478: learn: 0.4180193 test: 0.4285967 best: 0.4285967 (478) total: 55.6s remaining: 46s 479: learn: 0.4180181 test: 0.4285977 best: 0.4285967 (478) total: 55.8s remaining: 45.9s 480: learn: 0.4180152 test: 0.4285978 best: 0.4285967 (478) total: 55.9s remaining: 45.8s 481: learn: 0.4180147 test: 0.4285975 best: 0.4285967 (478) total: 56s remaining: 45.7s 482: learn: 0.4180132 test: 0.4285984 best: 0.4285967 (478) total: 56.1s remaining: 45.6s 483: learn: 0.4179641 test: 0.4285697 best: 0.4285697 (483) total: 56.3s remaining: 45.5s 484: learn: 0.4179626 test: 0.4285706 best: 0.4285697 (483) total: 56.3s remaining: 45.3s 485: learn: 0.4179619 test: 0.4285714 best: 0.4285697 (483) total: 56.4s remaining: 45.1s 486: learn: 0.4179599 test: 0.4285706 best: 0.4285697 (483) total: 56.6s remaining: 45.1s 487: learn: 0.4179564 test: 0.4285684 best: 0.4285684 (487) total: 56.7s remaining: 45s 488: learn: 0.4179539 test: 0.4285685 best: 0.4285684 (487) total: 56.9s remaining: 44.9s 489: learn: 0.4179517 test: 0.4285681 best: 0.4285681 (489) total: 57s remaining: 44.8s 490: learn: 0.4179492 test: 0.4285672 best: 0.4285672 (490) total: 57.3s remaining: 44.8s 491: learn: 0.4179483 test: 0.4285662 best: 0.4285662 (491) total: 57.4s remaining: 44.7s 492: learn: 0.4179461 test: 0.4285649 best: 0.4285649 (492) total: 57.6s remaining: 44.6s 493: learn: 0.4179441 test: 0.4285645 best: 0.4285645 (493) total: 57.7s remaining: 44.5s 494: learn: 0.4179432 test: 0.4285643 best: 0.4285643 (494) total: 57.8s remaining: 44.3s 495: learn: 0.4179430 test: 0.4285643 best: 0.4285643 (495) total: 57.8s remaining: 44.2s 496: learn: 0.4179418 test: 0.4285649 best: 0.4285643 (495) total: 58s remaining: 44.1s 497: learn: 0.4178359 test: 0.4285129 best: 0.4285129 (497) total: 58.1s remaining: 44s 498: learn: 0.4178323 test: 0.4285116 best: 0.4285116 (498) total: 58.3s remaining: 43.9s 499: learn: 0.4178307 test: 0.4285103 best: 0.4285103 (499) total: 58.4s remaining: 43.8s 500: learn: 0.4178305 test: 0.4285107 best: 0.4285103 (499) total: 58.4s remaining: 43.6s 501: learn: 0.4178250 test: 0.4285108 best: 0.4285103 (499) total: 58.6s remaining: 43.5s 502: learn: 0.4178195 test: 0.4285092 best: 0.4285092 (502) total: 58.7s remaining: 43.4s 503: learn: 0.4178176 test: 0.4285098 best: 0.4285092 (502) total: 58.9s remaining: 43.4s 504: learn: 0.4178156 test: 0.4285097 best: 0.4285092 (502) total: 59.1s remaining: 43.3s 505: learn: 0.4178144 test: 0.4285107 best: 0.4285092 (502) total: 59.2s remaining: 43.1s 506: learn: 0.4176782 test: 0.4283981 best: 0.4283981 (506) total: 59.3s remaining: 43s 507: learn: 0.4176772 test: 0.4283980 best: 0.4283980 (507) total: 59.4s remaining: 42.9s 508: learn: 0.4176764 test: 0.4283984 best: 0.4283980 (507) total: 59.4s remaining: 42.7s 509: learn: 0.4176747 test: 0.4283970 best: 0.4283970 (509) total: 59.6s remaining: 42.6s 510: learn: 0.4176739 test: 0.4283975 best: 0.4283970 (509) total: 59.7s remaining: 42.5s 511: learn: 0.4176722 test: 0.4283972 best: 0.4283970 (509) total: 59.8s remaining: 42.4s 512: learn: 0.4176708 test: 0.4283975 best: 0.4283970 (509) total: 60s remaining: 42.3s 513: learn: 0.4176699 test: 0.4283975 best: 0.4283970 (509) total: 1m remaining: 42.2s 514: learn: 0.4176682 test: 0.4283977 best: 0.4283970 (509) total: 1m remaining: 42.1s 515: learn: 0.4176647 test: 0.4283987 best: 0.4283970 (509) total: 1m remaining: 42s 516: learn: 0.4176520 test: 0.4283894 best: 0.4283894 (516) total: 1m remaining: 41.9s 517: learn: 0.4176507 test: 0.4283898 best: 0.4283894 (516) total: 1m remaining: 41.7s 518: learn: 0.4176403 test: 0.4283897 best: 0.4283894 (516) total: 1m remaining: 41.6s 519: learn: 0.4176400 test: 0.4283897 best: 0.4283894 (516) total: 1m remaining: 41.5s 520: learn: 0.4176389 test: 0.4283894 best: 0.4283894 (520) total: 1m remaining: 41.4s 521: learn: 0.4176368 test: 0.4283904 best: 0.4283894 (520) total: 1m 1s remaining: 41.3s 522: learn: 0.4176204 test: 0.4283839 best: 0.4283839 (522) total: 1m 1s remaining: 41.2s 523: learn: 0.4175649 test: 0.4283390 best: 0.4283390 (523) total: 1m 1s remaining: 41.2s 524: learn: 0.4175647 test: 0.4283390 best: 0.4283390 (524) total: 1m 1s remaining: 41s 525: learn: 0.4174806 test: 0.4282458 best: 0.4282458 (525) total: 1m 1s remaining: 40.9s 526: learn: 0.4174783 test: 0.4282455 best: 0.4282455 (526) total: 1m 1s remaining: 40.8s 527: learn: 0.4174780 test: 0.4282455 best: 0.4282455 (527) total: 1m 1s remaining: 40.6s 528: learn: 0.4174770 test: 0.4282459 best: 0.4282455 (527) total: 1m 1s remaining: 40.5s 529: learn: 0.4174759 test: 0.4282459 best: 0.4282455 (527) total: 1m 2s remaining: 40.4s 530: learn: 0.4174753 test: 0.4282467 best: 0.4282455 (527) total: 1m 2s remaining: 40.2s 531: learn: 0.4174747 test: 0.4282467 best: 0.4282455 (527) total: 1m 2s remaining: 40.1s 532: learn: 0.4174657 test: 0.4282466 best: 0.4282455 (527) total: 1m 2s remaining: 40s 533: learn: 0.4174371 test: 0.4282254 best: 0.4282254 (533) total: 1m 2s remaining: 39.9s 534: learn: 0.4174354 test: 0.4282260 best: 0.4282254 (533) total: 1m 2s remaining: 39.8s 535: learn: 0.4172761 test: 0.4280759 best: 0.4280759 (535) total: 1m 2s remaining: 39.7s 536: learn: 0.4172611 test: 0.4280691 best: 0.4280691 (536) total: 1m 2s remaining: 39.6s 537: learn: 0.4171986 test: 0.4280095 best: 0.4280095 (537) total: 1m 3s remaining: 39.5s 538: learn: 0.4171962 test: 0.4280094 best: 0.4280094 (538) total: 1m 3s remaining: 39.4s 539: learn: 0.4171911 test: 0.4280069 best: 0.4280069 (539) total: 1m 3s remaining: 39.3s 540: learn: 0.4171744 test: 0.4279991 best: 0.4279991 (540) total: 1m 3s remaining: 39.2s 541: learn: 0.4171636 test: 0.4279984 best: 0.4279984 (541) total: 1m 3s remaining: 39.1s 542: learn: 0.4171627 test: 0.4279990 best: 0.4279984 (541) total: 1m 3s remaining: 39s 543: learn: 0.4171618 test: 0.4280000 best: 0.4279984 (541) total: 1m 3s remaining: 38.9s 544: learn: 0.4171606 test: 0.4280008 best: 0.4279984 (541) total: 1m 4s remaining: 38.8s 545: learn: 0.4171585 test: 0.4280014 best: 0.4279984 (541) total: 1m 4s remaining: 38.7s 546: learn: 0.4171203 test: 0.4279677 best: 0.4279677 (546) total: 1m 4s remaining: 38.6s 547: learn: 0.4170326 test: 0.4279009 best: 0.4279009 (547) total: 1m 4s remaining: 38.5s 548: learn: 0.4170318 test: 0.4279014 best: 0.4279009 (547) total: 1m 4s remaining: 38.4s 549: learn: 0.4170298 test: 0.4279006 best: 0.4279006 (549) total: 1m 4s remaining: 38.3s 550: learn: 0.4170263 test: 0.4279016 best: 0.4279006 (549) total: 1m 4s remaining: 38.2s 551: learn: 0.4168222 test: 0.4277218 best: 0.4277218 (551) total: 1m 5s remaining: 38.1s 552: learn: 0.4167667 test: 0.4276728 best: 0.4276728 (552) total: 1m 5s remaining: 38s 553: learn: 0.4167649 test: 0.4276727 best: 0.4276727 (553) total: 1m 5s remaining: 37.9s 554: learn: 0.4167642 test: 0.4276727 best: 0.4276727 (553) total: 1m 5s remaining: 37.8s 555: learn: 0.4167625 test: 0.4276738 best: 0.4276727 (553) total: 1m 5s remaining: 37.6s 556: learn: 0.4167575 test: 0.4276731 best: 0.4276727 (553) total: 1m 5s remaining: 37.5s 557: learn: 0.4167554 test: 0.4276742 best: 0.4276727 (553) total: 1m 5s remaining: 37.4s 558: learn: 0.4167542 test: 0.4276737 best: 0.4276727 (553) total: 1m 6s remaining: 37.3s 559: learn: 0.4167536 test: 0.4276737 best: 0.4276727 (553) total: 1m 6s remaining: 37.2s 560: learn: 0.4167505 test: 0.4276730 best: 0.4276727 (553) total: 1m 6s remaining: 37.1s 561: learn: 0.4167377 test: 0.4276697 best: 0.4276697 (561) total: 1m 6s remaining: 37s 562: learn: 0.4167345 test: 0.4276707 best: 0.4276697 (561) total: 1m 6s remaining: 36.9s 563: learn: 0.4167342 test: 0.4276714 best: 0.4276697 (561) total: 1m 6s remaining: 36.8s 564: learn: 0.4167132 test: 0.4276545 best: 0.4276545 (564) total: 1m 6s remaining: 36.7s 565: learn: 0.4167119 test: 0.4276540 best: 0.4276540 (565) total: 1m 6s remaining: 36.6s 566: learn: 0.4167105 test: 0.4276546 best: 0.4276540 (565) total: 1m 7s remaining: 36.5s 567: learn: 0.4167038 test: 0.4276554 best: 0.4276540 (565) total: 1m 7s remaining: 36.4s 568: learn: 0.4167033 test: 0.4276564 best: 0.4276540 (565) total: 1m 7s remaining: 36.2s 569: learn: 0.4166991 test: 0.4276576 best: 0.4276540 (565) total: 1m 7s remaining: 36.1s 570: learn: 0.4166980 test: 0.4276579 best: 0.4276540 (565) total: 1m 7s remaining: 36s 571: learn: 0.4166938 test: 0.4276588 best: 0.4276540 (565) total: 1m 7s remaining: 35.9s 572: learn: 0.4164838 test: 0.4274632 best: 0.4274632 (572) total: 1m 7s remaining: 35.8s 573: learn: 0.4164836 test: 0.4274632 best: 0.4274632 (573) total: 1m 7s remaining: 35.6s 574: learn: 0.4164828 test: 0.4274632 best: 0.4274632 (573) total: 1m 8s remaining: 35.5s 575: learn: 0.4164826 test: 0.4274632 best: 0.4274632 (573) total: 1m 8s remaining: 35.4s 576: learn: 0.4164817 test: 0.4274627 best: 0.4274627 (576) total: 1m 8s remaining: 35.3s 577: learn: 0.4163414 test: 0.4273323 best: 0.4273323 (577) total: 1m 8s remaining: 35.1s 578: learn: 0.4163406 test: 0.4273330 best: 0.4273323 (577) total: 1m 8s remaining: 35s 579: learn: 0.4163330 test: 0.4273353 best: 0.4273323 (577) total: 1m 8s remaining: 34.9s 580: learn: 0.4163321 test: 0.4273364 best: 0.4273323 (577) total: 1m 8s remaining: 34.8s 581: learn: 0.4163307 test: 0.4273369 best: 0.4273323 (577) total: 1m 8s remaining: 34.7s 582: learn: 0.4163068 test: 0.4273165 best: 0.4273165 (582) total: 1m 9s remaining: 34.6s 583: learn: 0.4163064 test: 0.4273176 best: 0.4273165 (582) total: 1m 9s remaining: 34.4s 584: learn: 0.4162906 test: 0.4273149 best: 0.4273149 (584) total: 1m 9s remaining: 34.3s 585: learn: 0.4162893 test: 0.4273163 best: 0.4273149 (584) total: 1m 9s remaining: 34.2s 586: learn: 0.4162876 test: 0.4273151 best: 0.4273149 (584) total: 1m 9s remaining: 34.1s 587: learn: 0.4162872 test: 0.4273151 best: 0.4273149 (584) total: 1m 9s remaining: 34s 588: learn: 0.4162819 test: 0.4273169 best: 0.4273149 (584) total: 1m 9s remaining: 33.9s 589: learn: 0.4162815 test: 0.4273175 best: 0.4273149 (584) total: 1m 9s remaining: 33.8s 590: learn: 0.4161046 test: 0.4271830 best: 0.4271830 (590) total: 1m 10s remaining: 33.7s 591: learn: 0.4161036 test: 0.4271838 best: 0.4271830 (590) total: 1m 10s remaining: 33.6s 592: learn: 0.4161023 test: 0.4271848 best: 0.4271830 (590) total: 1m 10s remaining: 33.5s 593: learn: 0.4161010 test: 0.4271857 best: 0.4271830 (590) total: 1m 10s remaining: 33.4s 594: learn: 0.4160978 test: 0.4271832 best: 0.4271830 (590) total: 1m 10s remaining: 33.3s 595: learn: 0.4160274 test: 0.4271123 best: 0.4271123 (595) total: 1m 10s remaining: 33.2s 596: learn: 0.4160259 test: 0.4271132 best: 0.4271123 (595) total: 1m 11s remaining: 33.1s 597: learn: 0.4160255 test: 0.4271138 best: 0.4271123 (595) total: 1m 11s remaining: 32.9s 598: learn: 0.4160252 test: 0.4271144 best: 0.4271123 (595) total: 1m 11s remaining: 32.8s 599: learn: 0.4159534 test: 0.4270499 best: 0.4270499 (599) total: 1m 11s remaining: 32.7s 600: learn: 0.4159522 test: 0.4270510 best: 0.4270499 (599) total: 1m 11s remaining: 32.5s 601: learn: 0.4159518 test: 0.4270517 best: 0.4270499 (599) total: 1m 11s remaining: 32.4s 602: learn: 0.4159511 test: 0.4270527 best: 0.4270499 (599) total: 1m 11s remaining: 32.3s 603: learn: 0.4159502 test: 0.4270534 best: 0.4270499 (599) total: 1m 11s remaining: 32.2s 604: learn: 0.4159499 test: 0.4270529 best: 0.4270499 (599) total: 1m 11s remaining: 32.1s 605: learn: 0.4159469 test: 0.4270523 best: 0.4270499 (599) total: 1m 12s remaining: 32s 606: learn: 0.4159466 test: 0.4270523 best: 0.4270499 (599) total: 1m 12s remaining: 31.8s 607: learn: 0.4159449 test: 0.4270535 best: 0.4270499 (599) total: 1m 12s remaining: 31.7s 608: learn: 0.4159340 test: 0.4270459 best: 0.4270459 (608) total: 1m 12s remaining: 31.6s 609: learn: 0.4159332 test: 0.4270465 best: 0.4270459 (608) total: 1m 12s remaining: 31.5s 610: learn: 0.4159322 test: 0.4270471 best: 0.4270459 (608) total: 1m 12s remaining: 31.4s 611: learn: 0.4158250 test: 0.4269467 best: 0.4269467 (611) total: 1m 12s remaining: 31.3s 612: learn: 0.4158185 test: 0.4269507 best: 0.4269467 (611) total: 1m 13s remaining: 31.2s 613: learn: 0.4158173 test: 0.4269518 best: 0.4269467 (611) total: 1m 13s remaining: 31.1s 614: learn: 0.4158162 test: 0.4269519 best: 0.4269467 (611) total: 1m 13s remaining: 31s 615: learn: 0.4158151 test: 0.4269521 best: 0.4269467 (611) total: 1m 13s remaining: 30.9s 616: learn: 0.4158145 test: 0.4269508 best: 0.4269467 (611) total: 1m 13s remaining: 30.8s 617: learn: 0.4158133 test: 0.4269519 best: 0.4269467 (611) total: 1m 13s remaining: 30.7s 618: learn: 0.4158108 test: 0.4269512 best: 0.4269467 (611) total: 1m 14s remaining: 30.6s 619: learn: 0.4158097 test: 0.4269521 best: 0.4269467 (611) total: 1m 14s remaining: 30.5s 620: learn: 0.4158086 test: 0.4269536 best: 0.4269467 (611) total: 1m 14s remaining: 30.4s 621: learn: 0.4158083 test: 0.4269542 best: 0.4269467 (611) total: 1m 14s remaining: 30.3s 622: learn: 0.4158075 test: 0.4269539 best: 0.4269467 (611) total: 1m 14s remaining: 30.2s 623: learn: 0.4158040 test: 0.4269551 best: 0.4269467 (611) total: 1m 14s remaining: 30s 624: learn: 0.4158031 test: 0.4269557 best: 0.4269467 (611) total: 1m 14s remaining: 29.9s 625: learn: 0.4158013 test: 0.4269559 best: 0.4269467 (611) total: 1m 14s remaining: 29.8s 626: learn: 0.4158000 test: 0.4269559 best: 0.4269467 (611) total: 1m 15s remaining: 29.7s 627: learn: 0.4157783 test: 0.4269507 best: 0.4269467 (611) total: 1m 15s remaining: 29.6s 628: learn: 0.4157767 test: 0.4269521 best: 0.4269467 (611) total: 1m 15s remaining: 29.5s 629: learn: 0.4157760 test: 0.4269527 best: 0.4269467 (611) total: 1m 15s remaining: 29.4s 630: learn: 0.4157750 test: 0.4269538 best: 0.4269467 (611) total: 1m 15s remaining: 29.2s 631: learn: 0.4157721 test: 0.4269538 best: 0.4269467 (611) total: 1m 15s remaining: 29.1s 632: learn: 0.4157703 test: 0.4269542 best: 0.4269467 (611) total: 1m 15s remaining: 29s 633: learn: 0.4157702 test: 0.4269548 best: 0.4269467 (611) total: 1m 15s remaining: 28.9s 634: learn: 0.4157696 test: 0.4269546 best: 0.4269467 (611) total: 1m 16s remaining: 28.8s 635: learn: 0.4157691 test: 0.4269552 best: 0.4269467 (611) total: 1m 16s remaining: 28.7s 636: learn: 0.4157680 test: 0.4269563 best: 0.4269467 (611) total: 1m 16s remaining: 28.6s 637: learn: 0.4157667 test: 0.4269548 best: 0.4269467 (611) total: 1m 16s remaining: 28.5s 638: learn: 0.4157512 test: 0.4269484 best: 0.4269467 (611) total: 1m 16s remaining: 28.4s 639: learn: 0.4157509 test: 0.4269495 best: 0.4269467 (611) total: 1m 16s remaining: 28.2s 640: learn: 0.4157504 test: 0.4269495 best: 0.4269467 (611) total: 1m 16s remaining: 28.1s 641: learn: 0.4157496 test: 0.4269507 best: 0.4269467 (611) total: 1m 16s remaining: 27.9s 642: learn: 0.4157491 test: 0.4269518 best: 0.4269467 (611) total: 1m 16s remaining: 27.8s 643: learn: 0.4157488 test: 0.4269530 best: 0.4269467 (611) total: 1m 17s remaining: 27.6s 644: learn: 0.4157476 test: 0.4269534 best: 0.4269467 (611) total: 1m 17s remaining: 27.5s 645: learn: 0.4155522 test: 0.4267851 best: 0.4267851 (645) total: 1m 17s remaining: 27.4s 646: learn: 0.4155383 test: 0.4267751 best: 0.4267751 (646) total: 1m 17s remaining: 27.3s 647: learn: 0.4155369 test: 0.4267764 best: 0.4267751 (646) total: 1m 17s remaining: 27.2s 648: learn: 0.4155362 test: 0.4267768 best: 0.4267751 (646) total: 1m 17s remaining: 27.1s 649: learn: 0.4155351 test: 0.4267774 best: 0.4267751 (646) total: 1m 17s remaining: 27s 650: learn: 0.4155346 test: 0.4267774 best: 0.4267751 (646) total: 1m 17s remaining: 26.8s 651: learn: 0.4155342 test: 0.4267786 best: 0.4267751 (646) total: 1m 18s remaining: 26.7s 652: learn: 0.4155326 test: 0.4267795 best: 0.4267751 (646) total: 1m 18s remaining: 26.6s 653: learn: 0.4155317 test: 0.4267801 best: 0.4267751 (646) total: 1m 18s remaining: 26.5s 654: learn: 0.4155308 test: 0.4267809 best: 0.4267751 (646) total: 1m 18s remaining: 26.4s 655: learn: 0.4155304 test: 0.4267809 best: 0.4267751 (646) total: 1m 18s remaining: 26.2s 656: learn: 0.4155298 test: 0.4267813 best: 0.4267751 (646) total: 1m 18s remaining: 26.1s 657: learn: 0.4155293 test: 0.4267825 best: 0.4267751 (646) total: 1m 18s remaining: 26s 658: learn: 0.4155285 test: 0.4267831 best: 0.4267751 (646) total: 1m 18s remaining: 25.9s 659: learn: 0.4155280 test: 0.4267838 best: 0.4267751 (646) total: 1m 19s remaining: 25.7s 660: learn: 0.4155274 test: 0.4267850 best: 0.4267751 (646) total: 1m 19s remaining: 25.6s 661: learn: 0.4155266 test: 0.4267857 best: 0.4267751 (646) total: 1m 19s remaining: 25.5s 662: learn: 0.4155263 test: 0.4267865 best: 0.4267751 (646) total: 1m 19s remaining: 25.4s 663: learn: 0.4155170 test: 0.4267832 best: 0.4267751 (646) total: 1m 19s remaining: 25.3s 664: learn: 0.4155159 test: 0.4267837 best: 0.4267751 (646) total: 1m 19s remaining: 25.2s 665: learn: 0.4155156 test: 0.4267837 best: 0.4267751 (646) total: 1m 19s remaining: 25.1s 666: learn: 0.4155137 test: 0.4267832 best: 0.4267751 (646) total: 1m 20s remaining: 24.9s 667: learn: 0.4155109 test: 0.4267844 best: 0.4267751 (646) total: 1m 20s remaining: 24.8s 668: learn: 0.4155105 test: 0.4267844 best: 0.4267751 (646) total: 1m 20s remaining: 24.7s 669: learn: 0.4155100 test: 0.4267855 best: 0.4267751 (646) total: 1m 20s remaining: 24.6s 670: learn: 0.4155092 test: 0.4267867 best: 0.4267751 (646) total: 1m 20s remaining: 24.5s 671: learn: 0.4155088 test: 0.4267865 best: 0.4267751 (646) total: 1m 20s remaining: 24.3s 672: learn: 0.4155072 test: 0.4267861 best: 0.4267751 (646) total: 1m 20s remaining: 24.2s 673: learn: 0.4155063 test: 0.4267872 best: 0.4267751 (646) total: 1m 20s remaining: 24.1s 674: learn: 0.4155055 test: 0.4267872 best: 0.4267751 (646) total: 1m 21s remaining: 24s 675: learn: 0.4155050 test: 0.4267884 best: 0.4267751 (646) total: 1m 21s remaining: 23.9s 676: learn: 0.4155041 test: 0.4267890 best: 0.4267751 (646) total: 1m 21s remaining: 23.8s 677: learn: 0.4155033 test: 0.4267892 best: 0.4267751 (646) total: 1m 21s remaining: 23.6s 678: learn: 0.4155026 test: 0.4267898 best: 0.4267751 (646) total: 1m 21s remaining: 23.5s 679: learn: 0.4155018 test: 0.4267903 best: 0.4267751 (646) total: 1m 21s remaining: 23.4s 680: learn: 0.4154991 test: 0.4267896 best: 0.4267751 (646) total: 1m 21s remaining: 23.3s 681: learn: 0.4154987 test: 0.4267896 best: 0.4267751 (646) total: 1m 21s remaining: 23.2s 682: learn: 0.4154984 test: 0.4267901 best: 0.4267751 (646) total: 1m 22s remaining: 23.1s 683: learn: 0.4154974 test: 0.4267896 best: 0.4267751 (646) total: 1m 22s remaining: 23s 684: learn: 0.4154970 test: 0.4267896 best: 0.4267751 (646) total: 1m 22s remaining: 22.8s 685: learn: 0.4154957 test: 0.4267900 best: 0.4267751 (646) total: 1m 22s remaining: 22.7s 686: learn: 0.4154947 test: 0.4267904 best: 0.4267751 (646) total: 1m 22s remaining: 22.6s 687: learn: 0.4154930 test: 0.4267899 best: 0.4267751 (646) total: 1m 22s remaining: 22.5s 688: learn: 0.4154925 test: 0.4267905 best: 0.4267751 (646) total: 1m 22s remaining: 22.4s 689: learn: 0.4154924 test: 0.4267905 best: 0.4267751 (646) total: 1m 22s remaining: 22.2s 690: learn: 0.4154920 test: 0.4267916 best: 0.4267751 (646) total: 1m 23s remaining: 22.1s 691: learn: 0.4154916 test: 0.4267928 best: 0.4267751 (646) total: 1m 23s remaining: 22s 692: learn: 0.4154908 test: 0.4267934 best: 0.4267751 (646) total: 1m 23s remaining: 21.9s 693: learn: 0.4154867 test: 0.4267925 best: 0.4267751 (646) total: 1m 23s remaining: 21.7s 694: learn: 0.4153304 test: 0.4266990 best: 0.4266990 (694) total: 1m 23s remaining: 21.6s 695: learn: 0.4153279 test: 0.4266984 best: 0.4266984 (695) total: 1m 23s remaining: 21.5s 696: learn: 0.4153273 test: 0.4266995 best: 0.4266984 (695) total: 1m 23s remaining: 21.4s 697: learn: 0.4153271 test: 0.4267002 best: 0.4266984 (695) total: 1m 23s remaining: 21.3s 698: learn: 0.4153225 test: 0.4267009 best: 0.4266984 (695) total: 1m 24s remaining: 21.2s 699: learn: 0.4153216 test: 0.4267015 best: 0.4266984 (695) total: 1m 24s remaining: 21s 700: learn: 0.4153209 test: 0.4267021 best: 0.4266984 (695) total: 1m 24s remaining: 20.9s 701: learn: 0.4153208 test: 0.4267016 best: 0.4266984 (695) total: 1m 24s remaining: 20.8s 702: learn: 0.4153204 test: 0.4267013 best: 0.4266984 (695) total: 1m 24s remaining: 20.7s 703: learn: 0.4153192 test: 0.4267010 best: 0.4266984 (695) total: 1m 24s remaining: 20.6s 704: learn: 0.4153184 test: 0.4267010 best: 0.4266984 (695) total: 1m 24s remaining: 20.5s 705: learn: 0.4153174 test: 0.4267019 best: 0.4266984 (695) total: 1m 25s remaining: 20.4s 706: learn: 0.4153168 test: 0.4267030 best: 0.4266984 (695) total: 1m 25s remaining: 20.2s 707: learn: 0.4153165 test: 0.4267030 best: 0.4266984 (695) total: 1m 25s remaining: 20.1s 708: learn: 0.4153155 test: 0.4267036 best: 0.4266984 (695) total: 1m 25s remaining: 20s 709: learn: 0.4153154 test: 0.4267037 best: 0.4266984 (695) total: 1m 25s remaining: 19.9s 710: learn: 0.4153134 test: 0.4267042 best: 0.4266984 (695) total: 1m 25s remaining: 19.8s 711: learn: 0.4153131 test: 0.4267048 best: 0.4266984 (695) total: 1m 25s remaining: 19.7s 712: learn: 0.4153014 test: 0.4267030 best: 0.4266984 (695) total: 1m 26s remaining: 19.6s 713: learn: 0.4152596 test: 0.4266915 best: 0.4266915 (713) total: 1m 26s remaining: 19.4s 714: learn: 0.4152254 test: 0.4266546 best: 0.4266546 (714) total: 1m 26s remaining: 19.3s 715: learn: 0.4152239 test: 0.4266562 best: 0.4266546 (714) total: 1m 26s remaining: 19.2s 716: learn: 0.4152233 test: 0.4266568 best: 0.4266546 (714) total: 1m 26s remaining: 19.1s 717: learn: 0.4152221 test: 0.4266562 best: 0.4266546 (714) total: 1m 26s remaining: 19s 718: learn: 0.4152120 test: 0.4266516 best: 0.4266516 (718) total: 1m 26s remaining: 18.9s 719: learn: 0.4152119 test: 0.4266516 best: 0.4266516 (718) total: 1m 27s remaining: 18.8s 720: learn: 0.4152112 test: 0.4266509 best: 0.4266509 (720) total: 1m 27s remaining: 18.6s 721: learn: 0.4152106 test: 0.4266524 best: 0.4266509 (720) total: 1m 27s remaining: 18.5s 722: learn: 0.4152103 test: 0.4266529 best: 0.4266509 (720) total: 1m 27s remaining: 18.4s 723: learn: 0.4152098 test: 0.4266529 best: 0.4266509 (720) total: 1m 27s remaining: 18.3s 724: learn: 0.4152080 test: 0.4266530 best: 0.4266509 (720) total: 1m 27s remaining: 18.2s 725: learn: 0.4152021 test: 0.4266541 best: 0.4266509 (720) total: 1m 28s remaining: 18.1s 726: learn: 0.4152020 test: 0.4266546 best: 0.4266509 (720) total: 1m 28s remaining: 17.9s 727: learn: 0.4152010 test: 0.4266558 best: 0.4266509 (720) total: 1m 28s remaining: 17.8s 728: learn: 0.4152003 test: 0.4266563 best: 0.4266509 (720) total: 1m 28s remaining: 17.7s 729: learn: 0.4151619 test: 0.4266268 best: 0.4266268 (729) total: 1m 28s remaining: 17.6s 730: learn: 0.4151609 test: 0.4266283 best: 0.4266268 (729) total: 1m 28s remaining: 17.5s 731: learn: 0.4151603 test: 0.4266286 best: 0.4266268 (729) total: 1m 28s remaining: 17.4s 732: learn: 0.4151598 test: 0.4266296 best: 0.4266268 (729) total: 1m 29s remaining: 17.3s 733: learn: 0.4151591 test: 0.4266312 best: 0.4266268 (729) total: 1m 29s remaining: 17.2s 734: learn: 0.4151540 test: 0.4266253 best: 0.4266253 (734) total: 1m 29s remaining: 17.1s 735: learn: 0.4151499 test: 0.4266250 best: 0.4266250 (735) total: 1m 29s remaining: 16.9s 736: learn: 0.4151494 test: 0.4266250 best: 0.4266250 (736) total: 1m 29s remaining: 16.8s 737: learn: 0.4151488 test: 0.4266250 best: 0.4266250 (737) total: 1m 29s remaining: 16.7s 738: learn: 0.4151468 test: 0.4266258 best: 0.4266250 (737) total: 1m 30s remaining: 16.6s 739: learn: 0.4151455 test: 0.4266269 best: 0.4266250 (737) total: 1m 30s remaining: 16.5s 740: learn: 0.4151449 test: 0.4266279 best: 0.4266250 (737) total: 1m 30s remaining: 16.3s 741: learn: 0.4151443 test: 0.4266283 best: 0.4266250 (737) total: 1m 30s remaining: 16.2s 742: learn: 0.4150547 test: 0.4265501 best: 0.4265501 (742) total: 1m 30s remaining: 16.1s 743: learn: 0.4149686 test: 0.4264881 best: 0.4264881 (743) total: 1m 30s remaining: 16s 744: learn: 0.4149683 test: 0.4264874 best: 0.4264874 (744) total: 1m 30s remaining: 15.9s 745: learn: 0.4149682 test: 0.4264879 best: 0.4264874 (744) total: 1m 31s remaining: 15.8s 746: learn: 0.4149675 test: 0.4264879 best: 0.4264874 (744) total: 1m 31s remaining: 15.6s 747: learn: 0.4149672 test: 0.4264882 best: 0.4264874 (744) total: 1m 31s remaining: 15.5s 748: learn: 0.4149663 test: 0.4264898 best: 0.4264874 (744) total: 1m 31s remaining: 15.4s 749: learn: 0.4146972 test: 0.4262554 best: 0.4262554 (749) total: 1m 31s remaining: 15.3s 750: learn: 0.4146891 test: 0.4262564 best: 0.4262554 (749) total: 1m 31s remaining: 15.2s 751: learn: 0.4146888 test: 0.4262552 best: 0.4262552 (751) total: 1m 32s remaining: 15.1s 752: learn: 0.4146868 test: 0.4262544 best: 0.4262544 (752) total: 1m 32s remaining: 14.9s 753: learn: 0.4146863 test: 0.4262549 best: 0.4262544 (752) total: 1m 32s remaining: 14.8s 754: learn: 0.4146845 test: 0.4262548 best: 0.4262544 (752) total: 1m 32s remaining: 14.7s 755: learn: 0.4146842 test: 0.4262553 best: 0.4262544 (752) total: 1m 32s remaining: 14.6s 756: learn: 0.4146837 test: 0.4262569 best: 0.4262544 (752) total: 1m 32s remaining: 14.5s 757: learn: 0.4146835 test: 0.4262579 best: 0.4262544 (752) total: 1m 32s remaining: 14.3s 758: learn: 0.4146828 test: 0.4262583 best: 0.4262544 (752) total: 1m 32s remaining: 14.2s 759: learn: 0.4146825 test: 0.4262593 best: 0.4262544 (752) total: 1m 32s remaining: 14.1s 760: learn: 0.4145793 test: 0.4261610 best: 0.4261610 (760) total: 1m 33s remaining: 13.9s 761: learn: 0.4145788 test: 0.4261614 best: 0.4261610 (760) total: 1m 33s remaining: 13.8s 762: learn: 0.4145781 test: 0.4261624 best: 0.4261610 (760) total: 1m 33s remaining: 13.7s 763: learn: 0.4145774 test: 0.4261640 best: 0.4261610 (760) total: 1m 33s remaining: 13.6s 764: learn: 0.4145766 test: 0.4261656 best: 0.4261610 (760) total: 1m 33s remaining: 13.5s 765: learn: 0.4145697 test: 0.4261653 best: 0.4261610 (760) total: 1m 33s remaining: 13.4s 766: learn: 0.4145673 test: 0.4261646 best: 0.4261610 (760) total: 1m 34s remaining: 13.2s 767: learn: 0.4145669 test: 0.4261656 best: 0.4261610 (760) total: 1m 34s remaining: 13.1s 768: learn: 0.4145666 test: 0.4261648 best: 0.4261610 (760) total: 1m 34s remaining: 13s 769: learn: 0.4145659 test: 0.4261659 best: 0.4261610 (760) total: 1m 34s remaining: 12.9s 770: learn: 0.4145651 test: 0.4261675 best: 0.4261610 (760) total: 1m 34s remaining: 12.8s 771: learn: 0.4144221 test: 0.4260826 best: 0.4260826 (771) total: 1m 34s remaining: 12.6s 772: learn: 0.4144217 test: 0.4260819 best: 0.4260819 (772) total: 1m 34s remaining: 12.5s 773: learn: 0.4144215 test: 0.4260830 best: 0.4260819 (772) total: 1m 34s remaining: 12.4s 774: learn: 0.4144209 test: 0.4260840 best: 0.4260819 (772) total: 1m 34s remaining: 12.2s 775: learn: 0.4144206 test: 0.4260844 best: 0.4260819 (772) total: 1m 35s remaining: 12.1s 776: learn: 0.4144200 test: 0.4260848 best: 0.4260819 (772) total: 1m 35s remaining: 12s 777: learn: 0.4144193 test: 0.4260863 best: 0.4260819 (772) total: 1m 35s remaining: 11.9s 778: learn: 0.4144189 test: 0.4260869 best: 0.4260819 (772) total: 1m 35s remaining: 11.8s 779: learn: 0.4143023 test: 0.4259614 best: 0.4259614 (779) total: 1m 35s remaining: 11.7s 780: learn: 0.4143016 test: 0.4259624 best: 0.4259614 (779) total: 1m 35s remaining: 11.5s 781: learn: 0.4143016 test: 0.4259625 best: 0.4259614 (779) total: 1m 35s remaining: 11.4s 782: learn: 0.4142869 test: 0.4259505 best: 0.4259505 (782) total: 1m 36s remaining: 11.3s 783: learn: 0.4142868 test: 0.4259515 best: 0.4259505 (782) total: 1m 36s remaining: 11.2s 784: learn: 0.4142846 test: 0.4259525 best: 0.4259505 (782) total: 1m 36s remaining: 11s 785: learn: 0.4142432 test: 0.4259194 best: 0.4259194 (785) total: 1m 36s remaining: 10.9s 786: learn: 0.4142427 test: 0.4259210 best: 0.4259194 (785) total: 1m 36s remaining: 10.8s 787: learn: 0.4142425 test: 0.4259210 best: 0.4259194 (785) total: 1m 36s remaining: 10.7s 788: learn: 0.4142408 test: 0.4259211 best: 0.4259194 (785) total: 1m 36s remaining: 10.6s 789: learn: 0.4142407 test: 0.4259206 best: 0.4259194 (785) total: 1m 36s remaining: 10.4s 790: learn: 0.4142403 test: 0.4259210 best: 0.4259194 (785) total: 1m 37s remaining: 10.3s 791: learn: 0.4142402 test: 0.4259210 best: 0.4259194 (785) total: 1m 37s remaining: 10.2s 792: learn: 0.4141921 test: 0.4258787 best: 0.4258787 (792) total: 1m 37s remaining: 10.1s 793: learn: 0.4141906 test: 0.4258776 best: 0.4258776 (793) total: 1m 37s remaining: 9.94s 794: learn: 0.4141903 test: 0.4258779 best: 0.4258776 (793) total: 1m 37s remaining: 9.82s 795: learn: 0.4141901 test: 0.4258778 best: 0.4258776 (793) total: 1m 37s remaining: 9.7s 796: learn: 0.4141894 test: 0.4258781 best: 0.4258776 (793) total: 1m 37s remaining: 9.58s 797: learn: 0.4140238 test: 0.4257401 best: 0.4257401 (797) total: 1m 38s remaining: 9.46s 798: learn: 0.4140231 test: 0.4257403 best: 0.4257401 (797) total: 1m 38s remaining: 9.34s 799: learn: 0.4140229 test: 0.4257402 best: 0.4257401 (797) total: 1m 38s remaining: 9.22s 800: learn: 0.4140226 test: 0.4257401 best: 0.4257401 (800) total: 1m 38s remaining: 9.1s 801: learn: 0.4140225 test: 0.4257411 best: 0.4257401 (800) total: 1m 38s remaining: 8.97s 802: learn: 0.4140134 test: 0.4257367 best: 0.4257367 (802) total: 1m 38s remaining: 8.85s 803: learn: 0.4139656 test: 0.4256906 best: 0.4256906 (803) total: 1m 38s remaining: 8.73s 804: learn: 0.4139655 test: 0.4256906 best: 0.4256906 (803) total: 1m 38s remaining: 8.6s 805: learn: 0.4139650 test: 0.4256906 best: 0.4256906 (803) total: 1m 39s remaining: 8.48s 806: learn: 0.4139644 test: 0.4256906 best: 0.4256906 (803) total: 1m 39s remaining: 8.36s 807: learn: 0.4139624 test: 0.4256907 best: 0.4256906 (803) total: 1m 39s remaining: 8.24s 808: learn: 0.4139615 test: 0.4256917 best: 0.4256906 (803) total: 1m 39s remaining: 8.12s 809: learn: 0.4139596 test: 0.4256916 best: 0.4256906 (803) total: 1m 39s remaining: 7.99s 810: learn: 0.4139588 test: 0.4256930 best: 0.4256906 (803) total: 1m 39s remaining: 7.87s 811: learn: 0.4139582 test: 0.4256929 best: 0.4256906 (803) total: 1m 39s remaining: 7.75s 812: learn: 0.4139580 test: 0.4256925 best: 0.4256906 (803) total: 1m 40s remaining: 7.63s 813: learn: 0.4139573 test: 0.4256940 best: 0.4256906 (803) total: 1m 40s remaining: 7.51s 814: learn: 0.4139476 test: 0.4256915 best: 0.4256906 (803) total: 1m 40s remaining: 7.39s 815: learn: 0.4139474 test: 0.4256917 best: 0.4256906 (803) total: 1m 40s remaining: 7.27s 816: learn: 0.4139451 test: 0.4256914 best: 0.4256906 (803) total: 1m 40s remaining: 7.15s 817: learn: 0.4139434 test: 0.4256916 best: 0.4256906 (803) total: 1m 40s remaining: 7.03s 818: learn: 0.4139416 test: 0.4256914 best: 0.4256906 (803) total: 1m 41s remaining: 6.91s 819: learn: 0.4139411 test: 0.4256916 best: 0.4256906 (803) total: 1m 41s remaining: 6.79s 820: learn: 0.4139395 test: 0.4256909 best: 0.4256906 (803) total: 1m 41s remaining: 6.66s 821: learn: 0.4139330 test: 0.4256933 best: 0.4256906 (803) total: 1m 41s remaining: 6.54s 822: learn: 0.4139243 test: 0.4256904 best: 0.4256904 (822) total: 1m 41s remaining: 6.42s 823: learn: 0.4139240 test: 0.4256900 best: 0.4256900 (823) total: 1m 41s remaining: 6.3s 824: learn: 0.4139236 test: 0.4256899 best: 0.4256899 (824) total: 1m 41s remaining: 6.18s 825: learn: 0.4139214 test: 0.4256890 best: 0.4256890 (825) total: 1m 42s remaining: 6.06s 826: learn: 0.4139207 test: 0.4256890 best: 0.4256890 (826) total: 1m 42s remaining: 5.93s 827: learn: 0.4139204 test: 0.4256892 best: 0.4256890 (826) total: 1m 42s remaining: 5.81s 828: learn: 0.4139162 test: 0.4256846 best: 0.4256846 (828) total: 1m 42s remaining: 5.69s 829: learn: 0.4139159 test: 0.4256849 best: 0.4256846 (828) total: 1m 42s remaining: 5.57s 830: learn: 0.4139102 test: 0.4256854 best: 0.4256846 (828) total: 1m 42s remaining: 5.45s 831: learn: 0.4139099 test: 0.4256859 best: 0.4256846 (828) total: 1m 43s remaining: 5.33s 832: learn: 0.4139094 test: 0.4256858 best: 0.4256846 (828) total: 1m 43s remaining: 5.2s 833: learn: 0.4139090 test: 0.4256873 best: 0.4256846 (828) total: 1m 43s remaining: 5.08s 834: learn: 0.4139088 test: 0.4256876 best: 0.4256846 (828) total: 1m 43s remaining: 4.96s 835: learn: 0.4139080 test: 0.4256873 best: 0.4256846 (828) total: 1m 43s remaining: 4.83s 836: learn: 0.4139075 test: 0.4256886 best: 0.4256846 (828) total: 1m 43s remaining: 4.71s 837: learn: 0.4139072 test: 0.4256889 best: 0.4256846 (828) total: 1m 43s remaining: 4.59s 838: learn: 0.4139067 test: 0.4256888 best: 0.4256846 (828) total: 1m 44s remaining: 4.47s 839: learn: 0.4139062 test: 0.4256897 best: 0.4256846 (828) total: 1m 44s remaining: 4.34s 840: learn: 0.4139032 test: 0.4256876 best: 0.4256846 (828) total: 1m 44s remaining: 4.21s 841: learn: 0.4138986 test: 0.4256858 best: 0.4256846 (828) total: 1m 44s remaining: 4.09s 842: learn: 0.4138940 test: 0.4256827 best: 0.4256827 (842) total: 1m 44s remaining: 3.97s 843: learn: 0.4138930 test: 0.4256824 best: 0.4256824 (843) total: 1m 44s remaining: 3.85s 844: learn: 0.4138915 test: 0.4256831 best: 0.4256824 (843) total: 1m 45s remaining: 3.73s 845: learn: 0.4138912 test: 0.4256834 best: 0.4256824 (843) total: 1m 45s remaining: 3.61s 846: learn: 0.4138908 test: 0.4256835 best: 0.4256824 (843) total: 1m 45s remaining: 3.48s 847: learn: 0.4137223 test: 0.4255118 best: 0.4255118 (847) total: 1m 45s remaining: 3.36s 848: learn: 0.4137215 test: 0.4255133 best: 0.4255118 (847) total: 1m 45s remaining: 3.24s 849: learn: 0.4137195 test: 0.4255118 best: 0.4255118 (849) total: 1m 45s remaining: 3.11s 850: learn: 0.4137191 test: 0.4255132 best: 0.4255118 (849) total: 1m 46s remaining: 2.99s 851: learn: 0.4137187 test: 0.4255132 best: 0.4255118 (849) total: 1m 46s remaining: 2.87s 852: learn: 0.4137186 test: 0.4255133 best: 0.4255118 (849) total: 1m 46s remaining: 2.74s 853: learn: 0.4137179 test: 0.4255132 best: 0.4255118 (849) total: 1m 46s remaining: 2.62s 854: learn: 0.4137174 test: 0.4255131 best: 0.4255118 (849) total: 1m 46s remaining: 2.49s 855: learn: 0.4137170 test: 0.4255130 best: 0.4255118 (849) total: 1m 46s remaining: 2.37s 856: learn: 0.4137169 test: 0.4255132 best: 0.4255118 (849) total: 1m 46s remaining: 2.24s 857: learn: 0.4137169 test: 0.4255132 best: 0.4255118 (849) total: 1m 46s remaining: 2.12s 858: learn: 0.4137164 test: 0.4255141 best: 0.4255118 (849) total: 1m 46s remaining: 1.99s 859: learn: 0.4137159 test: 0.4255139 best: 0.4255118 (849) total: 1m 47s remaining: 1.87s 860: learn: 0.4137157 test: 0.4255138 best: 0.4255118 (849) total: 1m 47s remaining: 1.74s 861: learn: 0.4137153 test: 0.4255146 best: 0.4255118 (849) total: 1m 47s remaining: 1.62s 862: learn: 0.4135915 test: 0.4253954 best: 0.4253954 (862) total: 1m 47s remaining: 1.49s 863: learn: 0.4135909 test: 0.4253954 best: 0.4253954 (863) total: 1m 47s remaining: 1.37s 864: learn: 0.4135908 test: 0.4253954 best: 0.4253954 (864) total: 1m 47s remaining: 1.24s 865: learn: 0.4135903 test: 0.4253953 best: 0.4253953 (865) total: 1m 47s remaining: 1.12s 866: learn: 0.4135899 test: 0.4253955 best: 0.4253953 (865) total: 1m 47s remaining: 996ms 867: learn: 0.4135889 test: 0.4253952 best: 0.4253952 (867) total: 1m 48s remaining: 872ms 868: learn: 0.4135889 test: 0.4253951 best: 0.4253951 (868) total: 1m 48s remaining: 747ms 869: learn: 0.4135888 test: 0.4253950 best: 0.4253950 (869) total: 1m 48s remaining: 622ms 870: learn: 0.4135883 test: 0.4253964 best: 0.4253950 (869) total: 1m 48s remaining: 498ms 871: learn: 0.4135875 test: 0.4253972 best: 0.4253950 (869) total: 1m 48s remaining: 374ms 872: learn: 0.4135797 test: 0.4253967 best: 0.4253950 (869) total: 1m 48s remaining: 249ms 873: learn: 0.4135791 test: 0.4253981 best: 0.4253950 (869) total: 1m 48s remaining: 125ms 874: learn: 0.4135787 test: 0.4253990 best: 0.4253950 (869) total: 1m 48s remaining: 0us bestTest = 0.4253950268 bestIteration = 869 Shrink model to first 870 iterations. [CV] learning_rate=0.03, l2_leaf_reg=4, iterations=875, depth=8, total= 1.8min [CV] learning_rate=0.03, l2_leaf_reg=4, iterations=875, depth=8 ...... 0: learn: 4.3490140 test: 4.3438771 best: 4.3438771 (0) total: 149ms remaining: 2m 10s 1: learn: 4.2214897 test: 4.2166838 best: 4.2166838 (1) total: 312ms remaining: 2m 15s 2: learn: 4.0972557 test: 4.0928068 best: 4.0928068 (2) total: 495ms remaining: 2m 23s 3: learn: 3.9774136 test: 3.9732204 best: 3.9732204 (3) total: 650ms remaining: 2m 21s 4: learn: 3.8609809 test: 3.8569821 best: 3.8569821 (4) total: 803ms remaining: 2m 19s 5: learn: 3.7483727 test: 3.7446570 best: 3.7446570 (5) total: 953ms remaining: 2m 17s 6: learn: 3.6391858 test: 3.6357635 best: 3.6357635 (6) total: 1.08s remaining: 2m 13s 7: learn: 3.5333610 test: 3.5302595 best: 3.5302595 (7) total: 1.22s remaining: 2m 11s 8: learn: 3.4306780 test: 3.4277344 best: 3.4277344 (8) total: 1.38s remaining: 2m 12s 9: learn: 3.3310435 test: 3.3282811 best: 3.3282811 (9) total: 1.51s remaining: 2m 10s 10: learn: 3.2341956 test: 3.2316811 best: 3.2316811 (10) total: 1.65s remaining: 2m 9s 11: learn: 3.1403592 test: 3.1380712 best: 3.1380712 (11) total: 1.71s remaining: 2m 2s 12: learn: 3.0493120 test: 3.0471985 best: 3.0471985 (12) total: 1.76s remaining: 1m 56s 13: learn: 2.9610981 test: 2.9590874 best: 2.9590874 (13) total: 1.88s remaining: 1m 55s 14: learn: 2.8756779 test: 2.8739070 best: 2.8739070 (14) total: 2.03s remaining: 1m 56s 15: learn: 2.7934105 test: 2.7918393 best: 2.7918393 (15) total: 2.18s remaining: 1m 56s 16: learn: 2.7132560 test: 2.7118919 best: 2.7118919 (16) total: 2.32s remaining: 1m 57s 17: learn: 2.6358114 test: 2.6345261 best: 2.6345261 (17) total: 2.48s remaining: 1m 57s 18: learn: 2.5604217 test: 2.5593172 best: 2.5593172 (18) total: 2.52s remaining: 1m 53s 19: learn: 2.4874551 test: 2.4865146 best: 2.4865146 (19) total: 2.67s remaining: 1m 54s 20: learn: 2.4168277 test: 2.4160805 best: 2.4160805 (20) total: 2.83s remaining: 1m 54s 21: learn: 2.3480696 test: 2.3476088 best: 2.3476088 (21) total: 2.88s remaining: 1m 51s 22: learn: 2.2815613 test: 2.2813164 best: 2.2813164 (22) total: 2.92s remaining: 1m 48s 23: learn: 2.2179385 test: 2.2178255 best: 2.2178255 (23) total: 3.06s remaining: 1m 48s 24: learn: 2.1561772 test: 2.1562575 best: 2.1562575 (24) total: 3.22s remaining: 1m 49s 25: learn: 2.0959246 test: 2.0961952 best: 2.0961952 (25) total: 3.38s remaining: 1m 50s 26: learn: 2.0375866 test: 2.0380533 best: 2.0380533 (26) total: 3.53s remaining: 1m 50s 27: learn: 1.9811535 test: 1.9817833 best: 1.9817833 (27) total: 3.59s remaining: 1m 48s 28: learn: 1.9263543 test: 1.9270398 best: 1.9270398 (28) total: 3.73s remaining: 1m 48s 29: learn: 1.8738220 test: 1.8747174 best: 1.8747174 (29) total: 3.89s remaining: 1m 49s 30: learn: 1.8228547 test: 1.8237777 best: 1.8237777 (30) total: 3.99s remaining: 1m 48s 31: learn: 1.7731378 test: 1.7743340 best: 1.7743340 (31) total: 4.11s remaining: 1m 48s 32: learn: 1.7250987 test: 1.7264848 best: 1.7264848 (32) total: 4.26s remaining: 1m 48s 33: learn: 1.6786547 test: 1.6801584 best: 1.6801584 (33) total: 4.42s remaining: 1m 49s 34: learn: 1.6334026 test: 1.6350993 best: 1.6350993 (34) total: 4.57s remaining: 1m 49s 35: learn: 1.5897471 test: 1.5915790 best: 1.5915790 (35) total: 4.74s remaining: 1m 50s 36: learn: 1.5476720 test: 1.5496661 best: 1.5496661 (36) total: 4.79s remaining: 1m 48s 37: learn: 1.5070688 test: 1.5092348 best: 1.5092348 (37) total: 4.89s remaining: 1m 47s 38: learn: 1.4676806 test: 1.4700359 best: 1.4700359 (38) total: 4.95s remaining: 1m 46s 39: learn: 1.4294791 test: 1.4320146 best: 1.4320146 (39) total: 5.08s remaining: 1m 46s 40: learn: 1.3929621 test: 1.3956539 best: 1.3956539 (40) total: 5.11s remaining: 1m 44s 41: learn: 1.3574645 test: 1.3602536 best: 1.3602536 (41) total: 5.26s remaining: 1m 44s 42: learn: 1.3232143 test: 1.3261660 best: 1.3261660 (42) total: 5.3s remaining: 1m 42s 43: learn: 1.2900679 test: 1.2931882 best: 1.2931882 (43) total: 5.44s remaining: 1m 42s 44: learn: 1.2577969 test: 1.2611119 best: 1.2611119 (44) total: 5.58s remaining: 1m 43s 45: learn: 1.2268041 test: 1.2302683 best: 1.2302683 (45) total: 5.74s remaining: 1m 43s 46: learn: 1.1969091 test: 1.2004971 best: 1.2004971 (46) total: 5.9s remaining: 1m 43s 47: learn: 1.1683209 test: 1.1720469 best: 1.1720469 (47) total: 6.05s remaining: 1m 44s 48: learn: 1.1405655 test: 1.1444116 best: 1.1444116 (48) total: 6.19s remaining: 1m 44s 49: learn: 1.1137263 test: 1.1177164 best: 1.1177164 (49) total: 6.34s remaining: 1m 44s 50: learn: 1.0875759 test: 1.0917678 best: 1.0917678 (50) total: 6.49s remaining: 1m 44s 51: learn: 1.0625962 test: 1.0669739 best: 1.0669739 (51) total: 6.55s remaining: 1m 43s 52: learn: 1.0383964 test: 1.0429474 best: 1.0429474 (52) total: 6.68s remaining: 1m 43s 53: learn: 1.0152227 test: 1.0198883 best: 1.0198883 (53) total: 6.8s remaining: 1m 43s 54: learn: 0.9925800 test: 0.9973773 best: 0.9973773 (54) total: 6.96s remaining: 1m 43s 55: learn: 0.9710746 test: 0.9760235 best: 0.9760235 (55) total: 7.15s remaining: 1m 44s 56: learn: 0.9503435 test: 0.9554652 best: 0.9554652 (56) total: 7.3s remaining: 1m 44s 57: learn: 0.9305514 test: 0.9358118 best: 0.9358118 (57) total: 7.35s remaining: 1m 43s 58: learn: 0.9113522 test: 0.9167141 best: 0.9167141 (58) total: 7.49s remaining: 1m 43s 59: learn: 0.8927544 test: 0.8982553 best: 0.8982553 (59) total: 7.57s remaining: 1m 42s 60: learn: 0.8748922 test: 0.8805039 best: 0.8805039 (60) total: 7.73s remaining: 1m 43s 61: learn: 0.8578485 test: 0.8635391 best: 0.8635391 (61) total: 7.79s remaining: 1m 42s 62: learn: 0.8415422 test: 0.8473866 best: 0.8473866 (62) total: 7.84s remaining: 1m 41s 63: learn: 0.8257193 test: 0.8316978 best: 0.8316978 (63) total: 8s remaining: 1m 41s 64: learn: 0.8103381 test: 0.8164835 best: 0.8164835 (64) total: 8.15s remaining: 1m 41s 65: learn: 0.7956657 test: 0.8019142 best: 0.8019142 (65) total: 8.27s remaining: 1m 41s 66: learn: 0.7817300 test: 0.7880311 best: 0.7880311 (66) total: 8.35s remaining: 1m 40s 67: learn: 0.7685926 test: 0.7749947 best: 0.7749947 (67) total: 8.39s remaining: 1m 39s 68: learn: 0.7560250 test: 0.7625115 best: 0.7625115 (68) total: 8.41s remaining: 1m 38s 69: learn: 0.7438039 test: 0.7503983 best: 0.7503983 (69) total: 8.47s remaining: 1m 37s 70: learn: 0.7316614 test: 0.7383833 best: 0.7383833 (70) total: 8.61s remaining: 1m 37s 71: learn: 0.7202328 test: 0.7271238 best: 0.7271238 (71) total: 8.75s remaining: 1m 37s 72: learn: 0.7095919 test: 0.7165751 best: 0.7165751 (72) total: 8.79s remaining: 1m 36s 73: learn: 0.6992404 test: 0.7063372 best: 0.7063372 (73) total: 8.93s remaining: 1m 36s 74: learn: 0.6878513 test: 0.6949685 best: 0.6949685 (74) total: 9.09s remaining: 1m 36s 75: learn: 0.6775324 test: 0.6847854 best: 0.6847854 (75) total: 9.17s remaining: 1m 36s 76: learn: 0.6678382 test: 0.6751267 best: 0.6751267 (76) total: 9.31s remaining: 1m 36s 77: learn: 0.6579368 test: 0.6653958 best: 0.6653958 (77) total: 9.47s remaining: 1m 36s 78: learn: 0.6485029 test: 0.6560102 best: 0.6560102 (78) total: 9.58s remaining: 1m 36s 79: learn: 0.6400331 test: 0.6475724 best: 0.6475724 (79) total: 9.61s remaining: 1m 35s 80: learn: 0.6314579 test: 0.6391212 best: 0.6391212 (80) total: 9.74s remaining: 1m 35s 81: learn: 0.6231296 test: 0.6307899 best: 0.6307899 (81) total: 9.84s remaining: 1m 35s 82: learn: 0.6150062 test: 0.6226689 best: 0.6226689 (82) total: 9.97s remaining: 1m 35s 83: learn: 0.6075783 test: 0.6154018 best: 0.6154018 (83) total: 10.1s remaining: 1m 35s 84: learn: 0.6003633 test: 0.6081453 best: 0.6081453 (84) total: 10.3s remaining: 1m 35s 85: learn: 0.5935362 test: 0.6014686 best: 0.6014686 (85) total: 10.4s remaining: 1m 35s 86: learn: 0.5869477 test: 0.5949674 best: 0.5949674 (86) total: 10.5s remaining: 1m 35s 87: learn: 0.5805879 test: 0.5886180 best: 0.5886180 (87) total: 10.7s remaining: 1m 36s 88: learn: 0.5746118 test: 0.5826363 best: 0.5826363 (88) total: 10.9s remaining: 1m 36s 89: learn: 0.5690040 test: 0.5770134 best: 0.5770134 (89) total: 10.9s remaining: 1m 35s 90: learn: 0.5635225 test: 0.5715133 best: 0.5715133 (90) total: 11.1s remaining: 1m 35s 91: learn: 0.5583384 test: 0.5662987 best: 0.5662987 (91) total: 11.2s remaining: 1m 35s 92: learn: 0.5538090 test: 0.5617805 best: 0.5617805 (92) total: 11.2s remaining: 1m 34s 93: learn: 0.5487877 test: 0.5569485 best: 0.5569485 (93) total: 11.4s remaining: 1m 34s 94: learn: 0.5444213 test: 0.5525958 best: 0.5525958 (94) total: 11.5s remaining: 1m 34s 95: learn: 0.5401033 test: 0.5483620 best: 0.5483620 (95) total: 11.6s remaining: 1m 33s 96: learn: 0.5359560 test: 0.5441938 best: 0.5441938 (96) total: 11.7s remaining: 1m 33s 97: learn: 0.5318578 test: 0.5401468 best: 0.5401468 (97) total: 11.9s remaining: 1m 34s 98: learn: 0.5279620 test: 0.5363043 best: 0.5363043 (98) total: 12s remaining: 1m 34s 99: learn: 0.5245195 test: 0.5329643 best: 0.5329643 (99) total: 12.1s remaining: 1m 33s 100: learn: 0.5209765 test: 0.5295271 best: 0.5295271 (100) total: 12.2s remaining: 1m 33s 101: learn: 0.5176080 test: 0.5261570 best: 0.5261570 (101) total: 12.4s remaining: 1m 33s 102: learn: 0.5143333 test: 0.5230013 best: 0.5230013 (102) total: 12.5s remaining: 1m 33s 103: learn: 0.5114160 test: 0.5201391 best: 0.5201391 (103) total: 12.6s remaining: 1m 33s 104: learn: 0.5083578 test: 0.5171985 best: 0.5171985 (104) total: 12.8s remaining: 1m 33s 105: learn: 0.5055720 test: 0.5143640 best: 0.5143640 (105) total: 12.9s remaining: 1m 33s 106: learn: 0.5028588 test: 0.5116212 best: 0.5116212 (106) total: 13s remaining: 1m 33s 107: learn: 0.5007511 test: 0.5095269 best: 0.5095269 (107) total: 13.1s remaining: 1m 32s 108: learn: 0.4981653 test: 0.5071256 best: 0.5071256 (108) total: 13.2s remaining: 1m 32s 109: learn: 0.4958811 test: 0.5048352 best: 0.5048352 (109) total: 13.3s remaining: 1m 32s 110: learn: 0.4934020 test: 0.5023952 best: 0.5023952 (110) total: 13.5s remaining: 1m 32s 111: learn: 0.4910285 test: 0.5001356 best: 0.5001356 (111) total: 13.7s remaining: 1m 32s 112: learn: 0.4889047 test: 0.4981023 best: 0.4981023 (112) total: 13.8s remaining: 1m 33s 113: learn: 0.4869736 test: 0.4962007 best: 0.4962007 (113) total: 14s remaining: 1m 33s 114: learn: 0.4852053 test: 0.4944734 best: 0.4944734 (114) total: 14.1s remaining: 1m 33s 115: learn: 0.4833415 test: 0.4926307 best: 0.4926307 (115) total: 14.2s remaining: 1m 33s 116: learn: 0.4814749 test: 0.4908058 best: 0.4908058 (116) total: 14.4s remaining: 1m 33s 117: learn: 0.4800066 test: 0.4893161 best: 0.4893161 (117) total: 14.5s remaining: 1m 32s 118: learn: 0.4782166 test: 0.4875662 best: 0.4875662 (118) total: 14.6s remaining: 1m 32s 119: learn: 0.4764083 test: 0.4858045 best: 0.4858045 (119) total: 14.8s remaining: 1m 32s 120: learn: 0.4749486 test: 0.4844191 best: 0.4844191 (120) total: 14.9s remaining: 1m 32s 121: learn: 0.4737897 test: 0.4832907 best: 0.4832907 (121) total: 15s remaining: 1m 32s 122: learn: 0.4725088 test: 0.4819836 best: 0.4819836 (122) total: 15.1s remaining: 1m 32s 123: learn: 0.4714200 test: 0.4808410 best: 0.4808410 (123) total: 15.3s remaining: 1m 32s 124: learn: 0.4703703 test: 0.4797851 best: 0.4797851 (124) total: 15.4s remaining: 1m 32s 125: learn: 0.4692229 test: 0.4787130 best: 0.4787130 (125) total: 15.5s remaining: 1m 32s 126: learn: 0.4677937 test: 0.4775053 best: 0.4775053 (126) total: 15.7s remaining: 1m 32s 127: learn: 0.4662737 test: 0.4760108 best: 0.4760108 (127) total: 15.9s remaining: 1m 32s 128: learn: 0.4652649 test: 0.4750466 best: 0.4750466 (128) total: 16s remaining: 1m 32s 129: learn: 0.4643949 test: 0.4741740 best: 0.4741740 (129) total: 16.1s remaining: 1m 32s 130: learn: 0.4633854 test: 0.4732023 best: 0.4732023 (130) total: 16.3s remaining: 1m 32s 131: learn: 0.4626908 test: 0.4725372 best: 0.4725372 (131) total: 16.4s remaining: 1m 32s 132: learn: 0.4617039 test: 0.4716084 best: 0.4716084 (132) total: 16.5s remaining: 1m 32s 133: learn: 0.4609486 test: 0.4708530 best: 0.4708530 (133) total: 16.7s remaining: 1m 32s 134: learn: 0.4599675 test: 0.4698888 best: 0.4698888 (134) total: 16.8s remaining: 1m 32s 135: learn: 0.4591199 test: 0.4691324 best: 0.4691324 (135) total: 17s remaining: 1m 32s 136: learn: 0.4581233 test: 0.4681326 best: 0.4681326 (136) total: 17.1s remaining: 1m 32s 137: learn: 0.4571052 test: 0.4671658 best: 0.4671658 (137) total: 17.3s remaining: 1m 32s 138: learn: 0.4564574 test: 0.4665186 best: 0.4665186 (138) total: 17.5s remaining: 1m 32s 139: learn: 0.4560434 test: 0.4661071 best: 0.4661071 (139) total: 17.5s remaining: 1m 32s 140: learn: 0.4556529 test: 0.4657180 best: 0.4657180 (140) total: 17.6s remaining: 1m 31s 141: learn: 0.4547975 test: 0.4648748 best: 0.4648748 (141) total: 17.7s remaining: 1m 31s 142: learn: 0.4538983 test: 0.4641194 best: 0.4641194 (142) total: 17.9s remaining: 1m 31s 143: learn: 0.4531506 test: 0.4632843 best: 0.4632843 (143) total: 18s remaining: 1m 31s 144: learn: 0.4525373 test: 0.4626770 best: 0.4626770 (144) total: 18.2s remaining: 1m 31s 145: learn: 0.4519566 test: 0.4621504 best: 0.4621504 (145) total: 18.3s remaining: 1m 31s 146: learn: 0.4515343 test: 0.4617395 best: 0.4617395 (146) total: 18.5s remaining: 1m 31s 147: learn: 0.4509734 test: 0.4611757 best: 0.4611757 (147) total: 18.7s remaining: 1m 31s 148: learn: 0.4500879 test: 0.4604921 best: 0.4604921 (148) total: 18.8s remaining: 1m 31s 149: learn: 0.4495642 test: 0.4600105 best: 0.4600105 (149) total: 19s remaining: 1m 31s 150: learn: 0.4491914 test: 0.4596854 best: 0.4596854 (150) total: 19s remaining: 1m 31s 151: learn: 0.4485483 test: 0.4592018 best: 0.4592018 (151) total: 19.2s remaining: 1m 31s 152: learn: 0.4479884 test: 0.4585907 best: 0.4585907 (152) total: 19.3s remaining: 1m 31s 153: learn: 0.4475626 test: 0.4582425 best: 0.4582425 (153) total: 19.5s remaining: 1m 31s 154: learn: 0.4471116 test: 0.4579053 best: 0.4579053 (154) total: 19.6s remaining: 1m 31s 155: learn: 0.4467912 test: 0.4575894 best: 0.4575894 (155) total: 19.8s remaining: 1m 31s 156: learn: 0.4463706 test: 0.4572080 best: 0.4572080 (156) total: 19.9s remaining: 1m 31s 157: learn: 0.4456318 test: 0.4566096 best: 0.4566096 (157) total: 20.1s remaining: 1m 31s 158: learn: 0.4452777 test: 0.4563231 best: 0.4563231 (158) total: 20.2s remaining: 1m 30s 159: learn: 0.4448381 test: 0.4559364 best: 0.4559364 (159) total: 20.3s remaining: 1m 30s 160: learn: 0.4445482 test: 0.4556748 best: 0.4556748 (160) total: 20.5s remaining: 1m 30s 161: learn: 0.4441512 test: 0.4552958 best: 0.4552958 (161) total: 20.6s remaining: 1m 30s 162: learn: 0.4438750 test: 0.4550558 best: 0.4550558 (162) total: 20.8s remaining: 1m 30s 163: learn: 0.4435378 test: 0.4547826 best: 0.4547826 (163) total: 20.9s remaining: 1m 30s 164: learn: 0.4429773 test: 0.4542029 best: 0.4542029 (164) total: 21.1s remaining: 1m 30s 165: learn: 0.4427183 test: 0.4539939 best: 0.4539939 (165) total: 21.2s remaining: 1m 30s 166: learn: 0.4423330 test: 0.4537080 best: 0.4537080 (166) total: 21.4s remaining: 1m 30s 167: learn: 0.4419162 test: 0.4533320 best: 0.4533320 (167) total: 21.5s remaining: 1m 30s 168: learn: 0.4414813 test: 0.4529738 best: 0.4529738 (168) total: 21.7s remaining: 1m 30s 169: learn: 0.4413799 test: 0.4528737 best: 0.4528737 (169) total: 21.7s remaining: 1m 30s 170: learn: 0.4411206 test: 0.4526519 best: 0.4526519 (170) total: 21.9s remaining: 1m 30s 171: learn: 0.4408463 test: 0.4524127 best: 0.4524127 (171) total: 22s remaining: 1m 29s 172: learn: 0.4406998 test: 0.4522807 best: 0.4522807 (172) total: 22.1s remaining: 1m 29s 173: learn: 0.4403358 test: 0.4519067 best: 0.4519067 (173) total: 22.2s remaining: 1m 29s 174: learn: 0.4401249 test: 0.4517043 best: 0.4517043 (174) total: 22.3s remaining: 1m 29s 175: learn: 0.4399626 test: 0.4515519 best: 0.4515519 (175) total: 22.4s remaining: 1m 29s 176: learn: 0.4392737 test: 0.4509439 best: 0.4509439 (176) total: 22.6s remaining: 1m 29s 177: learn: 0.4389949 test: 0.4507442 best: 0.4507442 (177) total: 22.8s remaining: 1m 29s 178: learn: 0.4385097 test: 0.4502952 best: 0.4502952 (178) total: 22.9s remaining: 1m 29s 179: learn: 0.4379810 test: 0.4497854 best: 0.4497854 (179) total: 23.1s remaining: 1m 29s 180: learn: 0.4375363 test: 0.4494187 best: 0.4494187 (180) total: 23.2s remaining: 1m 29s 181: learn: 0.4371987 test: 0.4491129 best: 0.4491129 (181) total: 23.4s remaining: 1m 29s 182: learn: 0.4369853 test: 0.4489163 best: 0.4489163 (182) total: 23.5s remaining: 1m 28s 183: learn: 0.4364513 test: 0.4484573 best: 0.4484573 (183) total: 23.6s remaining: 1m 28s 184: learn: 0.4363202 test: 0.4483202 best: 0.4483202 (184) total: 23.8s remaining: 1m 28s 185: learn: 0.4358330 test: 0.4478517 best: 0.4478517 (185) total: 23.9s remaining: 1m 28s 186: learn: 0.4354645 test: 0.4475770 best: 0.4475770 (186) total: 24.1s remaining: 1m 28s 187: learn: 0.4353486 test: 0.4474701 best: 0.4474701 (187) total: 24.2s remaining: 1m 28s 188: learn: 0.4352183 test: 0.4473877 best: 0.4473877 (188) total: 24.4s remaining: 1m 28s 189: learn: 0.4349337 test: 0.4471251 best: 0.4471251 (189) total: 24.5s remaining: 1m 28s 190: learn: 0.4348307 test: 0.4470570 best: 0.4470570 (190) total: 24.7s remaining: 1m 28s 191: learn: 0.4345838 test: 0.4469025 best: 0.4469025 (191) total: 24.8s remaining: 1m 28s 192: learn: 0.4343741 test: 0.4467437 best: 0.4467437 (192) total: 24.9s remaining: 1m 28s 193: learn: 0.4341876 test: 0.4465810 best: 0.4465810 (193) total: 25.1s remaining: 1m 28s 194: learn: 0.4340756 test: 0.4465020 best: 0.4465020 (194) total: 25.2s remaining: 1m 27s 195: learn: 0.4336138 test: 0.4460975 best: 0.4460975 (195) total: 25.4s remaining: 1m 27s 196: learn: 0.4334562 test: 0.4459959 best: 0.4459959 (196) total: 25.5s remaining: 1m 27s 197: learn: 0.4331973 test: 0.4458421 best: 0.4458421 (197) total: 25.7s remaining: 1m 27s 198: learn: 0.4330812 test: 0.4457343 best: 0.4457343 (198) total: 25.8s remaining: 1m 27s 199: learn: 0.4330183 test: 0.4456867 best: 0.4456867 (199) total: 25.9s remaining: 1m 27s 200: learn: 0.4328536 test: 0.4455381 best: 0.4455381 (200) total: 26s remaining: 1m 27s 201: learn: 0.4324209 test: 0.4450873 best: 0.4450873 (201) total: 26.1s remaining: 1m 27s 202: learn: 0.4318475 test: 0.4445337 best: 0.4445337 (202) total: 26.3s remaining: 1m 26s 203: learn: 0.4315581 test: 0.4442082 best: 0.4442082 (203) total: 26.5s remaining: 1m 27s 204: learn: 0.4310343 test: 0.4437457 best: 0.4437457 (204) total: 26.7s remaining: 1m 27s 205: learn: 0.4310020 test: 0.4437178 best: 0.4437178 (205) total: 26.7s remaining: 1m 26s 206: learn: 0.4309524 test: 0.4436843 best: 0.4436843 (206) total: 26.9s remaining: 1m 26s 207: learn: 0.4309046 test: 0.4436361 best: 0.4436361 (207) total: 27s remaining: 1m 26s 208: learn: 0.4308517 test: 0.4435898 best: 0.4435898 (208) total: 27.1s remaining: 1m 26s 209: learn: 0.4306163 test: 0.4434267 best: 0.4434267 (209) total: 27.3s remaining: 1m 26s 210: learn: 0.4304830 test: 0.4433255 best: 0.4433255 (210) total: 27.4s remaining: 1m 26s 211: learn: 0.4302790 test: 0.4431145 best: 0.4431145 (211) total: 27.6s remaining: 1m 26s 212: learn: 0.4302660 test: 0.4431053 best: 0.4431053 (212) total: 27.6s remaining: 1m 25s 213: learn: 0.4302211 test: 0.4430605 best: 0.4430605 (213) total: 27.7s remaining: 1m 25s 214: learn: 0.4298717 test: 0.4428113 best: 0.4428113 (214) total: 27.9s remaining: 1m 25s 215: learn: 0.4297941 test: 0.4427458 best: 0.4427458 (215) total: 28s remaining: 1m 25s 216: learn: 0.4296488 test: 0.4426878 best: 0.4426878 (216) total: 28.1s remaining: 1m 25s 217: learn: 0.4296318 test: 0.4426738 best: 0.4426738 (217) total: 28.1s remaining: 1m 24s 218: learn: 0.4295582 test: 0.4426161 best: 0.4426161 (218) total: 28.3s remaining: 1m 24s 219: learn: 0.4295459 test: 0.4426035 best: 0.4426035 (219) total: 28.3s remaining: 1m 24s 220: learn: 0.4292353 test: 0.4423678 best: 0.4423678 (220) total: 28.5s remaining: 1m 24s 221: learn: 0.4291843 test: 0.4423328 best: 0.4423328 (221) total: 28.6s remaining: 1m 24s 222: learn: 0.4289931 test: 0.4422030 best: 0.4422030 (222) total: 28.8s remaining: 1m 24s 223: learn: 0.4288798 test: 0.4421153 best: 0.4421153 (223) total: 28.9s remaining: 1m 24s 224: learn: 0.4288509 test: 0.4420990 best: 0.4420990 (224) total: 29s remaining: 1m 23s 225: learn: 0.4287704 test: 0.4420411 best: 0.4420411 (225) total: 29.2s remaining: 1m 23s 226: learn: 0.4286051 test: 0.4419248 best: 0.4419248 (226) total: 29.3s remaining: 1m 23s 227: learn: 0.4284780 test: 0.4418407 best: 0.4418407 (227) total: 29.4s remaining: 1m 23s 228: learn: 0.4284695 test: 0.4418346 best: 0.4418346 (228) total: 29.4s remaining: 1m 22s 229: learn: 0.4284548 test: 0.4418282 best: 0.4418282 (229) total: 29.4s remaining: 1m 22s 230: learn: 0.4281104 test: 0.4415727 best: 0.4415727 (230) total: 29.6s remaining: 1m 22s 231: learn: 0.4280776 test: 0.4415588 best: 0.4415588 (231) total: 29.7s remaining: 1m 22s 232: learn: 0.4280682 test: 0.4415474 best: 0.4415474 (232) total: 29.8s remaining: 1m 22s 233: learn: 0.4278940 test: 0.4414061 best: 0.4414061 (233) total: 30s remaining: 1m 22s 234: learn: 0.4276294 test: 0.4411642 best: 0.4411642 (234) total: 30.1s remaining: 1m 22s 235: learn: 0.4276194 test: 0.4411537 best: 0.4411537 (235) total: 30.2s remaining: 1m 21s 236: learn: 0.4274132 test: 0.4409632 best: 0.4409632 (236) total: 30.3s remaining: 1m 21s 237: learn: 0.4272555 test: 0.4408110 best: 0.4408110 (237) total: 30.4s remaining: 1m 21s 238: learn: 0.4272535 test: 0.4408079 best: 0.4408079 (238) total: 30.5s remaining: 1m 21s 239: learn: 0.4272448 test: 0.4408064 best: 0.4408064 (239) total: 30.6s remaining: 1m 21s 240: learn: 0.4271400 test: 0.4407227 best: 0.4407227 (240) total: 30.8s remaining: 1m 20s 241: learn: 0.4271292 test: 0.4407105 best: 0.4407105 (241) total: 30.8s remaining: 1m 20s 242: learn: 0.4270524 test: 0.4406374 best: 0.4406374 (242) total: 30.9s remaining: 1m 20s 243: learn: 0.4267855 test: 0.4403600 best: 0.4403600 (243) total: 31.1s remaining: 1m 20s 244: learn: 0.4267632 test: 0.4403386 best: 0.4403386 (244) total: 31.1s remaining: 1m 20s 245: learn: 0.4265414 test: 0.4401480 best: 0.4401480 (245) total: 31.3s remaining: 1m 20s 246: learn: 0.4265361 test: 0.4401417 best: 0.4401417 (246) total: 31.3s remaining: 1m 19s 247: learn: 0.4265140 test: 0.4401204 best: 0.4401204 (247) total: 31.4s remaining: 1m 19s 248: learn: 0.4264713 test: 0.4401025 best: 0.4401025 (248) total: 31.5s remaining: 1m 19s 249: learn: 0.4264405 test: 0.4400833 best: 0.4400833 (249) total: 31.7s remaining: 1m 19s 250: learn: 0.4264299 test: 0.4400773 best: 0.4400773 (250) total: 31.7s remaining: 1m 18s 251: learn: 0.4264278 test: 0.4400750 best: 0.4400750 (251) total: 31.8s remaining: 1m 18s 252: learn: 0.4264191 test: 0.4400616 best: 0.4400616 (252) total: 31.8s remaining: 1m 18s 253: learn: 0.4263527 test: 0.4400194 best: 0.4400194 (253) total: 32s remaining: 1m 18s 254: learn: 0.4263268 test: 0.4400091 best: 0.4400091 (254) total: 32s remaining: 1m 17s 255: learn: 0.4263178 test: 0.4400028 best: 0.4400028 (255) total: 32.1s remaining: 1m 17s 256: learn: 0.4262192 test: 0.4399051 best: 0.4399051 (256) total: 32.3s remaining: 1m 17s 257: learn: 0.4261857 test: 0.4398794 best: 0.4398794 (257) total: 32.4s remaining: 1m 17s 258: learn: 0.4261671 test: 0.4398777 best: 0.4398777 (258) total: 32.5s remaining: 1m 17s 259: learn: 0.4261545 test: 0.4398677 best: 0.4398677 (259) total: 32.6s remaining: 1m 17s 260: learn: 0.4261383 test: 0.4398569 best: 0.4398569 (260) total: 32.6s remaining: 1m 16s 261: learn: 0.4260175 test: 0.4397525 best: 0.4397525 (261) total: 32.8s remaining: 1m 16s 262: learn: 0.4259754 test: 0.4397222 best: 0.4397222 (262) total: 32.9s remaining: 1m 16s 263: learn: 0.4259575 test: 0.4397058 best: 0.4397058 (263) total: 33s remaining: 1m 16s 264: learn: 0.4259413 test: 0.4397057 best: 0.4397057 (264) total: 33s remaining: 1m 16s 265: learn: 0.4259399 test: 0.4397047 best: 0.4397047 (265) total: 33.1s remaining: 1m 15s 266: learn: 0.4257462 test: 0.4395116 best: 0.4395116 (266) total: 33.2s remaining: 1m 15s 267: learn: 0.4254395 test: 0.4392085 best: 0.4392085 (267) total: 33.4s remaining: 1m 15s 268: learn: 0.4254242 test: 0.4391965 best: 0.4391965 (268) total: 33.4s remaining: 1m 15s 269: learn: 0.4254189 test: 0.4391910 best: 0.4391910 (269) total: 33.5s remaining: 1m 15s 270: learn: 0.4254185 test: 0.4391901 best: 0.4391901 (270) total: 33.5s remaining: 1m 14s 271: learn: 0.4254182 test: 0.4391893 best: 0.4391893 (271) total: 33.5s remaining: 1m 14s 272: learn: 0.4254180 test: 0.4391892 best: 0.4391892 (272) total: 33.5s remaining: 1m 13s 273: learn: 0.4254163 test: 0.4391866 best: 0.4391866 (273) total: 33.6s remaining: 1m 13s 274: learn: 0.4253745 test: 0.4391655 best: 0.4391655 (274) total: 33.7s remaining: 1m 13s 275: learn: 0.4252689 test: 0.4390820 best: 0.4390820 (275) total: 33.9s remaining: 1m 13s 276: learn: 0.4252652 test: 0.4390780 best: 0.4390780 (276) total: 33.9s remaining: 1m 13s 277: learn: 0.4251099 test: 0.4389628 best: 0.4389628 (277) total: 34s remaining: 1m 13s 278: learn: 0.4249419 test: 0.4388315 best: 0.4388315 (278) total: 34.2s remaining: 1m 13s 279: learn: 0.4249348 test: 0.4388203 best: 0.4388203 (279) total: 34.2s remaining: 1m 12s 280: learn: 0.4249340 test: 0.4388203 best: 0.4388203 (279) total: 34.3s remaining: 1m 12s 281: learn: 0.4249225 test: 0.4388124 best: 0.4388124 (281) total: 34.3s remaining: 1m 12s 282: learn: 0.4249209 test: 0.4388121 best: 0.4388121 (282) total: 34.4s remaining: 1m 11s 283: learn: 0.4249207 test: 0.4388116 best: 0.4388116 (283) total: 34.4s remaining: 1m 11s 284: learn: 0.4249149 test: 0.4388044 best: 0.4388044 (284) total: 34.4s remaining: 1m 11s 285: learn: 0.4246603 test: 0.4385227 best: 0.4385227 (285) total: 34.6s remaining: 1m 11s 286: learn: 0.4246598 test: 0.4385231 best: 0.4385227 (285) total: 34.6s remaining: 1m 10s 287: learn: 0.4246295 test: 0.4385062 best: 0.4385062 (287) total: 34.7s remaining: 1m 10s 288: learn: 0.4246125 test: 0.4384903 best: 0.4384903 (288) total: 34.9s remaining: 1m 10s 289: learn: 0.4246022 test: 0.4384847 best: 0.4384847 (289) total: 35s remaining: 1m 10s 290: learn: 0.4245928 test: 0.4384789 best: 0.4384789 (290) total: 35s remaining: 1m 10s 291: learn: 0.4245853 test: 0.4384689 best: 0.4384689 (291) total: 35.1s remaining: 1m 9s 292: learn: 0.4245812 test: 0.4384689 best: 0.4384689 (291) total: 35.1s remaining: 1m 9s 293: learn: 0.4244446 test: 0.4383723 best: 0.4383723 (293) total: 35.2s remaining: 1m 9s 294: learn: 0.4243923 test: 0.4383383 best: 0.4383383 (294) total: 35.4s remaining: 1m 9s 295: learn: 0.4243840 test: 0.4383248 best: 0.4383248 (295) total: 35.4s remaining: 1m 9s 296: learn: 0.4243441 test: 0.4382913 best: 0.4382913 (296) total: 35.5s remaining: 1m 9s 297: learn: 0.4241591 test: 0.4381656 best: 0.4381656 (297) total: 35.6s remaining: 1m 8s 298: learn: 0.4241316 test: 0.4381455 best: 0.4381455 (298) total: 35.6s remaining: 1m 8s 299: learn: 0.4241249 test: 0.4381409 best: 0.4381409 (299) total: 35.7s remaining: 1m 8s 300: learn: 0.4241246 test: 0.4381409 best: 0.4381409 (299) total: 35.7s remaining: 1m 8s 301: learn: 0.4241200 test: 0.4381379 best: 0.4381379 (301) total: 35.7s remaining: 1m 7s 302: learn: 0.4241195 test: 0.4381376 best: 0.4381376 (302) total: 35.7s remaining: 1m 7s 303: learn: 0.4241050 test: 0.4381285 best: 0.4381285 (303) total: 35.8s remaining: 1m 7s 304: learn: 0.4238212 test: 0.4378889 best: 0.4378889 (304) total: 35.9s remaining: 1m 7s 305: learn: 0.4238201 test: 0.4378902 best: 0.4378889 (304) total: 36s remaining: 1m 6s 306: learn: 0.4238171 test: 0.4378857 best: 0.4378857 (306) total: 36s remaining: 1m 6s 307: learn: 0.4238168 test: 0.4378854 best: 0.4378854 (307) total: 36s remaining: 1m 6s 308: learn: 0.4238168 test: 0.4378854 best: 0.4378854 (307) total: 36.1s remaining: 1m 6s 309: learn: 0.4238164 test: 0.4378852 best: 0.4378852 (309) total: 36.1s remaining: 1m 5s 310: learn: 0.4238161 test: 0.4378852 best: 0.4378852 (309) total: 36.1s remaining: 1m 5s 311: learn: 0.4238141 test: 0.4378843 best: 0.4378843 (311) total: 36.1s remaining: 1m 5s 312: learn: 0.4237839 test: 0.4378593 best: 0.4378593 (312) total: 36.3s remaining: 1m 5s 313: learn: 0.4237783 test: 0.4378562 best: 0.4378562 (313) total: 36.3s remaining: 1m 4s 314: learn: 0.4237736 test: 0.4378520 best: 0.4378520 (314) total: 36.3s remaining: 1m 4s 315: learn: 0.4237670 test: 0.4378491 best: 0.4378491 (315) total: 36.4s remaining: 1m 4s 316: learn: 0.4237670 test: 0.4378489 best: 0.4378489 (316) total: 36.4s remaining: 1m 4s 317: learn: 0.4237455 test: 0.4378295 best: 0.4378295 (317) total: 36.5s remaining: 1m 3s 318: learn: 0.4235906 test: 0.4377612 best: 0.4377612 (318) total: 36.6s remaining: 1m 3s 319: learn: 0.4235887 test: 0.4377606 best: 0.4377606 (319) total: 36.7s remaining: 1m 3s 320: learn: 0.4235817 test: 0.4377583 best: 0.4377583 (320) total: 36.7s remaining: 1m 3s 321: learn: 0.4235814 test: 0.4377583 best: 0.4377583 (320) total: 36.8s remaining: 1m 3s 322: learn: 0.4235780 test: 0.4377578 best: 0.4377578 (322) total: 36.8s remaining: 1m 2s 323: learn: 0.4235780 test: 0.4377578 best: 0.4377578 (322) total: 36.8s remaining: 1m 2s 324: learn: 0.4235780 test: 0.4377579 best: 0.4377578 (322) total: 36.8s remaining: 1m 2s 325: learn: 0.4235779 test: 0.4377582 best: 0.4377578 (322) total: 36.9s remaining: 1m 2s 326: learn: 0.4234382 test: 0.4376556 best: 0.4376556 (326) total: 37s remaining: 1m 2s 327: learn: 0.4233565 test: 0.4376471 best: 0.4376471 (327) total: 37.2s remaining: 1m 2s 328: learn: 0.4233564 test: 0.4376474 best: 0.4376471 (327) total: 37.2s remaining: 1m 1s 329: learn: 0.4231789 test: 0.4374701 best: 0.4374701 (329) total: 37.4s remaining: 1m 1s 330: learn: 0.4231773 test: 0.4374699 best: 0.4374699 (330) total: 37.4s remaining: 1m 1s 331: learn: 0.4231732 test: 0.4374688 best: 0.4374688 (331) total: 37.4s remaining: 1m 1s 332: learn: 0.4230060 test: 0.4373369 best: 0.4373369 (332) total: 37.6s remaining: 1m 1s 333: learn: 0.4230022 test: 0.4373352 best: 0.4373352 (333) total: 37.6s remaining: 1m 334: learn: 0.4230022 test: 0.4373352 best: 0.4373352 (333) total: 37.6s remaining: 1m 335: learn: 0.4229907 test: 0.4373306 best: 0.4373306 (335) total: 37.7s remaining: 1m 336: learn: 0.4229907 test: 0.4373306 best: 0.4373306 (335) total: 37.8s remaining: 1m 337: learn: 0.4229862 test: 0.4373308 best: 0.4373306 (335) total: 37.8s remaining: 1m 338: learn: 0.4226890 test: 0.4371093 best: 0.4371093 (338) total: 38s remaining: 1m 339: learn: 0.4225696 test: 0.4370109 best: 0.4370109 (339) total: 38.1s remaining: 59.9s 340: learn: 0.4225696 test: 0.4370109 best: 0.4370109 (339) total: 38.1s remaining: 59.7s 341: learn: 0.4225696 test: 0.4370109 best: 0.4370109 (339) total: 38.1s remaining: 59.4s 342: learn: 0.4225627 test: 0.4370086 best: 0.4370086 (342) total: 38.2s remaining: 59.2s 343: learn: 0.4225626 test: 0.4370089 best: 0.4370086 (342) total: 38.2s remaining: 59s 344: learn: 0.4224561 test: 0.4369041 best: 0.4369041 (344) total: 38.3s remaining: 58.9s 345: learn: 0.4224252 test: 0.4368760 best: 0.4368760 (345) total: 38.5s remaining: 58.9s 346: learn: 0.4224230 test: 0.4368760 best: 0.4368760 (346) total: 38.6s remaining: 58.7s 347: learn: 0.4224226 test: 0.4368760 best: 0.4368760 (346) total: 38.6s remaining: 58.5s 348: learn: 0.4224226 test: 0.4368762 best: 0.4368760 (346) total: 38.6s remaining: 58.2s 349: learn: 0.4224221 test: 0.4368762 best: 0.4368760 (346) total: 38.7s remaining: 58s 350: learn: 0.4224213 test: 0.4368756 best: 0.4368756 (350) total: 38.7s remaining: 57.8s 351: learn: 0.4224193 test: 0.4368750 best: 0.4368750 (351) total: 38.9s remaining: 57.7s 352: learn: 0.4224039 test: 0.4368624 best: 0.4368624 (352) total: 39s remaining: 57.6s 353: learn: 0.4224036 test: 0.4368624 best: 0.4368624 (352) total: 39s remaining: 57.4s 354: learn: 0.4224001 test: 0.4368615 best: 0.4368615 (354) total: 39s remaining: 57.2s 355: learn: 0.4223824 test: 0.4368600 best: 0.4368600 (355) total: 39.1s remaining: 57s 356: learn: 0.4223824 test: 0.4368600 best: 0.4368600 (355) total: 39.1s remaining: 56.7s 357: learn: 0.4223824 test: 0.4368602 best: 0.4368600 (355) total: 39.1s remaining: 56.5s 358: learn: 0.4223824 test: 0.4368603 best: 0.4368600 (355) total: 39.2s remaining: 56.3s 359: learn: 0.4220182 test: 0.4365642 best: 0.4365642 (359) total: 39.3s remaining: 56.2s 360: learn: 0.4220182 test: 0.4365642 best: 0.4365642 (359) total: 39.3s remaining: 56s 361: learn: 0.4220147 test: 0.4365609 best: 0.4365609 (361) total: 39.3s remaining: 55.8s 362: learn: 0.4220131 test: 0.4365605 best: 0.4365605 (362) total: 39.4s remaining: 55.5s 363: learn: 0.4220131 test: 0.4365602 best: 0.4365602 (363) total: 39.4s remaining: 55.3s 364: learn: 0.4220071 test: 0.4365543 best: 0.4365543 (364) total: 39.4s remaining: 55.1s 365: learn: 0.4218285 test: 0.4364369 best: 0.4364369 (365) total: 39.6s remaining: 55.1s 366: learn: 0.4213823 test: 0.4360512 best: 0.4360512 (366) total: 39.8s remaining: 55s 367: learn: 0.4213652 test: 0.4360412 best: 0.4360412 (367) total: 39.9s remaining: 55s 368: learn: 0.4213592 test: 0.4360365 best: 0.4360365 (368) total: 39.9s remaining: 54.8s 369: learn: 0.4212422 test: 0.4359378 best: 0.4359378 (369) total: 40.1s remaining: 54.7s 370: learn: 0.4209099 test: 0.4356633 best: 0.4356633 (370) total: 40.2s remaining: 54.6s 371: learn: 0.4207054 test: 0.4355419 best: 0.4355419 (371) total: 40.3s remaining: 54.6s 372: learn: 0.4206722 test: 0.4355258 best: 0.4355258 (372) total: 40.5s remaining: 54.5s 373: learn: 0.4206202 test: 0.4354745 best: 0.4354745 (373) total: 40.6s remaining: 54.4s 374: learn: 0.4205931 test: 0.4354701 best: 0.4354701 (374) total: 40.8s remaining: 54.4s 375: learn: 0.4205893 test: 0.4354712 best: 0.4354701 (374) total: 40.8s remaining: 54.2s 376: learn: 0.4205890 test: 0.4354712 best: 0.4354701 (374) total: 40.9s remaining: 54s 377: learn: 0.4202132 test: 0.4351690 best: 0.4351690 (377) total: 41s remaining: 53.9s 378: learn: 0.4201342 test: 0.4351190 best: 0.4351190 (378) total: 41.2s remaining: 53.9s 379: learn: 0.4199773 test: 0.4350726 best: 0.4350726 (379) total: 41.3s remaining: 53.8s 380: learn: 0.4199595 test: 0.4350677 best: 0.4350677 (380) total: 41.5s remaining: 53.8s 381: learn: 0.4199558 test: 0.4350646 best: 0.4350646 (381) total: 41.6s remaining: 53.7s 382: learn: 0.4199088 test: 0.4350460 best: 0.4350460 (382) total: 41.8s remaining: 53.7s 383: learn: 0.4199085 test: 0.4350458 best: 0.4350458 (383) total: 41.8s remaining: 53.5s 384: learn: 0.4196079 test: 0.4348410 best: 0.4348410 (384) total: 42s remaining: 53.4s 385: learn: 0.4195943 test: 0.4348410 best: 0.4348410 (384) total: 42.1s remaining: 53.3s 386: learn: 0.4195877 test: 0.4348392 best: 0.4348392 (386) total: 42.1s remaining: 53.1s 387: learn: 0.4195875 test: 0.4348391 best: 0.4348391 (387) total: 42.2s remaining: 52.9s 388: learn: 0.4193851 test: 0.4346966 best: 0.4346966 (388) total: 42.3s remaining: 52.8s 389: learn: 0.4193690 test: 0.4346919 best: 0.4346919 (389) total: 42.4s remaining: 52.8s 390: learn: 0.4189331 test: 0.4342450 best: 0.4342450 (390) total: 42.6s remaining: 52.7s 391: learn: 0.4189197 test: 0.4342350 best: 0.4342350 (391) total: 42.7s remaining: 52.6s 392: learn: 0.4189144 test: 0.4342332 best: 0.4342332 (392) total: 42.8s remaining: 52.5s 393: learn: 0.4189117 test: 0.4342326 best: 0.4342326 (393) total: 42.9s remaining: 52.4s 394: learn: 0.4189051 test: 0.4342303 best: 0.4342303 (394) total: 43s remaining: 52.2s 395: learn: 0.4189024 test: 0.4342293 best: 0.4342293 (395) total: 43.1s remaining: 52.1s 396: learn: 0.4188613 test: 0.4342050 best: 0.4342050 (396) total: 43.2s remaining: 52.1s 397: learn: 0.4186679 test: 0.4340633 best: 0.4340633 (397) total: 43.5s remaining: 52.1s 398: learn: 0.4186534 test: 0.4340605 best: 0.4340605 (398) total: 43.6s remaining: 52s 399: learn: 0.4186463 test: 0.4340606 best: 0.4340605 (398) total: 43.7s remaining: 51.9s 400: learn: 0.4186420 test: 0.4340592 best: 0.4340592 (400) total: 43.8s remaining: 51.8s 401: learn: 0.4186406 test: 0.4340593 best: 0.4340592 (400) total: 43.9s remaining: 51.6s 402: learn: 0.4184872 test: 0.4339093 best: 0.4339093 (402) total: 44s remaining: 51.5s 403: learn: 0.4184800 test: 0.4339012 best: 0.4339012 (403) total: 44.1s remaining: 51.4s 404: learn: 0.4184797 test: 0.4339012 best: 0.4339012 (403) total: 44.1s remaining: 51.2s 405: learn: 0.4184754 test: 0.4338963 best: 0.4338963 (405) total: 44.2s remaining: 51s 406: learn: 0.4182236 test: 0.4336471 best: 0.4336471 (406) total: 44.3s remaining: 51s 407: learn: 0.4182121 test: 0.4336445 best: 0.4336445 (407) total: 44.4s remaining: 50.8s 408: learn: 0.4182121 test: 0.4336445 best: 0.4336445 (407) total: 44.4s remaining: 50.6s 409: learn: 0.4182104 test: 0.4336440 best: 0.4336440 (409) total: 44.5s remaining: 50.4s 410: learn: 0.4182009 test: 0.4336404 best: 0.4336404 (410) total: 44.6s remaining: 50.3s 411: learn: 0.4181992 test: 0.4336400 best: 0.4336400 (411) total: 44.6s remaining: 50.1s 412: learn: 0.4181970 test: 0.4336386 best: 0.4336386 (412) total: 44.7s remaining: 50s 413: learn: 0.4181967 test: 0.4336386 best: 0.4336386 (412) total: 44.7s remaining: 49.8s 414: learn: 0.4181925 test: 0.4336361 best: 0.4336361 (414) total: 44.9s remaining: 49.7s 415: learn: 0.4181866 test: 0.4336360 best: 0.4336360 (415) total: 44.9s remaining: 49.6s 416: learn: 0.4181847 test: 0.4336374 best: 0.4336360 (415) total: 45s remaining: 49.5s 417: learn: 0.4181847 test: 0.4336374 best: 0.4336360 (415) total: 45.1s remaining: 49.3s 418: learn: 0.4181766 test: 0.4336349 best: 0.4336349 (418) total: 45.2s remaining: 49.2s 419: learn: 0.4181766 test: 0.4336346 best: 0.4336346 (419) total: 45.3s remaining: 49s 420: learn: 0.4181750 test: 0.4336343 best: 0.4336343 (420) total: 45.3s remaining: 48.9s 421: learn: 0.4181542 test: 0.4336212 best: 0.4336212 (421) total: 45.5s remaining: 48.8s 422: learn: 0.4180474 test: 0.4335510 best: 0.4335510 (422) total: 45.6s remaining: 48.7s 423: learn: 0.4180406 test: 0.4335487 best: 0.4335487 (423) total: 45.8s remaining: 48.7s 424: learn: 0.4180362 test: 0.4335477 best: 0.4335477 (424) total: 45.8s remaining: 48.5s 425: learn: 0.4177952 test: 0.4333094 best: 0.4333094 (425) total: 46s remaining: 48.5s 426: learn: 0.4177942 test: 0.4333094 best: 0.4333094 (425) total: 46.1s remaining: 48.3s 427: learn: 0.4177942 test: 0.4333094 best: 0.4333094 (425) total: 46.1s remaining: 48.2s 428: learn: 0.4177855 test: 0.4333089 best: 0.4333089 (428) total: 46.3s remaining: 48.1s 429: learn: 0.4177841 test: 0.4333087 best: 0.4333087 (429) total: 46.3s remaining: 47.9s 430: learn: 0.4177792 test: 0.4333078 best: 0.4333078 (430) total: 46.4s remaining: 47.8s 431: learn: 0.4177631 test: 0.4333054 best: 0.4333054 (431) total: 46.5s remaining: 47.7s 432: learn: 0.4177630 test: 0.4333048 best: 0.4333048 (432) total: 46.6s remaining: 47.5s 433: learn: 0.4177629 test: 0.4333044 best: 0.4333044 (433) total: 46.6s remaining: 47.4s 434: learn: 0.4177603 test: 0.4333023 best: 0.4333023 (434) total: 46.8s remaining: 47.3s 435: learn: 0.4177495 test: 0.4333023 best: 0.4333023 (434) total: 46.8s remaining: 47.1s 436: learn: 0.4176352 test: 0.4332146 best: 0.4332146 (436) total: 47s remaining: 47.1s 437: learn: 0.4173779 test: 0.4330100 best: 0.4330100 (437) total: 47.1s remaining: 47s 438: learn: 0.4173777 test: 0.4330100 best: 0.4330100 (437) total: 47.2s remaining: 46.8s 439: learn: 0.4173764 test: 0.4330099 best: 0.4330099 (439) total: 47.2s remaining: 46.6s 440: learn: 0.4173743 test: 0.4330098 best: 0.4330098 (440) total: 47.2s remaining: 46.5s 441: learn: 0.4173469 test: 0.4329899 best: 0.4329899 (441) total: 47.4s remaining: 46.4s 442: learn: 0.4173398 test: 0.4329897 best: 0.4329897 (442) total: 47.5s remaining: 46.4s 443: learn: 0.4173106 test: 0.4329614 best: 0.4329614 (443) total: 47.7s remaining: 46.3s 444: learn: 0.4169895 test: 0.4327080 best: 0.4327080 (444) total: 47.9s remaining: 46.2s 445: learn: 0.4169875 test: 0.4327095 best: 0.4327080 (444) total: 48s remaining: 46.2s 446: learn: 0.4168221 test: 0.4325537 best: 0.4325537 (446) total: 48.2s remaining: 46.1s 447: learn: 0.4168207 test: 0.4325553 best: 0.4325537 (446) total: 48.2s remaining: 46s 448: learn: 0.4165772 test: 0.4323126 best: 0.4323126 (448) total: 48.4s remaining: 45.9s 449: learn: 0.4165677 test: 0.4323195 best: 0.4323126 (448) total: 48.5s remaining: 45.8s 450: learn: 0.4165657 test: 0.4323193 best: 0.4323126 (448) total: 48.6s remaining: 45.7s 451: learn: 0.4165592 test: 0.4323174 best: 0.4323126 (448) total: 48.7s remaining: 45.6s 452: learn: 0.4165414 test: 0.4323036 best: 0.4323036 (452) total: 48.9s remaining: 45.5s 453: learn: 0.4165390 test: 0.4323039 best: 0.4323036 (452) total: 48.9s remaining: 45.4s 454: learn: 0.4165390 test: 0.4323034 best: 0.4323034 (454) total: 49s remaining: 45.2s 455: learn: 0.4165266 test: 0.4323021 best: 0.4323021 (455) total: 49.1s remaining: 45.1s 456: learn: 0.4164912 test: 0.4322861 best: 0.4322861 (456) total: 49.3s remaining: 45.1s 457: learn: 0.4164872 test: 0.4322860 best: 0.4322860 (457) total: 49.4s remaining: 45s 458: learn: 0.4164863 test: 0.4322863 best: 0.4322860 (457) total: 49.5s remaining: 44.8s 459: learn: 0.4164855 test: 0.4322866 best: 0.4322860 (457) total: 49.5s remaining: 44.7s 460: learn: 0.4163245 test: 0.4321813 best: 0.4321813 (460) total: 49.6s remaining: 44.6s 461: learn: 0.4163237 test: 0.4321816 best: 0.4321813 (460) total: 49.7s remaining: 44.4s 462: learn: 0.4163201 test: 0.4321807 best: 0.4321807 (462) total: 49.8s remaining: 44.3s 463: learn: 0.4162330 test: 0.4321131 best: 0.4321131 (463) total: 50s remaining: 44.3s 464: learn: 0.4161081 test: 0.4319916 best: 0.4319916 (464) total: 50.1s remaining: 44.2s 465: learn: 0.4161010 test: 0.4319900 best: 0.4319900 (465) total: 50.3s remaining: 44.1s 466: learn: 0.4160828 test: 0.4319756 best: 0.4319756 (466) total: 50.4s remaining: 44s 467: learn: 0.4160787 test: 0.4319736 best: 0.4319736 (467) total: 50.5s remaining: 43.9s 468: learn: 0.4160723 test: 0.4319693 best: 0.4319693 (468) total: 50.7s remaining: 43.9s 469: learn: 0.4160723 test: 0.4319693 best: 0.4319693 (468) total: 50.7s remaining: 43.7s 470: learn: 0.4157927 test: 0.4317515 best: 0.4317515 (470) total: 50.9s remaining: 43.6s 471: learn: 0.4157919 test: 0.4317514 best: 0.4317514 (471) total: 51s remaining: 43.6s 472: learn: 0.4157883 test: 0.4317515 best: 0.4317514 (471) total: 51.2s remaining: 43.5s 473: learn: 0.4157853 test: 0.4317514 best: 0.4317514 (471) total: 51.3s remaining: 43.4s 474: learn: 0.4157662 test: 0.4317520 best: 0.4317514 (471) total: 51.4s remaining: 43.3s 475: learn: 0.4157610 test: 0.4317503 best: 0.4317503 (475) total: 51.6s remaining: 43.2s 476: learn: 0.4157601 test: 0.4317500 best: 0.4317500 (476) total: 51.7s remaining: 43.2s 477: learn: 0.4155463 test: 0.4315922 best: 0.4315922 (477) total: 51.9s remaining: 43.1s 478: learn: 0.4155459 test: 0.4315922 best: 0.4315922 (478) total: 52s remaining: 43s 479: learn: 0.4155425 test: 0.4315943 best: 0.4315922 (478) total: 52.1s remaining: 42.9s 480: learn: 0.4155389 test: 0.4315967 best: 0.4315922 (478) total: 52.3s remaining: 42.8s 481: learn: 0.4155387 test: 0.4315967 best: 0.4315922 (478) total: 52.3s remaining: 42.7s 482: learn: 0.4155380 test: 0.4315970 best: 0.4315922 (478) total: 52.4s remaining: 42.5s 483: learn: 0.4154849 test: 0.4315485 best: 0.4315485 (483) total: 52.5s remaining: 42.4s 484: learn: 0.4154841 test: 0.4315477 best: 0.4315477 (484) total: 52.6s remaining: 42.3s 485: learn: 0.4154837 test: 0.4315474 best: 0.4315474 (485) total: 52.7s remaining: 42.2s 486: learn: 0.4154755 test: 0.4315495 best: 0.4315474 (485) total: 52.9s remaining: 42.2s 487: learn: 0.4154748 test: 0.4315498 best: 0.4315474 (485) total: 53s remaining: 42s 488: learn: 0.4154747 test: 0.4315490 best: 0.4315474 (485) total: 53s remaining: 41.8s 489: learn: 0.4154647 test: 0.4315452 best: 0.4315452 (489) total: 53.1s remaining: 41.7s 490: learn: 0.4152359 test: 0.4313690 best: 0.4313690 (490) total: 53.3s remaining: 41.7s 491: learn: 0.4151195 test: 0.4313147 best: 0.4313147 (491) total: 53.4s remaining: 41.6s 492: learn: 0.4151110 test: 0.4313088 best: 0.4313088 (492) total: 53.6s remaining: 41.5s 493: learn: 0.4150029 test: 0.4312515 best: 0.4312515 (493) total: 53.7s remaining: 41.4s 494: learn: 0.4149970 test: 0.4312522 best: 0.4312515 (493) total: 53.9s remaining: 41.4s 495: learn: 0.4149196 test: 0.4311950 best: 0.4311950 (495) total: 54s remaining: 41.3s 496: learn: 0.4149162 test: 0.4311941 best: 0.4311941 (496) total: 54.1s remaining: 41.2s 497: learn: 0.4149063 test: 0.4311950 best: 0.4311941 (496) total: 54.3s remaining: 41.1s 498: learn: 0.4149042 test: 0.4311958 best: 0.4311941 (496) total: 54.3s remaining: 40.9s 499: learn: 0.4148909 test: 0.4311884 best: 0.4311884 (499) total: 54.5s remaining: 40.8s 500: learn: 0.4148905 test: 0.4311884 best: 0.4311884 (499) total: 54.6s remaining: 40.8s 501: learn: 0.4148718 test: 0.4311843 best: 0.4311843 (501) total: 54.7s remaining: 40.7s 502: learn: 0.4148713 test: 0.4311847 best: 0.4311843 (501) total: 54.8s remaining: 40.5s 503: learn: 0.4148631 test: 0.4311731 best: 0.4311731 (503) total: 54.9s remaining: 40.4s 504: learn: 0.4148522 test: 0.4311709 best: 0.4311709 (504) total: 55s remaining: 40.3s 505: learn: 0.4148415 test: 0.4311680 best: 0.4311680 (505) total: 55.2s remaining: 40.2s 506: learn: 0.4148338 test: 0.4311645 best: 0.4311645 (506) total: 55.4s remaining: 40.2s 507: learn: 0.4148333 test: 0.4311650 best: 0.4311645 (506) total: 55.4s remaining: 40s 508: learn: 0.4148328 test: 0.4311655 best: 0.4311645 (506) total: 55.5s remaining: 39.9s 509: learn: 0.4148309 test: 0.4311675 best: 0.4311645 (506) total: 55.6s remaining: 39.8s 510: learn: 0.4148253 test: 0.4311635 best: 0.4311635 (510) total: 55.8s remaining: 39.7s 511: learn: 0.4148220 test: 0.4311635 best: 0.4311635 (511) total: 55.8s remaining: 39.6s 512: learn: 0.4148218 test: 0.4311635 best: 0.4311635 (511) total: 55.9s remaining: 39.5s 513: learn: 0.4148115 test: 0.4311632 best: 0.4311632 (513) total: 56.1s remaining: 39.4s 514: learn: 0.4148034 test: 0.4311642 best: 0.4311632 (513) total: 56.2s remaining: 39.3s 515: learn: 0.4148016 test: 0.4311641 best: 0.4311632 (513) total: 56.4s remaining: 39.2s 516: learn: 0.4147983 test: 0.4311641 best: 0.4311632 (513) total: 56.4s remaining: 39.1s 517: learn: 0.4147967 test: 0.4311656 best: 0.4311632 (513) total: 56.5s remaining: 39s 518: learn: 0.4147870 test: 0.4311637 best: 0.4311632 (513) total: 56.7s remaining: 38.9s 519: learn: 0.4147868 test: 0.4311638 best: 0.4311632 (513) total: 56.8s remaining: 38.8s 520: learn: 0.4147677 test: 0.4311499 best: 0.4311499 (520) total: 56.9s remaining: 38.7s 521: learn: 0.4147648 test: 0.4311485 best: 0.4311485 (521) total: 57.1s remaining: 38.6s 522: learn: 0.4147473 test: 0.4311465 best: 0.4311465 (522) total: 57.2s remaining: 38.5s 523: learn: 0.4147375 test: 0.4311442 best: 0.4311442 (523) total: 57.4s remaining: 38.4s 524: learn: 0.4147246 test: 0.4311365 best: 0.4311365 (524) total: 57.5s remaining: 38.3s 525: learn: 0.4147245 test: 0.4311364 best: 0.4311364 (525) total: 57.7s remaining: 38.3s 526: learn: 0.4147167 test: 0.4311226 best: 0.4311226 (526) total: 57.8s remaining: 38.2s 527: learn: 0.4147157 test: 0.4311229 best: 0.4311226 (526) total: 58s remaining: 38.1s 528: learn: 0.4147146 test: 0.4311244 best: 0.4311226 (526) total: 58.1s remaining: 38s 529: learn: 0.4146833 test: 0.4311063 best: 0.4311063 (529) total: 58.2s remaining: 37.9s 530: learn: 0.4146705 test: 0.4311014 best: 0.4311014 (530) total: 58.4s remaining: 37.8s 531: learn: 0.4146697 test: 0.4311019 best: 0.4311014 (530) total: 58.5s remaining: 37.7s 532: learn: 0.4146693 test: 0.4311019 best: 0.4311014 (530) total: 58.6s remaining: 37.6s 533: learn: 0.4146592 test: 0.4310924 best: 0.4310924 (533) total: 58.8s remaining: 37.5s 534: learn: 0.4146441 test: 0.4310928 best: 0.4310924 (533) total: 58.9s remaining: 37.4s 535: learn: 0.4146393 test: 0.4310946 best: 0.4310924 (533) total: 59.1s remaining: 37.4s 536: learn: 0.4144049 test: 0.4308448 best: 0.4308448 (536) total: 59.3s remaining: 37.3s 537: learn: 0.4144026 test: 0.4308458 best: 0.4308448 (536) total: 59.5s remaining: 37.3s 538: learn: 0.4143969 test: 0.4308433 best: 0.4308433 (538) total: 59.7s remaining: 37.2s 539: learn: 0.4143914 test: 0.4308420 best: 0.4308420 (539) total: 59.8s remaining: 37.1s 540: learn: 0.4143905 test: 0.4308421 best: 0.4308420 (539) total: 60s remaining: 37s 541: learn: 0.4143901 test: 0.4308420 best: 0.4308420 (539) total: 1m remaining: 36.9s 542: learn: 0.4143901 test: 0.4308420 best: 0.4308420 (539) total: 1m remaining: 36.8s 543: learn: 0.4143893 test: 0.4308437 best: 0.4308420 (539) total: 1m remaining: 36.7s 544: learn: 0.4143841 test: 0.4308433 best: 0.4308420 (539) total: 1m remaining: 36.6s 545: learn: 0.4143499 test: 0.4308317 best: 0.4308317 (545) total: 1m remaining: 36.5s 546: learn: 0.4143421 test: 0.4308250 best: 0.4308250 (546) total: 1m remaining: 36.4s 547: learn: 0.4143225 test: 0.4308099 best: 0.4308099 (547) total: 1m remaining: 36.3s 548: learn: 0.4142693 test: 0.4307777 best: 0.4307777 (548) total: 1m remaining: 36.2s 549: learn: 0.4142686 test: 0.4307783 best: 0.4307777 (548) total: 1m 1s remaining: 36.1s 550: learn: 0.4142685 test: 0.4307783 best: 0.4307777 (548) total: 1m 1s remaining: 35.9s 551: learn: 0.4142680 test: 0.4307797 best: 0.4307777 (548) total: 1m 1s remaining: 35.8s 552: learn: 0.4142528 test: 0.4307799 best: 0.4307777 (548) total: 1m 1s remaining: 35.7s 553: learn: 0.4142509 test: 0.4307774 best: 0.4307774 (553) total: 1m 1s remaining: 35.6s 554: learn: 0.4142506 test: 0.4307774 best: 0.4307774 (553) total: 1m 1s remaining: 35.5s 555: learn: 0.4142290 test: 0.4307624 best: 0.4307624 (555) total: 1m 1s remaining: 35.5s 556: learn: 0.4142283 test: 0.4307639 best: 0.4307624 (555) total: 1m 1s remaining: 35.4s 557: learn: 0.4141144 test: 0.4306840 best: 0.4306840 (557) total: 1m 2s remaining: 35.3s 558: learn: 0.4139459 test: 0.4305102 best: 0.4305102 (558) total: 1m 2s remaining: 35.2s 559: learn: 0.4139403 test: 0.4305067 best: 0.4305067 (559) total: 1m 2s remaining: 35.1s 560: learn: 0.4139308 test: 0.4305066 best: 0.4305066 (560) total: 1m 2s remaining: 35s 561: learn: 0.4139302 test: 0.4305079 best: 0.4305066 (560) total: 1m 2s remaining: 34.9s 562: learn: 0.4139298 test: 0.4305085 best: 0.4305066 (560) total: 1m 2s remaining: 34.7s 563: learn: 0.4139188 test: 0.4305061 best: 0.4305061 (563) total: 1m 2s remaining: 34.7s 564: learn: 0.4139183 test: 0.4305075 best: 0.4305061 (563) total: 1m 2s remaining: 34.5s 565: learn: 0.4138352 test: 0.4304502 best: 0.4304502 (565) total: 1m 3s remaining: 34.4s 566: learn: 0.4138348 test: 0.4304516 best: 0.4304502 (565) total: 1m 3s remaining: 34.3s 567: learn: 0.4138313 test: 0.4304487 best: 0.4304487 (567) total: 1m 3s remaining: 34.2s 568: learn: 0.4138309 test: 0.4304492 best: 0.4304487 (567) total: 1m 3s remaining: 34s 569: learn: 0.4138303 test: 0.4304498 best: 0.4304487 (567) total: 1m 3s remaining: 33.9s 570: learn: 0.4138300 test: 0.4304503 best: 0.4304487 (567) total: 1m 3s remaining: 33.7s 571: learn: 0.4138294 test: 0.4304517 best: 0.4304487 (567) total: 1m 3s remaining: 33.6s 572: learn: 0.4138259 test: 0.4304497 best: 0.4304487 (567) total: 1m 3s remaining: 33.6s 573: learn: 0.4138234 test: 0.4304506 best: 0.4304487 (567) total: 1m 3s remaining: 33.5s 574: learn: 0.4138132 test: 0.4304530 best: 0.4304487 (567) total: 1m 3s remaining: 33.4s 575: learn: 0.4138091 test: 0.4304527 best: 0.4304487 (567) total: 1m 4s remaining: 33.3s 576: learn: 0.4138023 test: 0.4304518 best: 0.4304487 (567) total: 1m 4s remaining: 33.2s 577: learn: 0.4138013 test: 0.4304518 best: 0.4304487 (567) total: 1m 4s remaining: 33.1s 578: learn: 0.4137990 test: 0.4304518 best: 0.4304487 (567) total: 1m 4s remaining: 33s 579: learn: 0.4137986 test: 0.4304523 best: 0.4304487 (567) total: 1m 4s remaining: 32.8s 580: learn: 0.4137981 test: 0.4304538 best: 0.4304487 (567) total: 1m 4s remaining: 32.7s 581: learn: 0.4136498 test: 0.4303334 best: 0.4303334 (581) total: 1m 4s remaining: 32.6s 582: learn: 0.4136492 test: 0.4303339 best: 0.4303334 (581) total: 1m 4s remaining: 32.5s 583: learn: 0.4136441 test: 0.4303301 best: 0.4303301 (583) total: 1m 4s remaining: 32.4s 584: learn: 0.4136439 test: 0.4303302 best: 0.4303301 (583) total: 1m 5s remaining: 32.2s 585: learn: 0.4136380 test: 0.4303302 best: 0.4303301 (583) total: 1m 5s remaining: 32.1s 586: learn: 0.4136377 test: 0.4303303 best: 0.4303301 (583) total: 1m 5s remaining: 32s 587: learn: 0.4136371 test: 0.4303303 best: 0.4303301 (583) total: 1m 5s remaining: 31.9s 588: learn: 0.4136335 test: 0.4303288 best: 0.4303288 (588) total: 1m 5s remaining: 31.8s 589: learn: 0.4135252 test: 0.4302547 best: 0.4302547 (589) total: 1m 5s remaining: 31.7s 590: learn: 0.4135249 test: 0.4302547 best: 0.4302547 (589) total: 1m 5s remaining: 31.6s 591: learn: 0.4135243 test: 0.4302552 best: 0.4302547 (589) total: 1m 5s remaining: 31.5s 592: learn: 0.4135078 test: 0.4302507 best: 0.4302507 (592) total: 1m 5s remaining: 31.4s 593: learn: 0.4133039 test: 0.4300933 best: 0.4300933 (593) total: 1m 6s remaining: 31.3s 594: learn: 0.4133024 test: 0.4300932 best: 0.4300932 (594) total: 1m 6s remaining: 31.2s 595: learn: 0.4133002 test: 0.4300931 best: 0.4300931 (595) total: 1m 6s remaining: 31.1s 596: learn: 0.4132921 test: 0.4300948 best: 0.4300931 (595) total: 1m 6s remaining: 31s 597: learn: 0.4132915 test: 0.4300953 best: 0.4300931 (595) total: 1m 6s remaining: 30.9s 598: learn: 0.4132896 test: 0.4300951 best: 0.4300931 (595) total: 1m 6s remaining: 30.8s 599: learn: 0.4132891 test: 0.4300957 best: 0.4300931 (595) total: 1m 7s remaining: 30.7s 600: learn: 0.4132886 test: 0.4300962 best: 0.4300931 (595) total: 1m 7s remaining: 30.6s 601: learn: 0.4130787 test: 0.4299037 best: 0.4299037 (601) total: 1m 7s remaining: 30.5s 602: learn: 0.4130110 test: 0.4298473 best: 0.4298473 (602) total: 1m 7s remaining: 30.4s 603: learn: 0.4130105 test: 0.4298486 best: 0.4298473 (602) total: 1m 7s remaining: 30.3s 604: learn: 0.4130104 test: 0.4298487 best: 0.4298473 (602) total: 1m 7s remaining: 30.2s 605: learn: 0.4130069 test: 0.4298463 best: 0.4298463 (605) total: 1m 7s remaining: 30.1s 606: learn: 0.4129959 test: 0.4298471 best: 0.4298463 (605) total: 1m 7s remaining: 30s 607: learn: 0.4129883 test: 0.4298457 best: 0.4298457 (607) total: 1m 8s remaining: 29.9s 608: learn: 0.4129879 test: 0.4298462 best: 0.4298457 (607) total: 1m 8s remaining: 29.8s 609: learn: 0.4129857 test: 0.4298462 best: 0.4298457 (607) total: 1m 8s remaining: 29.7s 610: learn: 0.4129856 test: 0.4298462 best: 0.4298457 (607) total: 1m 8s remaining: 29.6s 611: learn: 0.4128208 test: 0.4297655 best: 0.4297655 (611) total: 1m 8s remaining: 29.5s 612: learn: 0.4128206 test: 0.4297661 best: 0.4297655 (611) total: 1m 8s remaining: 29.4s 613: learn: 0.4128158 test: 0.4297595 best: 0.4297595 (613) total: 1m 8s remaining: 29.3s 614: learn: 0.4128132 test: 0.4297603 best: 0.4297595 (613) total: 1m 9s remaining: 29.2s 615: learn: 0.4128125 test: 0.4297619 best: 0.4297595 (613) total: 1m 9s remaining: 29.1s 616: learn: 0.4128121 test: 0.4297624 best: 0.4297595 (613) total: 1m 9s remaining: 29s 617: learn: 0.4128043 test: 0.4297599 best: 0.4297595 (613) total: 1m 9s remaining: 28.9s 618: learn: 0.4128039 test: 0.4297604 best: 0.4297595 (613) total: 1m 9s remaining: 28.7s 619: learn: 0.4127961 test: 0.4297610 best: 0.4297595 (613) total: 1m 9s remaining: 28.6s 620: learn: 0.4127948 test: 0.4297623 best: 0.4297595 (613) total: 1m 9s remaining: 28.5s 621: learn: 0.4127934 test: 0.4297623 best: 0.4297595 (613) total: 1m 9s remaining: 28.4s 622: learn: 0.4127916 test: 0.4297631 best: 0.4297595 (613) total: 1m 10s remaining: 28.3s 623: learn: 0.4126073 test: 0.4296277 best: 0.4296277 (623) total: 1m 10s remaining: 28.3s 624: learn: 0.4125681 test: 0.4296002 best: 0.4296002 (624) total: 1m 10s remaining: 28.2s 625: learn: 0.4125676 test: 0.4296007 best: 0.4296002 (624) total: 1m 10s remaining: 28.1s 626: learn: 0.4125668 test: 0.4295996 best: 0.4295996 (626) total: 1m 10s remaining: 28s 627: learn: 0.4125666 test: 0.4295996 best: 0.4295996 (627) total: 1m 10s remaining: 27.8s 628: learn: 0.4125571 test: 0.4295944 best: 0.4295944 (628) total: 1m 10s remaining: 27.7s 629: learn: 0.4125566 test: 0.4295957 best: 0.4295944 (628) total: 1m 11s remaining: 27.6s 630: learn: 0.4125552 test: 0.4295964 best: 0.4295944 (628) total: 1m 11s remaining: 27.5s 631: learn: 0.4123470 test: 0.4293656 best: 0.4293656 (631) total: 1m 11s remaining: 27.4s 632: learn: 0.4123453 test: 0.4293649 best: 0.4293649 (632) total: 1m 11s remaining: 27.3s 633: learn: 0.4123449 test: 0.4293654 best: 0.4293649 (632) total: 1m 11s remaining: 27.2s 634: learn: 0.4120278 test: 0.4291049 best: 0.4291049 (634) total: 1m 11s remaining: 27.1s 635: learn: 0.4120188 test: 0.4291058 best: 0.4291049 (634) total: 1m 11s remaining: 27s 636: learn: 0.4120185 test: 0.4291058 best: 0.4291049 (634) total: 1m 11s remaining: 26.9s 637: learn: 0.4120132 test: 0.4291042 best: 0.4291042 (637) total: 1m 12s remaining: 26.8s 638: learn: 0.4120130 test: 0.4291054 best: 0.4291042 (637) total: 1m 12s remaining: 26.7s 639: learn: 0.4120127 test: 0.4291066 best: 0.4291042 (637) total: 1m 12s remaining: 26.5s 640: learn: 0.4120061 test: 0.4291003 best: 0.4291003 (640) total: 1m 12s remaining: 26.4s 641: learn: 0.4120036 test: 0.4290978 best: 0.4290978 (641) total: 1m 12s remaining: 26.3s 642: learn: 0.4120032 test: 0.4290984 best: 0.4290978 (641) total: 1m 12s remaining: 26.2s 643: learn: 0.4119985 test: 0.4290973 best: 0.4290973 (643) total: 1m 12s remaining: 26.1s 644: learn: 0.4119959 test: 0.4290978 best: 0.4290973 (643) total: 1m 12s remaining: 26s 645: learn: 0.4119945 test: 0.4290992 best: 0.4290973 (643) total: 1m 13s remaining: 25.9s 646: learn: 0.4118094 test: 0.4290051 best: 0.4290051 (646) total: 1m 13s remaining: 25.8s 647: learn: 0.4118056 test: 0.4290017 best: 0.4290017 (647) total: 1m 13s remaining: 25.7s 648: learn: 0.4118054 test: 0.4290022 best: 0.4290017 (647) total: 1m 13s remaining: 25.6s 649: learn: 0.4118049 test: 0.4290034 best: 0.4290017 (647) total: 1m 13s remaining: 25.5s 650: learn: 0.4118046 test: 0.4290035 best: 0.4290017 (647) total: 1m 13s remaining: 25.4s 651: learn: 0.4117980 test: 0.4290028 best: 0.4290017 (647) total: 1m 13s remaining: 25.3s 652: learn: 0.4117978 test: 0.4290033 best: 0.4290017 (647) total: 1m 13s remaining: 25.1s 653: learn: 0.4116291 test: 0.4288596 best: 0.4288596 (653) total: 1m 14s remaining: 25s 654: learn: 0.4116283 test: 0.4288597 best: 0.4288596 (653) total: 1m 14s remaining: 24.9s 655: learn: 0.4116269 test: 0.4288618 best: 0.4288596 (653) total: 1m 14s remaining: 24.8s 656: learn: 0.4116258 test: 0.4288616 best: 0.4288596 (653) total: 1m 14s remaining: 24.7s 657: learn: 0.4116244 test: 0.4288611 best: 0.4288596 (653) total: 1m 14s remaining: 24.6s 658: learn: 0.4115857 test: 0.4288328 best: 0.4288328 (658) total: 1m 14s remaining: 24.5s 659: learn: 0.4115852 test: 0.4288333 best: 0.4288328 (658) total: 1m 14s remaining: 24.4s 660: learn: 0.4115850 test: 0.4288344 best: 0.4288328 (658) total: 1m 15s remaining: 24.3s 661: learn: 0.4115694 test: 0.4288310 best: 0.4288310 (661) total: 1m 15s remaining: 24.2s 662: learn: 0.4113247 test: 0.4286351 best: 0.4286351 (662) total: 1m 15s remaining: 24.1s 663: learn: 0.4113117 test: 0.4286194 best: 0.4286194 (663) total: 1m 15s remaining: 24s 664: learn: 0.4113113 test: 0.4286205 best: 0.4286194 (663) total: 1m 15s remaining: 23.9s 665: learn: 0.4113111 test: 0.4286215 best: 0.4286194 (663) total: 1m 15s remaining: 23.8s 666: learn: 0.4113111 test: 0.4286216 best: 0.4286194 (663) total: 1m 15s remaining: 23.7s 667: learn: 0.4113109 test: 0.4286227 best: 0.4286194 (663) total: 1m 16s remaining: 23.6s 668: learn: 0.4113106 test: 0.4286237 best: 0.4286194 (663) total: 1m 16s remaining: 23.4s 669: learn: 0.4113103 test: 0.4286243 best: 0.4286194 (663) total: 1m 16s remaining: 23.3s 670: learn: 0.4113098 test: 0.4286253 best: 0.4286194 (663) total: 1m 16s remaining: 23.2s 671: learn: 0.4113095 test: 0.4286262 best: 0.4286194 (663) total: 1m 16s remaining: 23.1s 672: learn: 0.4113084 test: 0.4286249 best: 0.4286194 (663) total: 1m 16s remaining: 23s 673: learn: 0.4113067 test: 0.4286245 best: 0.4286194 (663) total: 1m 16s remaining: 22.9s 674: learn: 0.4113063 test: 0.4286255 best: 0.4286194 (663) total: 1m 16s remaining: 22.8s 675: learn: 0.4113061 test: 0.4286260 best: 0.4286194 (663) total: 1m 17s remaining: 22.7s 676: learn: 0.4113059 test: 0.4286270 best: 0.4286194 (663) total: 1m 17s remaining: 22.6s 677: learn: 0.4113058 test: 0.4286279 best: 0.4286194 (663) total: 1m 17s remaining: 22.5s 678: learn: 0.4111344 test: 0.4284538 best: 0.4284538 (678) total: 1m 17s remaining: 22.4s 679: learn: 0.4111341 test: 0.4284536 best: 0.4284536 (679) total: 1m 17s remaining: 22.3s 680: learn: 0.4110652 test: 0.4284093 best: 0.4284093 (680) total: 1m 17s remaining: 22.2s 681: learn: 0.4110036 test: 0.4283667 best: 0.4283667 (681) total: 1m 17s remaining: 22.1s 682: learn: 0.4110023 test: 0.4283655 best: 0.4283655 (682) total: 1m 18s remaining: 22s 683: learn: 0.4108592 test: 0.4282609 best: 0.4282609 (683) total: 1m 18s remaining: 21.9s 684: learn: 0.4108590 test: 0.4282618 best: 0.4282609 (683) total: 1m 18s remaining: 21.7s 685: learn: 0.4108587 test: 0.4282623 best: 0.4282609 (683) total: 1m 18s remaining: 21.6s 686: learn: 0.4108461 test: 0.4282609 best: 0.4282609 (686) total: 1m 18s remaining: 21.5s 687: learn: 0.4107653 test: 0.4281974 best: 0.4281974 (687) total: 1m 18s remaining: 21.4s 688: learn: 0.4107649 test: 0.4281981 best: 0.4281974 (687) total: 1m 18s remaining: 21.3s 689: learn: 0.4107648 test: 0.4281987 best: 0.4281974 (687) total: 1m 19s remaining: 21.2s 690: learn: 0.4107646 test: 0.4281995 best: 0.4281974 (687) total: 1m 19s remaining: 21.1s 691: learn: 0.4107645 test: 0.4282000 best: 0.4281974 (687) total: 1m 19s remaining: 20.9s 692: learn: 0.4107636 test: 0.4282008 best: 0.4281974 (687) total: 1m 19s remaining: 20.8s 693: learn: 0.4107562 test: 0.4282020 best: 0.4281974 (687) total: 1m 19s remaining: 20.7s 694: learn: 0.4107529 test: 0.4281964 best: 0.4281964 (694) total: 1m 19s remaining: 20.6s 695: learn: 0.4107483 test: 0.4281965 best: 0.4281964 (694) total: 1m 19s remaining: 20.5s 696: learn: 0.4107482 test: 0.4281974 best: 0.4281964 (694) total: 1m 19s remaining: 20.4s 697: learn: 0.4107480 test: 0.4281979 best: 0.4281964 (694) total: 1m 20s remaining: 20.3s 698: learn: 0.4107479 test: 0.4281984 best: 0.4281964 (694) total: 1m 20s remaining: 20.2s 699: learn: 0.4107477 test: 0.4281993 best: 0.4281964 (694) total: 1m 20s remaining: 20.1s 700: learn: 0.4107476 test: 0.4281998 best: 0.4281964 (694) total: 1m 20s remaining: 19.9s 701: learn: 0.4107475 test: 0.4282006 best: 0.4281964 (694) total: 1m 20s remaining: 19.8s 702: learn: 0.4107451 test: 0.4282022 best: 0.4281964 (694) total: 1m 20s remaining: 19.7s 703: learn: 0.4107425 test: 0.4281998 best: 0.4281964 (694) total: 1m 20s remaining: 19.6s 704: learn: 0.4107407 test: 0.4282004 best: 0.4281964 (694) total: 1m 20s remaining: 19.5s 705: learn: 0.4107405 test: 0.4282009 best: 0.4281964 (694) total: 1m 20s remaining: 19.4s 706: learn: 0.4107384 test: 0.4282012 best: 0.4281964 (694) total: 1m 21s remaining: 19.3s 707: learn: 0.4106009 test: 0.4280633 best: 0.4280633 (707) total: 1m 21s remaining: 19.2s 708: learn: 0.4105925 test: 0.4280586 best: 0.4280586 (708) total: 1m 21s remaining: 19.1s 709: learn: 0.4105922 test: 0.4280576 best: 0.4280576 (709) total: 1m 21s remaining: 18.9s 710: learn: 0.4105692 test: 0.4280278 best: 0.4280278 (710) total: 1m 21s remaining: 18.8s 711: learn: 0.4105682 test: 0.4280286 best: 0.4280278 (710) total: 1m 21s remaining: 18.7s 712: learn: 0.4105661 test: 0.4280290 best: 0.4280278 (710) total: 1m 22s remaining: 18.6s 713: learn: 0.4105659 test: 0.4280295 best: 0.4280278 (710) total: 1m 22s remaining: 18.5s 714: learn: 0.4105617 test: 0.4280297 best: 0.4280278 (710) total: 1m 22s remaining: 18.4s 715: learn: 0.4105576 test: 0.4280297 best: 0.4280278 (710) total: 1m 22s remaining: 18.3s 716: learn: 0.4105541 test: 0.4280286 best: 0.4280278 (710) total: 1m 22s remaining: 18.2s 717: learn: 0.4105540 test: 0.4280291 best: 0.4280278 (710) total: 1m 22s remaining: 18.1s 718: learn: 0.4105538 test: 0.4280300 best: 0.4280278 (710) total: 1m 22s remaining: 18s 719: learn: 0.4105537 test: 0.4280305 best: 0.4280278 (710) total: 1m 22s remaining: 17.8s 720: learn: 0.4105491 test: 0.4280303 best: 0.4280278 (710) total: 1m 22s remaining: 17.7s 721: learn: 0.4105439 test: 0.4280313 best: 0.4280278 (710) total: 1m 23s remaining: 17.6s 722: learn: 0.4105436 test: 0.4280323 best: 0.4280278 (710) total: 1m 23s remaining: 17.5s 723: learn: 0.4105434 test: 0.4280327 best: 0.4280278 (710) total: 1m 23s remaining: 17.4s 724: learn: 0.4105392 test: 0.4280242 best: 0.4280242 (724) total: 1m 23s remaining: 17.3s 725: learn: 0.4105359 test: 0.4280230 best: 0.4280230 (725) total: 1m 23s remaining: 17.2s 726: learn: 0.4105327 test: 0.4280219 best: 0.4280219 (726) total: 1m 23s remaining: 17.1s 727: learn: 0.4105320 test: 0.4280220 best: 0.4280219 (726) total: 1m 23s remaining: 16.9s 728: learn: 0.4105291 test: 0.4280210 best: 0.4280210 (728) total: 1m 24s remaining: 16.8s 729: learn: 0.4104454 test: 0.4279375 best: 0.4279375 (729) total: 1m 24s remaining: 16.7s 730: learn: 0.4104430 test: 0.4279375 best: 0.4279375 (730) total: 1m 24s remaining: 16.6s 731: learn: 0.4104406 test: 0.4279373 best: 0.4279373 (731) total: 1m 24s remaining: 16.5s 732: learn: 0.4104403 test: 0.4279364 best: 0.4279364 (732) total: 1m 24s remaining: 16.4s 733: learn: 0.4104375 test: 0.4279368 best: 0.4279364 (732) total: 1m 24s remaining: 16.3s 734: learn: 0.4104360 test: 0.4279370 best: 0.4279364 (732) total: 1m 24s remaining: 16.2s 735: learn: 0.4101795 test: 0.4277267 best: 0.4277267 (735) total: 1m 25s remaining: 16.1s 736: learn: 0.4100307 test: 0.4275769 best: 0.4275769 (736) total: 1m 25s remaining: 16s 737: learn: 0.4100301 test: 0.4275768 best: 0.4275768 (737) total: 1m 25s remaining: 15.9s 738: learn: 0.4100268 test: 0.4275769 best: 0.4275768 (737) total: 1m 25s remaining: 15.7s 739: learn: 0.4100266 test: 0.4275774 best: 0.4275768 (737) total: 1m 25s remaining: 15.6s 740: learn: 0.4100250 test: 0.4275774 best: 0.4275768 (737) total: 1m 25s remaining: 15.5s 741: learn: 0.4100232 test: 0.4275766 best: 0.4275766 (741) total: 1m 25s remaining: 15.4s 742: learn: 0.4100229 test: 0.4275775 best: 0.4275766 (741) total: 1m 26s remaining: 15.3s 743: learn: 0.4100228 test: 0.4275780 best: 0.4275766 (741) total: 1m 26s remaining: 15.2s 744: learn: 0.4100209 test: 0.4275781 best: 0.4275766 (741) total: 1m 26s remaining: 15s 745: learn: 0.4100208 test: 0.4275786 best: 0.4275766 (741) total: 1m 26s remaining: 14.9s 746: learn: 0.4100206 test: 0.4275787 best: 0.4275766 (741) total: 1m 26s remaining: 14.8s 747: learn: 0.4100205 test: 0.4275792 best: 0.4275766 (741) total: 1m 26s remaining: 14.7s 748: learn: 0.4100196 test: 0.4275794 best: 0.4275766 (741) total: 1m 26s remaining: 14.6s 749: learn: 0.4100188 test: 0.4275792 best: 0.4275766 (741) total: 1m 26s remaining: 14.5s 750: learn: 0.4100178 test: 0.4275801 best: 0.4275766 (741) total: 1m 27s remaining: 14.4s 751: learn: 0.4100177 test: 0.4275805 best: 0.4275766 (741) total: 1m 27s remaining: 14.3s 752: learn: 0.4100176 test: 0.4275815 best: 0.4275766 (741) total: 1m 27s remaining: 14.1s 753: learn: 0.4100165 test: 0.4275814 best: 0.4275766 (741) total: 1m 27s remaining: 14s 754: learn: 0.4100164 test: 0.4275823 best: 0.4275766 (741) total: 1m 27s remaining: 13.9s 755: learn: 0.4100109 test: 0.4275818 best: 0.4275766 (741) total: 1m 27s remaining: 13.8s 756: learn: 0.4100108 test: 0.4275822 best: 0.4275766 (741) total: 1m 27s remaining: 13.7s 757: learn: 0.4100107 test: 0.4275827 best: 0.4275766 (741) total: 1m 27s remaining: 13.6s 758: learn: 0.4100100 test: 0.4275806 best: 0.4275766 (741) total: 1m 28s remaining: 13.5s 759: learn: 0.4100085 test: 0.4275807 best: 0.4275766 (741) total: 1m 28s remaining: 13.3s 760: learn: 0.4100053 test: 0.4275808 best: 0.4275766 (741) total: 1m 28s remaining: 13.2s 761: learn: 0.4100052 test: 0.4275813 best: 0.4275766 (741) total: 1m 28s remaining: 13.1s 762: learn: 0.4100022 test: 0.4275824 best: 0.4275766 (741) total: 1m 28s remaining: 13s 763: learn: 0.4099983 test: 0.4275807 best: 0.4275766 (741) total: 1m 28s remaining: 12.9s 764: learn: 0.4099977 test: 0.4275808 best: 0.4275766 (741) total: 1m 28s remaining: 12.8s 765: learn: 0.4099976 test: 0.4275812 best: 0.4275766 (741) total: 1m 29s remaining: 12.7s 766: learn: 0.4099959 test: 0.4275812 best: 0.4275766 (741) total: 1m 29s remaining: 12.6s 767: learn: 0.4099950 test: 0.4275813 best: 0.4275766 (741) total: 1m 29s remaining: 12.4s 768: learn: 0.4099940 test: 0.4275806 best: 0.4275766 (741) total: 1m 29s remaining: 12.3s 769: learn: 0.4099937 test: 0.4275815 best: 0.4275766 (741) total: 1m 29s remaining: 12.2s 770: learn: 0.4099934 test: 0.4275823 best: 0.4275766 (741) total: 1m 29s remaining: 12.1s 771: learn: 0.4098531 test: 0.4274468 best: 0.4274468 (771) total: 1m 29s remaining: 12s 772: learn: 0.4098504 test: 0.4274479 best: 0.4274468 (771) total: 1m 29s remaining: 11.9s 773: learn: 0.4098496 test: 0.4274454 best: 0.4274454 (773) total: 1m 30s remaining: 11.8s 774: learn: 0.4098495 test: 0.4274462 best: 0.4274454 (773) total: 1m 30s remaining: 11.6s 775: learn: 0.4098431 test: 0.4274457 best: 0.4274454 (773) total: 1m 30s remaining: 11.5s 776: learn: 0.4098417 test: 0.4274451 best: 0.4274451 (776) total: 1m 30s remaining: 11.4s 777: learn: 0.4098415 test: 0.4274452 best: 0.4274451 (776) total: 1m 30s remaining: 11.3s 778: learn: 0.4098414 test: 0.4274456 best: 0.4274451 (776) total: 1m 30s remaining: 11.2s 779: learn: 0.4098379 test: 0.4274433 best: 0.4274433 (779) total: 1m 31s remaining: 11.1s 780: learn: 0.4098049 test: 0.4274295 best: 0.4274295 (780) total: 1m 31s remaining: 11s 781: learn: 0.4098048 test: 0.4274299 best: 0.4274295 (780) total: 1m 31s remaining: 10.9s 782: learn: 0.4098045 test: 0.4274301 best: 0.4274295 (780) total: 1m 31s remaining: 10.7s 783: learn: 0.4096333 test: 0.4273403 best: 0.4273403 (783) total: 1m 31s remaining: 10.6s 784: learn: 0.4096313 test: 0.4273387 best: 0.4273387 (784) total: 1m 31s remaining: 10.5s 785: learn: 0.4096312 test: 0.4273391 best: 0.4273387 (784) total: 1m 31s remaining: 10.4s 786: learn: 0.4096309 test: 0.4273399 best: 0.4273387 (784) total: 1m 32s remaining: 10.3s 787: learn: 0.4096304 test: 0.4273405 best: 0.4273387 (784) total: 1m 32s remaining: 10.2s 788: learn: 0.4096299 test: 0.4273406 best: 0.4273387 (784) total: 1m 32s remaining: 10.1s 789: learn: 0.4096267 test: 0.4273381 best: 0.4273381 (789) total: 1m 32s remaining: 9.96s 790: learn: 0.4096214 test: 0.4273346 best: 0.4273346 (790) total: 1m 32s remaining: 9.85s 791: learn: 0.4096170 test: 0.4273332 best: 0.4273332 (791) total: 1m 32s remaining: 9.73s 792: learn: 0.4095313 test: 0.4272526 best: 0.4272526 (792) total: 1m 33s remaining: 9.62s 793: learn: 0.4093906 test: 0.4271270 best: 0.4271270 (793) total: 1m 33s remaining: 9.51s 794: learn: 0.4093895 test: 0.4271275 best: 0.4271270 (793) total: 1m 33s remaining: 9.39s 795: learn: 0.4093894 test: 0.4271279 best: 0.4271270 (793) total: 1m 33s remaining: 9.27s 796: learn: 0.4093810 test: 0.4271303 best: 0.4271270 (793) total: 1m 33s remaining: 9.16s 797: learn: 0.4093780 test: 0.4271301 best: 0.4271270 (793) total: 1m 33s remaining: 9.05s 798: learn: 0.4093588 test: 0.4271148 best: 0.4271148 (798) total: 1m 33s remaining: 8.93s 799: learn: 0.4093564 test: 0.4271150 best: 0.4271148 (798) total: 1m 34s remaining: 8.81s 800: learn: 0.4093542 test: 0.4271151 best: 0.4271148 (798) total: 1m 34s remaining: 8.69s 801: learn: 0.4091679 test: 0.4269032 best: 0.4269032 (801) total: 1m 34s remaining: 8.58s 802: learn: 0.4091679 test: 0.4269033 best: 0.4269032 (801) total: 1m 34s remaining: 8.46s 803: learn: 0.4089600 test: 0.4267379 best: 0.4267379 (803) total: 1m 34s remaining: 8.34s 804: learn: 0.4089600 test: 0.4267379 best: 0.4267379 (803) total: 1m 34s remaining: 8.23s 805: learn: 0.4089443 test: 0.4267411 best: 0.4267379 (803) total: 1m 34s remaining: 8.11s 806: learn: 0.4089407 test: 0.4267410 best: 0.4267379 (803) total: 1m 34s remaining: 8s 807: learn: 0.4089398 test: 0.4267408 best: 0.4267379 (803) total: 1m 35s remaining: 7.88s 808: learn: 0.4089390 test: 0.4267412 best: 0.4267379 (803) total: 1m 35s remaining: 7.76s 809: learn: 0.4089125 test: 0.4267275 best: 0.4267275 (809) total: 1m 35s remaining: 7.65s 810: learn: 0.4089026 test: 0.4267304 best: 0.4267275 (809) total: 1m 35s remaining: 7.54s 811: learn: 0.4089025 test: 0.4267309 best: 0.4267275 (809) total: 1m 35s remaining: 7.41s 812: learn: 0.4089025 test: 0.4267309 best: 0.4267275 (809) total: 1m 35s remaining: 7.29s 813: learn: 0.4089024 test: 0.4267313 best: 0.4267275 (809) total: 1m 35s remaining: 7.17s 814: learn: 0.4089021 test: 0.4267316 best: 0.4267275 (809) total: 1m 35s remaining: 7.06s 815: learn: 0.4089019 test: 0.4267320 best: 0.4267275 (809) total: 1m 35s remaining: 6.94s 816: learn: 0.4089018 test: 0.4267324 best: 0.4267275 (809) total: 1m 36s remaining: 6.82s 817: learn: 0.4089015 test: 0.4267332 best: 0.4267275 (809) total: 1m 36s remaining: 6.71s 818: learn: 0.4089014 test: 0.4267336 best: 0.4267275 (809) total: 1m 36s remaining: 6.58s 819: learn: 0.4089011 test: 0.4267344 best: 0.4267275 (809) total: 1m 36s remaining: 6.47s 820: learn: 0.4088975 test: 0.4267335 best: 0.4267275 (809) total: 1m 36s remaining: 6.35s 821: learn: 0.4088937 test: 0.4267344 best: 0.4267275 (809) total: 1m 36s remaining: 6.24s 822: learn: 0.4088890 test: 0.4267332 best: 0.4267275 (809) total: 1m 36s remaining: 6.12s 823: learn: 0.4088888 test: 0.4267332 best: 0.4267275 (809) total: 1m 37s remaining: 6.01s 824: learn: 0.4088888 test: 0.4267333 best: 0.4267275 (809) total: 1m 37s remaining: 5.89s 825: learn: 0.4088867 test: 0.4267334 best: 0.4267275 (809) total: 1m 37s remaining: 5.77s 826: learn: 0.4088867 test: 0.4267336 best: 0.4267275 (809) total: 1m 37s remaining: 5.66s 827: learn: 0.4088860 test: 0.4267326 best: 0.4267275 (809) total: 1m 37s remaining: 5.54s 828: learn: 0.4088858 test: 0.4267326 best: 0.4267275 (809) total: 1m 37s remaining: 5.42s 829: learn: 0.4088834 test: 0.4267332 best: 0.4267275 (809) total: 1m 37s remaining: 5.31s 830: learn: 0.4088833 test: 0.4267336 best: 0.4267275 (809) total: 1m 38s remaining: 5.19s 831: learn: 0.4088832 test: 0.4267337 best: 0.4267275 (809) total: 1m 38s remaining: 5.07s 832: learn: 0.4088812 test: 0.4267339 best: 0.4267275 (809) total: 1m 38s remaining: 4.95s 833: learn: 0.4088808 test: 0.4267339 best: 0.4267275 (809) total: 1m 38s remaining: 4.84s 834: learn: 0.4088807 test: 0.4267343 best: 0.4267275 (809) total: 1m 38s remaining: 4.72s 835: learn: 0.4088806 test: 0.4267344 best: 0.4267275 (809) total: 1m 38s remaining: 4.6s 836: learn: 0.4088696 test: 0.4267332 best: 0.4267275 (809) total: 1m 38s remaining: 4.48s 837: learn: 0.4088677 test: 0.4267333 best: 0.4267275 (809) total: 1m 38s remaining: 4.37s 838: learn: 0.4088673 test: 0.4267334 best: 0.4267275 (809) total: 1m 39s remaining: 4.25s 839: learn: 0.4088672 test: 0.4267338 best: 0.4267275 (809) total: 1m 39s remaining: 4.13s 840: learn: 0.4088669 test: 0.4267338 best: 0.4267275 (809) total: 1m 39s remaining: 4.01s 841: learn: 0.4088655 test: 0.4267337 best: 0.4267275 (809) total: 1m 39s remaining: 3.9s 842: learn: 0.4088652 test: 0.4267339 best: 0.4267275 (809) total: 1m 39s remaining: 3.78s 843: learn: 0.4087384 test: 0.4266802 best: 0.4266802 (843) total: 1m 39s remaining: 3.66s 844: learn: 0.4086181 test: 0.4265996 best: 0.4265996 (844) total: 1m 39s remaining: 3.54s 845: learn: 0.4086161 test: 0.4265976 best: 0.4265976 (845) total: 1m 40s remaining: 3.43s 846: learn: 0.4086130 test: 0.4265927 best: 0.4265927 (846) total: 1m 40s remaining: 3.31s 847: learn: 0.4086123 test: 0.4265926 best: 0.4265926 (847) total: 1m 40s remaining: 3.19s 848: learn: 0.4086122 test: 0.4265930 best: 0.4265926 (847) total: 1m 40s remaining: 3.07s 849: learn: 0.4085659 test: 0.4265550 best: 0.4265550 (849) total: 1m 40s remaining: 2.96s 850: learn: 0.4085657 test: 0.4265550 best: 0.4265550 (849) total: 1m 40s remaining: 2.84s 851: learn: 0.4085627 test: 0.4265526 best: 0.4265526 (851) total: 1m 40s remaining: 2.72s 852: learn: 0.4083363 test: 0.4263610 best: 0.4263610 (852) total: 1m 40s remaining: 2.6s 853: learn: 0.4083302 test: 0.4263590 best: 0.4263590 (853) total: 1m 41s remaining: 2.49s 854: learn: 0.4083301 test: 0.4263590 best: 0.4263590 (853) total: 1m 41s remaining: 2.37s 855: learn: 0.4083294 test: 0.4263594 best: 0.4263590 (853) total: 1m 41s remaining: 2.25s 856: learn: 0.4083284 test: 0.4263600 best: 0.4263590 (853) total: 1m 41s remaining: 2.13s 857: learn: 0.4082110 test: 0.4262540 best: 0.4262540 (857) total: 1m 41s remaining: 2.02s 858: learn: 0.4082110 test: 0.4262542 best: 0.4262540 (857) total: 1m 41s remaining: 1.9s 859: learn: 0.4082108 test: 0.4262543 best: 0.4262540 (857) total: 1m 41s remaining: 1.78s 860: learn: 0.4082009 test: 0.4262459 best: 0.4262459 (860) total: 1m 42s remaining: 1.66s 861: learn: 0.4081991 test: 0.4262448 best: 0.4262448 (861) total: 1m 42s remaining: 1.54s 862: learn: 0.4081989 test: 0.4262455 best: 0.4262448 (861) total: 1m 42s remaining: 1.42s 863: learn: 0.4081973 test: 0.4262458 best: 0.4262448 (861) total: 1m 42s remaining: 1.31s 864: learn: 0.4081958 test: 0.4262458 best: 0.4262448 (861) total: 1m 42s remaining: 1.19s 865: learn: 0.4081923 test: 0.4262476 best: 0.4262448 (861) total: 1m 42s remaining: 1.07s 866: learn: 0.4081904 test: 0.4262448 best: 0.4262448 (866) total: 1m 43s remaining: 951ms 867: learn: 0.4081904 test: 0.4262448 best: 0.4262448 (866) total: 1m 43s remaining: 832ms 868: learn: 0.4081894 test: 0.4262447 best: 0.4262447 (868) total: 1m 43s remaining: 713ms 869: learn: 0.4081887 test: 0.4262449 best: 0.4262447 (868) total: 1m 43s remaining: 595ms 870: learn: 0.4081862 test: 0.4262434 best: 0.4262434 (870) total: 1m 43s remaining: 476ms 871: learn: 0.4081829 test: 0.4262434 best: 0.4262434 (870) total: 1m 43s remaining: 357ms 872: learn: 0.4081818 test: 0.4262409 best: 0.4262409 (872) total: 1m 43s remaining: 238ms 873: learn: 0.4081815 test: 0.4262416 best: 0.4262409 (872) total: 1m 44s remaining: 119ms 874: learn: 0.4081814 test: 0.4262416 best: 0.4262409 (872) total: 1m 44s remaining: 0us bestTest = 0.4262409181 bestIteration = 872 Shrink model to first 873 iterations. [CV] learning_rate=0.03, l2_leaf_reg=4, iterations=875, depth=8, total= 1.8min [CV] learning_rate=0.03, l2_leaf_reg=4, iterations=875, depth=8 ...... 0: learn: 4.3426257 test: 4.3438948 best: 4.3438948 (0) total: 140ms remaining: 2m 2s 1: learn: 4.2153117 test: 4.2167560 best: 4.2167560 (1) total: 279ms remaining: 2m 1s 2: learn: 4.0912870 test: 4.0928558 best: 4.0928558 (2) total: 431ms remaining: 2m 5s 3: learn: 3.9716134 test: 3.9733312 best: 3.9733312 (3) total: 599ms remaining: 2m 10s 4: learn: 3.8554067 test: 3.8571941 best: 3.8571941 (4) total: 750ms remaining: 2m 10s 5: learn: 3.7430018 test: 3.7449139 best: 3.7449139 (5) total: 905ms remaining: 2m 11s 6: learn: 3.6340336 test: 3.6360887 best: 3.6360887 (6) total: 1.09s remaining: 2m 15s 7: learn: 3.5284103 test: 3.5306376 best: 3.5306376 (7) total: 1.29s remaining: 2m 20s 8: learn: 3.4258760 test: 3.4281950 best: 3.4281950 (8) total: 1.48s remaining: 2m 22s 9: learn: 3.3265086 test: 3.3289217 best: 3.3289217 (9) total: 1.65s remaining: 2m 22s 10: learn: 3.2305021 test: 3.2330578 best: 3.2330578 (10) total: 1.83s remaining: 2m 23s 11: learn: 3.1371745 test: 3.1398024 best: 3.1398024 (11) total: 1.99s remaining: 2m 23s 12: learn: 3.0464480 test: 3.0488996 best: 3.0488996 (12) total: 2.13s remaining: 2m 21s 13: learn: 2.9590896 test: 2.9612328 best: 2.9612328 (13) total: 2.28s remaining: 2m 20s 14: learn: 2.8738490 test: 2.8760649 best: 2.8760649 (14) total: 2.36s remaining: 2m 15s 15: learn: 2.7916900 test: 2.7939936 best: 2.7939936 (15) total: 2.5s remaining: 2m 14s 16: learn: 2.7115507 test: 2.7138663 best: 2.7138663 (16) total: 2.6s remaining: 2m 11s 17: learn: 2.6336256 test: 2.6360426 best: 2.6360426 (17) total: 2.66s remaining: 2m 6s 18: learn: 2.5585256 test: 2.5609879 best: 2.5609879 (18) total: 2.81s remaining: 2m 6s 19: learn: 2.4858589 test: 2.4881233 best: 2.4881233 (19) total: 2.99s remaining: 2m 7s 20: learn: 2.4154571 test: 2.4178012 best: 2.4178012 (20) total: 3.15s remaining: 2m 7s 21: learn: 2.3471738 test: 2.3496243 best: 2.3496243 (21) total: 3.28s remaining: 2m 7s 22: learn: 2.2809780 test: 2.2834463 best: 2.2834463 (22) total: 3.38s remaining: 2m 5s 23: learn: 2.2167160 test: 2.2193010 best: 2.2193010 (23) total: 3.53s remaining: 2m 5s 24: learn: 2.1547502 test: 2.1573319 best: 2.1573319 (24) total: 3.59s remaining: 2m 2s 25: learn: 2.0950754 test: 2.0977537 best: 2.0977537 (25) total: 3.72s remaining: 2m 1s 26: learn: 2.0367365 test: 2.0393598 best: 2.0393598 (26) total: 3.87s remaining: 2m 1s 27: learn: 1.9806280 test: 1.9833328 best: 1.9833328 (27) total: 4.02s remaining: 2m 1s 28: learn: 1.9258646 test: 1.9285529 best: 1.9285529 (28) total: 4.09s remaining: 1m 59s 29: learn: 1.8727953 test: 1.8754526 best: 1.8754526 (29) total: 4.17s remaining: 1m 57s 30: learn: 1.8219807 test: 1.8246561 best: 1.8246561 (30) total: 4.32s remaining: 1m 57s 31: learn: 1.7723994 test: 1.7750911 best: 1.7750911 (31) total: 4.46s remaining: 1m 57s 32: learn: 1.7245594 test: 1.7272679 best: 1.7272679 (32) total: 4.6s remaining: 1m 57s 33: learn: 1.6782741 test: 1.6810037 best: 1.6810037 (33) total: 4.74s remaining: 1m 57s 34: learn: 1.6335500 test: 1.6363209 best: 1.6363209 (34) total: 4.89s remaining: 1m 57s 35: learn: 1.5900068 test: 1.5927911 best: 1.5927911 (35) total: 5s remaining: 1m 56s 36: learn: 1.5478711 test: 1.5506689 best: 1.5506689 (36) total: 5.14s remaining: 1m 56s 37: learn: 1.5071255 test: 1.5099621 best: 1.5099621 (37) total: 5.3s remaining: 1m 56s 38: learn: 1.4679233 test: 1.4707844 best: 1.4707844 (38) total: 5.46s remaining: 1m 57s 39: learn: 1.4300014 test: 1.4328623 best: 1.4328623 (39) total: 5.6s remaining: 1m 56s 40: learn: 1.3931437 test: 1.3960496 best: 1.3960496 (40) total: 5.67s remaining: 1m 55s 41: learn: 1.3577717 test: 1.3606786 best: 1.3606786 (41) total: 5.8s remaining: 1m 55s 42: learn: 1.3235796 test: 1.3265110 best: 1.3265110 (42) total: 5.85s remaining: 1m 53s 43: learn: 1.2903871 test: 1.2933176 best: 1.2933176 (43) total: 5.95s remaining: 1m 52s 44: learn: 1.2584779 test: 1.2612495 best: 1.2612495 (44) total: 6.1s remaining: 1m 52s 45: learn: 1.2277077 test: 1.2305089 best: 1.2305089 (45) total: 6.18s remaining: 1m 51s 46: learn: 1.1978143 test: 1.2006550 best: 1.2006550 (46) total: 6.32s remaining: 1m 51s 47: learn: 1.1690035 test: 1.1718826 best: 1.1718826 (47) total: 6.48s remaining: 1m 51s 48: learn: 1.1411478 test: 1.1440771 best: 1.1440771 (48) total: 6.63s remaining: 1m 51s 49: learn: 1.1142938 test: 1.1172072 best: 1.1172072 (49) total: 6.68s remaining: 1m 50s 50: learn: 1.0884972 test: 1.0914809 best: 1.0914809 (50) total: 6.81s remaining: 1m 50s 51: learn: 1.0636706 test: 1.0666670 best: 1.0666670 (51) total: 6.95s remaining: 1m 49s 52: learn: 1.0393569 test: 1.0423547 best: 1.0423547 (52) total: 7.04s remaining: 1m 49s 53: learn: 1.0162459 test: 1.0192779 best: 1.0192779 (53) total: 7.18s remaining: 1m 49s 54: learn: 0.9939881 test: 0.9970336 best: 0.9970336 (54) total: 7.32s remaining: 1m 49s 55: learn: 0.9726198 test: 0.9756971 best: 0.9756971 (55) total: 7.37s remaining: 1m 47s 56: learn: 0.9520353 test: 0.9551383 best: 0.9551383 (56) total: 7.43s remaining: 1m 46s 57: learn: 0.9320493 test: 0.9351612 best: 0.9351612 (57) total: 7.57s remaining: 1m 46s 58: learn: 0.9129539 test: 0.9160879 best: 0.9160879 (58) total: 7.67s remaining: 1m 46s 59: learn: 0.8945901 test: 0.8977482 best: 0.8977482 (59) total: 7.83s remaining: 1m 46s 60: learn: 0.8771819 test: 0.8803085 best: 0.8803085 (60) total: 7.87s remaining: 1m 45s 61: learn: 0.8604383 test: 0.8635918 best: 0.8635918 (61) total: 7.9s remaining: 1m 43s 62: learn: 0.8440999 test: 0.8472768 best: 0.8472768 (62) total: 7.95s remaining: 1m 42s 63: learn: 0.8284447 test: 0.8316373 best: 0.8316373 (63) total: 8.09s remaining: 1m 42s 64: learn: 0.8132893 test: 0.8165390 best: 0.8165390 (64) total: 8.23s remaining: 1m 42s 65: learn: 0.7986556 test: 0.8019013 best: 0.8019013 (65) total: 8.37s remaining: 1m 42s 66: learn: 0.7847380 test: 0.7880340 best: 0.7880340 (66) total: 8.51s remaining: 1m 42s 67: learn: 0.7717251 test: 0.7750586 best: 0.7750586 (67) total: 8.54s remaining: 1m 41s 68: learn: 0.7587851 test: 0.7621366 best: 0.7621366 (68) total: 8.69s remaining: 1m 41s 69: learn: 0.7464366 test: 0.7497767 best: 0.7497767 (69) total: 8.78s remaining: 1m 41s 70: learn: 0.7345772 test: 0.7378922 best: 0.7378922 (70) total: 8.95s remaining: 1m 41s 71: learn: 0.7232695 test: 0.7265660 best: 0.7265660 (71) total: 9.11s remaining: 1m 41s 72: learn: 0.7127030 test: 0.7160307 best: 0.7160307 (72) total: 9.18s remaining: 1m 40s 73: learn: 0.7023459 test: 0.7056557 best: 0.7056557 (73) total: 9.25s remaining: 1m 40s 74: learn: 0.6926026 test: 0.6958901 best: 0.6958901 (74) total: 9.32s remaining: 1m 39s 75: learn: 0.6831094 test: 0.6864117 best: 0.6864117 (75) total: 9.37s remaining: 1m 38s 76: learn: 0.6740036 test: 0.6772777 best: 0.6772777 (76) total: 9.5s remaining: 1m 38s 77: learn: 0.6652496 test: 0.6685076 best: 0.6685076 (77) total: 9.63s remaining: 1m 38s 78: learn: 0.6568634 test: 0.6601349 best: 0.6601349 (78) total: 9.7s remaining: 1m 37s 79: learn: 0.6489828 test: 0.6522749 best: 0.6522749 (79) total: 9.84s remaining: 1m 37s 80: learn: 0.6405856 test: 0.6439364 best: 0.6439364 (80) total: 9.98s remaining: 1m 37s 81: learn: 0.6318887 test: 0.6350736 best: 0.6350736 (81) total: 10.1s remaining: 1m 37s 82: learn: 0.6238555 test: 0.6269645 best: 0.6269645 (82) total: 10.3s remaining: 1m 38s 83: learn: 0.6166790 test: 0.6196956 best: 0.6196956 (83) total: 10.4s remaining: 1m 38s 84: learn: 0.6095159 test: 0.6125160 best: 0.6125160 (84) total: 10.6s remaining: 1m 38s 85: learn: 0.6025743 test: 0.6054789 best: 0.6054789 (85) total: 10.7s remaining: 1m 38s 86: learn: 0.5958083 test: 0.5986972 best: 0.5986972 (86) total: 10.9s remaining: 1m 38s 87: learn: 0.5895042 test: 0.5923170 best: 0.5923170 (87) total: 11.1s remaining: 1m 38s 88: learn: 0.5835724 test: 0.5862667 best: 0.5862667 (88) total: 11.2s remaining: 1m 39s 89: learn: 0.5775773 test: 0.5801777 best: 0.5801777 (89) total: 11.4s remaining: 1m 39s 90: learn: 0.5724092 test: 0.5750134 best: 0.5750134 (90) total: 11.5s remaining: 1m 38s 91: learn: 0.5672433 test: 0.5697967 best: 0.5697967 (91) total: 11.6s remaining: 1m 38s 92: learn: 0.5619946 test: 0.5644410 best: 0.5644410 (92) total: 11.7s remaining: 1m 38s 93: learn: 0.5569842 test: 0.5594113 best: 0.5594113 (93) total: 11.9s remaining: 1m 38s 94: learn: 0.5525086 test: 0.5549393 best: 0.5549393 (94) total: 11.9s remaining: 1m 38s 95: learn: 0.5481233 test: 0.5505177 best: 0.5505177 (95) total: 12.1s remaining: 1m 37s 96: learn: 0.5436256 test: 0.5460589 best: 0.5460589 (96) total: 12.2s remaining: 1m 38s 97: learn: 0.5399330 test: 0.5423323 best: 0.5423323 (97) total: 12.3s remaining: 1m 37s 98: learn: 0.5362137 test: 0.5385597 best: 0.5385597 (98) total: 12.4s remaining: 1m 37s 99: learn: 0.5327328 test: 0.5350465 best: 0.5350465 (99) total: 12.5s remaining: 1m 37s 100: learn: 0.5291824 test: 0.5314998 best: 0.5314998 (100) total: 12.7s remaining: 1m 37s 101: learn: 0.5257333 test: 0.5279239 best: 0.5279239 (101) total: 12.8s remaining: 1m 37s 102: learn: 0.5223783 test: 0.5244384 best: 0.5244384 (102) total: 13s remaining: 1m 37s 103: learn: 0.5195378 test: 0.5215941 best: 0.5215941 (103) total: 13.1s remaining: 1m 36s 104: learn: 0.5167579 test: 0.5187331 best: 0.5187331 (104) total: 13.2s remaining: 1m 36s 105: learn: 0.5140314 test: 0.5160126 best: 0.5160126 (105) total: 13.4s remaining: 1m 37s 106: learn: 0.5114593 test: 0.5134615 best: 0.5134615 (106) total: 13.5s remaining: 1m 37s 107: learn: 0.5089323 test: 0.5108781 best: 0.5108781 (107) total: 13.7s remaining: 1m 37s 108: learn: 0.5064478 test: 0.5083961 best: 0.5083961 (108) total: 13.8s remaining: 1m 37s 109: learn: 0.5038668 test: 0.5056755 best: 0.5056755 (109) total: 14s remaining: 1m 37s 110: learn: 0.5016327 test: 0.5034826 best: 0.5034826 (110) total: 14.2s remaining: 1m 37s 111: learn: 0.4993425 test: 0.5012659 best: 0.5012659 (111) total: 14.3s remaining: 1m 37s 112: learn: 0.4974089 test: 0.4993049 best: 0.4993049 (112) total: 14.4s remaining: 1m 37s 113: learn: 0.4955594 test: 0.4974089 best: 0.4974089 (113) total: 14.6s remaining: 1m 37s 114: learn: 0.4935238 test: 0.4953565 best: 0.4953565 (114) total: 14.7s remaining: 1m 37s 115: learn: 0.4917820 test: 0.4935588 best: 0.4935588 (115) total: 14.9s remaining: 1m 37s 116: learn: 0.4903019 test: 0.4920138 best: 0.4920138 (116) total: 14.9s remaining: 1m 36s 117: learn: 0.4887768 test: 0.4904813 best: 0.4904813 (117) total: 15.1s remaining: 1m 36s 118: learn: 0.4867913 test: 0.4884221 best: 0.4884221 (118) total: 15.2s remaining: 1m 36s 119: learn: 0.4853821 test: 0.4870426 best: 0.4870426 (119) total: 15.4s remaining: 1m 36s 120: learn: 0.4840894 test: 0.4857634 best: 0.4857634 (120) total: 15.4s remaining: 1m 36s 121: learn: 0.4824847 test: 0.4840686 best: 0.4840686 (121) total: 15.6s remaining: 1m 36s 122: learn: 0.4811046 test: 0.4826302 best: 0.4826302 (122) total: 15.7s remaining: 1m 36s 123: learn: 0.4797610 test: 0.4813110 best: 0.4813110 (123) total: 15.9s remaining: 1m 36s 124: learn: 0.4784112 test: 0.4799603 best: 0.4799603 (124) total: 16s remaining: 1m 36s 125: learn: 0.4775084 test: 0.4790220 best: 0.4790220 (125) total: 16.1s remaining: 1m 35s 126: learn: 0.4764351 test: 0.4779827 best: 0.4779827 (126) total: 16.2s remaining: 1m 35s 127: learn: 0.4754307 test: 0.4770028 best: 0.4770028 (127) total: 16.3s remaining: 1m 35s 128: learn: 0.4743697 test: 0.4759442 best: 0.4759442 (128) total: 16.5s remaining: 1m 35s 129: learn: 0.4732158 test: 0.4748408 best: 0.4748408 (129) total: 16.6s remaining: 1m 35s 130: learn: 0.4722320 test: 0.4738911 best: 0.4738911 (130) total: 16.8s remaining: 1m 35s 131: learn: 0.4713666 test: 0.4730503 best: 0.4730503 (131) total: 16.9s remaining: 1m 35s 132: learn: 0.4704104 test: 0.4721352 best: 0.4721352 (132) total: 17.1s remaining: 1m 35s 133: learn: 0.4694820 test: 0.4712351 best: 0.4712351 (133) total: 17.3s remaining: 1m 35s 134: learn: 0.4686219 test: 0.4704113 best: 0.4704113 (134) total: 17.5s remaining: 1m 35s 135: learn: 0.4679701 test: 0.4697717 best: 0.4697717 (135) total: 17.5s remaining: 1m 35s 136: learn: 0.4672734 test: 0.4691292 best: 0.4691292 (136) total: 17.7s remaining: 1m 35s 137: learn: 0.4665859 test: 0.4684449 best: 0.4684449 (137) total: 17.9s remaining: 1m 35s 138: learn: 0.4659400 test: 0.4677830 best: 0.4677830 (138) total: 18s remaining: 1m 35s 139: learn: 0.4652238 test: 0.4670871 best: 0.4670871 (139) total: 18.1s remaining: 1m 35s 140: learn: 0.4643969 test: 0.4663258 best: 0.4663258 (140) total: 18.3s remaining: 1m 35s 141: learn: 0.4638299 test: 0.4657604 best: 0.4657604 (141) total: 18.4s remaining: 1m 35s 142: learn: 0.4628622 test: 0.4647102 best: 0.4647102 (142) total: 18.6s remaining: 1m 35s 143: learn: 0.4622692 test: 0.4641196 best: 0.4641196 (143) total: 18.7s remaining: 1m 35s 144: learn: 0.4613199 test: 0.4630912 best: 0.4630912 (144) total: 18.9s remaining: 1m 35s 145: learn: 0.4606421 test: 0.4624540 best: 0.4624540 (145) total: 19s remaining: 1m 35s 146: learn: 0.4601297 test: 0.4619168 best: 0.4619168 (146) total: 19.2s remaining: 1m 35s 147: learn: 0.4596876 test: 0.4614959 best: 0.4614959 (147) total: 19.3s remaining: 1m 34s 148: learn: 0.4589573 test: 0.4608312 best: 0.4608312 (148) total: 19.5s remaining: 1m 34s 149: learn: 0.4585226 test: 0.4603881 best: 0.4603881 (149) total: 19.6s remaining: 1m 34s 150: learn: 0.4581808 test: 0.4600517 best: 0.4600517 (150) total: 19.8s remaining: 1m 34s 151: learn: 0.4579217 test: 0.4597979 best: 0.4597979 (151) total: 19.8s remaining: 1m 34s 152: learn: 0.4574990 test: 0.4594288 best: 0.4594288 (152) total: 20s remaining: 1m 34s 153: learn: 0.4571195 test: 0.4590807 best: 0.4590807 (153) total: 20.1s remaining: 1m 34s 154: learn: 0.4566536 test: 0.4586130 best: 0.4586130 (154) total: 20.3s remaining: 1m 34s 155: learn: 0.4560873 test: 0.4579951 best: 0.4579951 (155) total: 20.4s remaining: 1m 34s 156: learn: 0.4557545 test: 0.4576807 best: 0.4576807 (156) total: 20.6s remaining: 1m 33s 157: learn: 0.4553902 test: 0.4573491 best: 0.4573491 (157) total: 20.7s remaining: 1m 33s 158: learn: 0.4550639 test: 0.4570690 best: 0.4570690 (158) total: 20.9s remaining: 1m 34s 159: learn: 0.4543460 test: 0.4562604 best: 0.4562604 (159) total: 21s remaining: 1m 34s 160: learn: 0.4540989 test: 0.4560131 best: 0.4560131 (160) total: 21.2s remaining: 1m 34s 161: learn: 0.4536992 test: 0.4556208 best: 0.4556208 (161) total: 21.4s remaining: 1m 34s 162: learn: 0.4530381 test: 0.4548975 best: 0.4548975 (162) total: 21.5s remaining: 1m 33s 163: learn: 0.4528350 test: 0.4547017 best: 0.4547017 (163) total: 21.6s remaining: 1m 33s 164: learn: 0.4524532 test: 0.4543996 best: 0.4543996 (164) total: 21.7s remaining: 1m 33s 165: learn: 0.4520720 test: 0.4540211 best: 0.4540211 (165) total: 21.8s remaining: 1m 33s 166: learn: 0.4514603 test: 0.4534197 best: 0.4534197 (166) total: 22s remaining: 1m 33s 167: learn: 0.4510633 test: 0.4530347 best: 0.4530347 (167) total: 22.1s remaining: 1m 33s 168: learn: 0.4507829 test: 0.4527763 best: 0.4527763 (168) total: 22.3s remaining: 1m 33s 169: learn: 0.4505213 test: 0.4525268 best: 0.4525268 (169) total: 22.5s remaining: 1m 33s 170: learn: 0.4498947 test: 0.4519579 best: 0.4519579 (170) total: 22.6s remaining: 1m 33s 171: learn: 0.4495320 test: 0.4515911 best: 0.4515911 (171) total: 22.7s remaining: 1m 32s 172: learn: 0.4494422 test: 0.4515101 best: 0.4515101 (172) total: 22.8s remaining: 1m 32s 173: learn: 0.4493048 test: 0.4513763 best: 0.4513763 (173) total: 22.9s remaining: 1m 32s 174: learn: 0.4489033 test: 0.4510464 best: 0.4510464 (174) total: 23.1s remaining: 1m 32s 175: learn: 0.4486637 test: 0.4508614 best: 0.4508614 (175) total: 23.2s remaining: 1m 32s 176: learn: 0.4483941 test: 0.4505945 best: 0.4505945 (176) total: 23.4s remaining: 1m 32s 177: learn: 0.4481377 test: 0.4503263 best: 0.4503263 (177) total: 23.5s remaining: 1m 32s 178: learn: 0.4477424 test: 0.4498244 best: 0.4498244 (178) total: 23.7s remaining: 1m 32s 179: learn: 0.4475109 test: 0.4495976 best: 0.4495976 (179) total: 23.9s remaining: 1m 32s 180: learn: 0.4473028 test: 0.4493899 best: 0.4493899 (180) total: 24s remaining: 1m 32s 181: learn: 0.4471939 test: 0.4492987 best: 0.4492987 (181) total: 24.2s remaining: 1m 31s 182: learn: 0.4467987 test: 0.4489750 best: 0.4489750 (182) total: 24.3s remaining: 1m 31s 183: learn: 0.4466289 test: 0.4488418 best: 0.4488418 (183) total: 24.5s remaining: 1m 31s 184: learn: 0.4462333 test: 0.4484417 best: 0.4484417 (184) total: 24.6s remaining: 1m 31s 185: learn: 0.4458545 test: 0.4481198 best: 0.4481198 (185) total: 24.8s remaining: 1m 31s 186: learn: 0.4454602 test: 0.4477841 best: 0.4477841 (186) total: 24.9s remaining: 1m 31s 187: learn: 0.4448172 test: 0.4472148 best: 0.4472148 (187) total: 25.1s remaining: 1m 31s 188: learn: 0.4446367 test: 0.4470633 best: 0.4470633 (188) total: 25.2s remaining: 1m 31s 189: learn: 0.4444911 test: 0.4469454 best: 0.4469454 (189) total: 25.4s remaining: 1m 31s 190: learn: 0.4440173 test: 0.4464353 best: 0.4464353 (190) total: 25.5s remaining: 1m 31s 191: learn: 0.4439530 test: 0.4463928 best: 0.4463928 (191) total: 25.6s remaining: 1m 30s 192: learn: 0.4436839 test: 0.4461240 best: 0.4461240 (192) total: 25.7s remaining: 1m 30s 193: learn: 0.4435843 test: 0.4460219 best: 0.4460219 (193) total: 25.8s remaining: 1m 30s 194: learn: 0.4434894 test: 0.4459262 best: 0.4459262 (194) total: 25.9s remaining: 1m 30s 195: learn: 0.4433760 test: 0.4458528 best: 0.4458528 (195) total: 26.1s remaining: 1m 30s 196: learn: 0.4432969 test: 0.4457873 best: 0.4457873 (196) total: 26.3s remaining: 1m 30s 197: learn: 0.4431302 test: 0.4456364 best: 0.4456364 (197) total: 26.3s remaining: 1m 30s 198: learn: 0.4429544 test: 0.4454741 best: 0.4454741 (198) total: 26.5s remaining: 1m 30s 199: learn: 0.4428983 test: 0.4454238 best: 0.4454238 (199) total: 26.6s remaining: 1m 29s 200: learn: 0.4427445 test: 0.4452819 best: 0.4452819 (200) total: 26.7s remaining: 1m 29s 201: learn: 0.4426577 test: 0.4451992 best: 0.4451992 (201) total: 26.9s remaining: 1m 29s 202: learn: 0.4425293 test: 0.4451204 best: 0.4451204 (202) total: 27s remaining: 1m 29s 203: learn: 0.4423312 test: 0.4449275 best: 0.4449275 (203) total: 27.2s remaining: 1m 29s 204: learn: 0.4420900 test: 0.4447226 best: 0.4447226 (204) total: 27.3s remaining: 1m 29s 205: learn: 0.4420422 test: 0.4446815 best: 0.4446815 (205) total: 27.4s remaining: 1m 29s 206: learn: 0.4419737 test: 0.4446092 best: 0.4446092 (206) total: 27.5s remaining: 1m 28s 207: learn: 0.4418186 test: 0.4444774 best: 0.4444774 (207) total: 27.6s remaining: 1m 28s 208: learn: 0.4415916 test: 0.4442568 best: 0.4442568 (208) total: 27.8s remaining: 1m 28s 209: learn: 0.4412722 test: 0.4439831 best: 0.4439831 (209) total: 27.9s remaining: 1m 28s 210: learn: 0.4408148 test: 0.4435651 best: 0.4435651 (210) total: 28s remaining: 1m 28s 211: learn: 0.4404581 test: 0.4431820 best: 0.4431820 (211) total: 28.2s remaining: 1m 28s 212: learn: 0.4403298 test: 0.4430512 best: 0.4430512 (212) total: 28.3s remaining: 1m 27s 213: learn: 0.4400222 test: 0.4427442 best: 0.4427442 (213) total: 28.4s remaining: 1m 27s 214: learn: 0.4399404 test: 0.4426701 best: 0.4426701 (214) total: 28.5s remaining: 1m 27s 215: learn: 0.4399250 test: 0.4426534 best: 0.4426534 (215) total: 28.6s remaining: 1m 27s 216: learn: 0.4395923 test: 0.4423153 best: 0.4423153 (216) total: 28.7s remaining: 1m 27s 217: learn: 0.4392713 test: 0.4419781 best: 0.4419781 (217) total: 28.9s remaining: 1m 27s 218: learn: 0.4391229 test: 0.4418309 best: 0.4418309 (218) total: 29s remaining: 1m 26s 219: learn: 0.4390671 test: 0.4417758 best: 0.4417758 (219) total: 29.1s remaining: 1m 26s 220: learn: 0.4390380 test: 0.4417454 best: 0.4417454 (220) total: 29.2s remaining: 1m 26s 221: learn: 0.4389313 test: 0.4416650 best: 0.4416650 (221) total: 29.3s remaining: 1m 26s 222: learn: 0.4387276 test: 0.4415006 best: 0.4415006 (222) total: 29.5s remaining: 1m 26s 223: learn: 0.4386661 test: 0.4414497 best: 0.4414497 (223) total: 29.6s remaining: 1m 26s 224: learn: 0.4382934 test: 0.4410882 best: 0.4410882 (224) total: 29.8s remaining: 1m 26s 225: learn: 0.4379630 test: 0.4408680 best: 0.4408680 (225) total: 29.9s remaining: 1m 25s 226: learn: 0.4378668 test: 0.4407793 best: 0.4407793 (226) total: 30.1s remaining: 1m 25s 227: learn: 0.4378189 test: 0.4407455 best: 0.4407455 (227) total: 30.2s remaining: 1m 25s 228: learn: 0.4377983 test: 0.4407246 best: 0.4407246 (228) total: 30.3s remaining: 1m 25s 229: learn: 0.4375733 test: 0.4405255 best: 0.4405255 (229) total: 30.4s remaining: 1m 25s 230: learn: 0.4375576 test: 0.4405150 best: 0.4405150 (230) total: 30.5s remaining: 1m 24s 231: learn: 0.4375430 test: 0.4404996 best: 0.4404996 (231) total: 30.5s remaining: 1m 24s 232: learn: 0.4374939 test: 0.4404792 best: 0.4404792 (232) total: 30.6s remaining: 1m 24s 233: learn: 0.4374571 test: 0.4404476 best: 0.4404476 (233) total: 30.7s remaining: 1m 24s 234: learn: 0.4372469 test: 0.4402183 best: 0.4402183 (234) total: 30.8s remaining: 1m 23s 235: learn: 0.4372371 test: 0.4402197 best: 0.4402183 (234) total: 30.9s remaining: 1m 23s 236: learn: 0.4368990 test: 0.4399145 best: 0.4399145 (236) total: 31.1s remaining: 1m 23s 237: learn: 0.4367110 test: 0.4397546 best: 0.4397546 (237) total: 31.3s remaining: 1m 23s 238: learn: 0.4366909 test: 0.4397389 best: 0.4397389 (238) total: 31.3s remaining: 1m 23s 239: learn: 0.4365145 test: 0.4395727 best: 0.4395727 (239) total: 31.5s remaining: 1m 23s 240: learn: 0.4364920 test: 0.4395593 best: 0.4395593 (240) total: 31.6s remaining: 1m 23s 241: learn: 0.4362034 test: 0.4392666 best: 0.4392666 (241) total: 31.7s remaining: 1m 23s 242: learn: 0.4361541 test: 0.4392112 best: 0.4392112 (242) total: 31.8s remaining: 1m 22s 243: learn: 0.4360954 test: 0.4391772 best: 0.4391772 (243) total: 31.9s remaining: 1m 22s 244: learn: 0.4360880 test: 0.4391693 best: 0.4391693 (244) total: 31.9s remaining: 1m 21s 245: learn: 0.4359575 test: 0.4390475 best: 0.4390475 (245) total: 32s remaining: 1m 21s 246: learn: 0.4358610 test: 0.4389673 best: 0.4389673 (246) total: 32.1s remaining: 1m 21s 247: learn: 0.4358295 test: 0.4389371 best: 0.4389371 (247) total: 32.2s remaining: 1m 21s 248: learn: 0.4358219 test: 0.4389320 best: 0.4389320 (248) total: 32.3s remaining: 1m 21s 249: learn: 0.4355658 test: 0.4386877 best: 0.4386877 (249) total: 32.5s remaining: 1m 21s 250: learn: 0.4354720 test: 0.4385955 best: 0.4385955 (250) total: 32.7s remaining: 1m 21s 251: learn: 0.4354495 test: 0.4385749 best: 0.4385749 (251) total: 32.8s remaining: 1m 21s 252: learn: 0.4351079 test: 0.4382716 best: 0.4382716 (252) total: 33s remaining: 1m 21s 253: learn: 0.4350333 test: 0.4382152 best: 0.4382152 (253) total: 33.3s remaining: 1m 21s 254: learn: 0.4350017 test: 0.4381981 best: 0.4381981 (254) total: 33.5s remaining: 1m 21s 255: learn: 0.4346201 test: 0.4378452 best: 0.4378452 (255) total: 33.7s remaining: 1m 21s 256: learn: 0.4345749 test: 0.4378038 best: 0.4378038 (256) total: 33.8s remaining: 1m 21s 257: learn: 0.4345606 test: 0.4377896 best: 0.4377896 (257) total: 34s remaining: 1m 21s 258: learn: 0.4344957 test: 0.4377289 best: 0.4377289 (258) total: 34.1s remaining: 1m 21s 259: learn: 0.4344874 test: 0.4377218 best: 0.4377218 (259) total: 34.2s remaining: 1m 20s 260: learn: 0.4344706 test: 0.4377104 best: 0.4377104 (260) total: 34.2s remaining: 1m 20s 261: learn: 0.4343418 test: 0.4376176 best: 0.4376176 (261) total: 34.3s remaining: 1m 20s 262: learn: 0.4343078 test: 0.4375841 best: 0.4375841 (262) total: 34.5s remaining: 1m 20s 263: learn: 0.4342980 test: 0.4375743 best: 0.4375743 (263) total: 34.5s remaining: 1m 19s 264: learn: 0.4342886 test: 0.4375663 best: 0.4375663 (264) total: 34.5s remaining: 1m 19s 265: learn: 0.4341639 test: 0.4374682 best: 0.4374682 (265) total: 34.7s remaining: 1m 19s 266: learn: 0.4340754 test: 0.4374138 best: 0.4374138 (266) total: 34.8s remaining: 1m 19s 267: learn: 0.4339030 test: 0.4372595 best: 0.4372595 (267) total: 35s remaining: 1m 19s 268: learn: 0.4338700 test: 0.4372243 best: 0.4372243 (268) total: 35.1s remaining: 1m 19s 269: learn: 0.4338493 test: 0.4372229 best: 0.4372229 (269) total: 35.2s remaining: 1m 18s 270: learn: 0.4338423 test: 0.4372165 best: 0.4372165 (270) total: 35.3s remaining: 1m 18s 271: learn: 0.4338238 test: 0.4372046 best: 0.4372046 (271) total: 35.4s remaining: 1m 18s 272: learn: 0.4336923 test: 0.4371066 best: 0.4371066 (272) total: 35.6s remaining: 1m 18s 273: learn: 0.4336834 test: 0.4371078 best: 0.4371066 (272) total: 35.7s remaining: 1m 18s 274: learn: 0.4336629 test: 0.4371048 best: 0.4371048 (274) total: 35.8s remaining: 1m 18s 275: learn: 0.4336614 test: 0.4371064 best: 0.4371048 (274) total: 35.8s remaining: 1m 17s 276: learn: 0.4336612 test: 0.4371062 best: 0.4371048 (274) total: 35.8s remaining: 1m 17s 277: learn: 0.4335813 test: 0.4370451 best: 0.4370451 (277) total: 35.9s remaining: 1m 17s 278: learn: 0.4335533 test: 0.4370195 best: 0.4370195 (278) total: 36.1s remaining: 1m 17s 279: learn: 0.4335173 test: 0.4369770 best: 0.4369770 (279) total: 36.3s remaining: 1m 17s 280: learn: 0.4334563 test: 0.4369311 best: 0.4369311 (280) total: 36.4s remaining: 1m 16s 281: learn: 0.4334414 test: 0.4369186 best: 0.4369186 (281) total: 36.4s remaining: 1m 16s 282: learn: 0.4333432 test: 0.4368388 best: 0.4368388 (282) total: 36.6s remaining: 1m 16s 283: learn: 0.4333420 test: 0.4368403 best: 0.4368388 (282) total: 36.6s remaining: 1m 16s 284: learn: 0.4331347 test: 0.4366527 best: 0.4366527 (284) total: 36.8s remaining: 1m 16s 285: learn: 0.4330965 test: 0.4366198 best: 0.4366198 (285) total: 37s remaining: 1m 16s 286: learn: 0.4330406 test: 0.4365684 best: 0.4365684 (286) total: 37.1s remaining: 1m 16s 287: learn: 0.4327635 test: 0.4363393 best: 0.4363393 (287) total: 37.3s remaining: 1m 15s 288: learn: 0.4326642 test: 0.4362329 best: 0.4362329 (288) total: 37.4s remaining: 1m 15s 289: learn: 0.4326569 test: 0.4362352 best: 0.4362329 (288) total: 37.5s remaining: 1m 15s 290: learn: 0.4324870 test: 0.4361044 best: 0.4361044 (290) total: 37.6s remaining: 1m 15s 291: learn: 0.4322709 test: 0.4359164 best: 0.4359164 (291) total: 37.8s remaining: 1m 15s 292: learn: 0.4322581 test: 0.4359179 best: 0.4359164 (291) total: 37.9s remaining: 1m 15s 293: learn: 0.4320857 test: 0.4358136 best: 0.4358136 (293) total: 38s remaining: 1m 15s 294: learn: 0.4320631 test: 0.4358055 best: 0.4358055 (294) total: 38.1s remaining: 1m 14s 295: learn: 0.4320523 test: 0.4357982 best: 0.4357982 (295) total: 38.1s remaining: 1m 14s 296: learn: 0.4320515 test: 0.4357996 best: 0.4357982 (295) total: 38.2s remaining: 1m 14s 297: learn: 0.4320305 test: 0.4357946 best: 0.4357946 (297) total: 38.2s remaining: 1m 14s 298: learn: 0.4319946 test: 0.4357742 best: 0.4357742 (298) total: 38.4s remaining: 1m 13s 299: learn: 0.4319826 test: 0.4357650 best: 0.4357650 (299) total: 38.5s remaining: 1m 13s 300: learn: 0.4319105 test: 0.4357019 best: 0.4357019 (300) total: 38.7s remaining: 1m 13s 301: learn: 0.4319035 test: 0.4356980 best: 0.4356980 (301) total: 38.7s remaining: 1m 13s 302: learn: 0.4316912 test: 0.4354961 best: 0.4354961 (302) total: 38.9s remaining: 1m 13s 303: learn: 0.4316829 test: 0.4354976 best: 0.4354961 (302) total: 38.9s remaining: 1m 13s 304: learn: 0.4316698 test: 0.4354973 best: 0.4354961 (302) total: 39s remaining: 1m 12s 305: learn: 0.4316479 test: 0.4354837 best: 0.4354837 (305) total: 39.1s remaining: 1m 12s 306: learn: 0.4315596 test: 0.4354261 best: 0.4354261 (306) total: 39.2s remaining: 1m 12s 307: learn: 0.4315569 test: 0.4354229 best: 0.4354229 (307) total: 39.3s remaining: 1m 12s 308: learn: 0.4315097 test: 0.4354039 best: 0.4354039 (308) total: 39.4s remaining: 1m 12s 309: learn: 0.4312868 test: 0.4352159 best: 0.4352159 (309) total: 39.5s remaining: 1m 12s 310: learn: 0.4312690 test: 0.4352151 best: 0.4352151 (310) total: 39.6s remaining: 1m 11s 311: learn: 0.4311602 test: 0.4351189 best: 0.4351189 (311) total: 39.8s remaining: 1m 11s 312: learn: 0.4309309 test: 0.4348897 best: 0.4348897 (312) total: 39.9s remaining: 1m 11s 313: learn: 0.4308282 test: 0.4347961 best: 0.4347961 (313) total: 40.1s remaining: 1m 11s 314: learn: 0.4308213 test: 0.4348015 best: 0.4347961 (313) total: 40.2s remaining: 1m 11s 315: learn: 0.4308179 test: 0.4347992 best: 0.4347961 (313) total: 40.2s remaining: 1m 11s 316: learn: 0.4307409 test: 0.4347437 best: 0.4347437 (316) total: 40.4s remaining: 1m 11s 317: learn: 0.4307384 test: 0.4347395 best: 0.4347395 (317) total: 40.4s remaining: 1m 10s 318: learn: 0.4307349 test: 0.4347408 best: 0.4347395 (317) total: 40.4s remaining: 1m 10s 319: learn: 0.4307275 test: 0.4347351 best: 0.4347351 (319) total: 40.5s remaining: 1m 10s 320: learn: 0.4307202 test: 0.4347344 best: 0.4347344 (320) total: 40.5s remaining: 1m 9s 321: learn: 0.4306980 test: 0.4347091 best: 0.4347091 (321) total: 40.7s remaining: 1m 9s 322: learn: 0.4305310 test: 0.4345317 best: 0.4345317 (322) total: 40.8s remaining: 1m 9s 323: learn: 0.4305082 test: 0.4345054 best: 0.4345054 (323) total: 40.9s remaining: 1m 9s 324: learn: 0.4304889 test: 0.4345007 best: 0.4345007 (324) total: 41s remaining: 1m 9s 325: learn: 0.4304885 test: 0.4345004 best: 0.4345004 (325) total: 41s remaining: 1m 9s 326: learn: 0.4304814 test: 0.4345023 best: 0.4345004 (325) total: 41s remaining: 1m 8s 327: learn: 0.4304204 test: 0.4344504 best: 0.4344504 (327) total: 41.2s remaining: 1m 8s 328: learn: 0.4304147 test: 0.4344524 best: 0.4344504 (327) total: 41.2s remaining: 1m 8s 329: learn: 0.4304144 test: 0.4344521 best: 0.4344504 (327) total: 41.3s remaining: 1m 8s 330: learn: 0.4303554 test: 0.4343964 best: 0.4343964 (330) total: 41.4s remaining: 1m 8s 331: learn: 0.4303021 test: 0.4343745 best: 0.4343745 (331) total: 41.5s remaining: 1m 7s 332: learn: 0.4302980 test: 0.4343680 best: 0.4343680 (332) total: 41.6s remaining: 1m 7s 333: learn: 0.4302930 test: 0.4343632 best: 0.4343632 (333) total: 41.6s remaining: 1m 7s 334: learn: 0.4301248 test: 0.4342385 best: 0.4342385 (334) total: 41.7s remaining: 1m 7s 335: learn: 0.4301113 test: 0.4342274 best: 0.4342274 (335) total: 41.8s remaining: 1m 7s 336: learn: 0.4299406 test: 0.4340529 best: 0.4340529 (336) total: 41.9s remaining: 1m 6s 337: learn: 0.4299349 test: 0.4340537 best: 0.4340529 (336) total: 42s remaining: 1m 6s 338: learn: 0.4299281 test: 0.4340563 best: 0.4340529 (336) total: 42s remaining: 1m 6s 339: learn: 0.4298844 test: 0.4340296 best: 0.4340296 (339) total: 42.2s remaining: 1m 6s 340: learn: 0.4298508 test: 0.4340156 best: 0.4340156 (340) total: 42.3s remaining: 1m 6s 341: learn: 0.4298429 test: 0.4340109 best: 0.4340109 (341) total: 42.4s remaining: 1m 6s 342: learn: 0.4298213 test: 0.4340014 best: 0.4340014 (342) total: 42.6s remaining: 1m 6s 343: learn: 0.4298086 test: 0.4339930 best: 0.4339930 (343) total: 42.6s remaining: 1m 5s 344: learn: 0.4297963 test: 0.4339933 best: 0.4339930 (343) total: 42.7s remaining: 1m 5s 345: learn: 0.4295141 test: 0.4337643 best: 0.4337643 (345) total: 42.8s remaining: 1m 5s 346: learn: 0.4293272 test: 0.4335648 best: 0.4335648 (346) total: 43s remaining: 1m 5s 347: learn: 0.4293231 test: 0.4335663 best: 0.4335648 (346) total: 43s remaining: 1m 5s 348: learn: 0.4293163 test: 0.4335558 best: 0.4335558 (348) total: 43.2s remaining: 1m 5s 349: learn: 0.4290199 test: 0.4332638 best: 0.4332638 (349) total: 43.4s remaining: 1m 5s 350: learn: 0.4289095 test: 0.4331667 best: 0.4331667 (350) total: 43.5s remaining: 1m 5s 351: learn: 0.4288982 test: 0.4331518 best: 0.4331518 (351) total: 43.6s remaining: 1m 4s 352: learn: 0.4288952 test: 0.4331533 best: 0.4331518 (351) total: 43.7s remaining: 1m 4s 353: learn: 0.4288901 test: 0.4331548 best: 0.4331518 (351) total: 43.8s remaining: 1m 4s 354: learn: 0.4288744 test: 0.4331537 best: 0.4331518 (351) total: 44s remaining: 1m 4s 355: learn: 0.4288511 test: 0.4331411 best: 0.4331411 (355) total: 44.2s remaining: 1m 4s 356: learn: 0.4288415 test: 0.4331456 best: 0.4331411 (355) total: 44.3s remaining: 1m 4s 357: learn: 0.4287359 test: 0.4330779 best: 0.4330779 (357) total: 44.4s remaining: 1m 4s 358: learn: 0.4287318 test: 0.4330719 best: 0.4330719 (358) total: 44.6s remaining: 1m 4s 359: learn: 0.4286132 test: 0.4329876 best: 0.4329876 (359) total: 44.7s remaining: 1m 4s 360: learn: 0.4283899 test: 0.4327444 best: 0.4327444 (360) total: 45s remaining: 1m 4s 361: learn: 0.4283824 test: 0.4327474 best: 0.4327444 (360) total: 45s remaining: 1m 3s 362: learn: 0.4283790 test: 0.4327493 best: 0.4327444 (360) total: 45.1s remaining: 1m 3s 363: learn: 0.4283716 test: 0.4327523 best: 0.4327444 (360) total: 45.2s remaining: 1m 3s 364: learn: 0.4283538 test: 0.4327408 best: 0.4327408 (364) total: 45.3s remaining: 1m 3s 365: learn: 0.4283479 test: 0.4327439 best: 0.4327408 (364) total: 45.4s remaining: 1m 3s 366: learn: 0.4283366 test: 0.4327407 best: 0.4327407 (366) total: 45.4s remaining: 1m 2s 367: learn: 0.4283318 test: 0.4327426 best: 0.4327407 (366) total: 45.5s remaining: 1m 2s 368: learn: 0.4283310 test: 0.4327415 best: 0.4327407 (366) total: 45.5s remaining: 1m 2s 369: learn: 0.4283287 test: 0.4327390 best: 0.4327390 (369) total: 45.5s remaining: 1m 2s 370: learn: 0.4283283 test: 0.4327388 best: 0.4327388 (370) total: 45.6s remaining: 1m 1s 371: learn: 0.4283279 test: 0.4327387 best: 0.4327387 (371) total: 45.6s remaining: 1m 1s 372: learn: 0.4283220 test: 0.4327419 best: 0.4327387 (371) total: 45.7s remaining: 1m 1s 373: learn: 0.4283186 test: 0.4327423 best: 0.4327387 (371) total: 45.7s remaining: 1m 1s 374: learn: 0.4283163 test: 0.4327400 best: 0.4327387 (371) total: 45.8s remaining: 1m 1s 375: learn: 0.4282782 test: 0.4327096 best: 0.4327096 (375) total: 45.9s remaining: 1m 376: learn: 0.4280166 test: 0.4324685 best: 0.4324685 (376) total: 46.1s remaining: 1m 377: learn: 0.4280166 test: 0.4324686 best: 0.4324685 (376) total: 46.1s remaining: 1m 378: learn: 0.4279694 test: 0.4324434 best: 0.4324434 (378) total: 46.3s remaining: 1m 379: learn: 0.4279694 test: 0.4324437 best: 0.4324434 (378) total: 46.3s remaining: 1m 380: learn: 0.4279624 test: 0.4324439 best: 0.4324434 (378) total: 46.4s remaining: 1m 381: learn: 0.4279544 test: 0.4324473 best: 0.4324434 (378) total: 46.5s remaining: 1m 382: learn: 0.4279517 test: 0.4324451 best: 0.4324434 (378) total: 46.6s remaining: 59.8s 383: learn: 0.4279461 test: 0.4324464 best: 0.4324434 (378) total: 46.6s remaining: 59.6s 384: learn: 0.4279331 test: 0.4324500 best: 0.4324434 (378) total: 46.7s remaining: 59.5s 385: learn: 0.4279273 test: 0.4324533 best: 0.4324434 (378) total: 46.8s remaining: 59.3s 386: learn: 0.4279262 test: 0.4324556 best: 0.4324434 (378) total: 46.8s remaining: 59.1s 387: learn: 0.4279225 test: 0.4324581 best: 0.4324434 (378) total: 46.9s remaining: 58.9s 388: learn: 0.4279122 test: 0.4324561 best: 0.4324434 (378) total: 47s remaining: 58.7s 389: learn: 0.4279101 test: 0.4324578 best: 0.4324434 (378) total: 47s remaining: 58.5s 390: learn: 0.4277596 test: 0.4323248 best: 0.4323248 (390) total: 47.1s remaining: 58.4s 391: learn: 0.4274630 test: 0.4320669 best: 0.4320669 (391) total: 47.3s remaining: 58.3s 392: learn: 0.4274438 test: 0.4320491 best: 0.4320491 (392) total: 47.4s remaining: 58.2s 393: learn: 0.4274338 test: 0.4320400 best: 0.4320400 (393) total: 47.6s remaining: 58.1s 394: learn: 0.4274229 test: 0.4320387 best: 0.4320387 (394) total: 47.7s remaining: 58s 395: learn: 0.4274108 test: 0.4320404 best: 0.4320387 (394) total: 47.9s remaining: 57.9s 396: learn: 0.4272241 test: 0.4318349 best: 0.4318349 (396) total: 48.1s remaining: 57.9s 397: learn: 0.4272195 test: 0.4318352 best: 0.4318349 (396) total: 48.1s remaining: 57.7s 398: learn: 0.4272160 test: 0.4318378 best: 0.4318349 (396) total: 48.1s remaining: 57.4s 399: learn: 0.4272102 test: 0.4318416 best: 0.4318349 (396) total: 48.2s remaining: 57.2s 400: learn: 0.4270499 test: 0.4316905 best: 0.4316905 (400) total: 48.3s remaining: 57.1s 401: learn: 0.4270439 test: 0.4316937 best: 0.4316905 (400) total: 48.4s remaining: 56.9s 402: learn: 0.4268474 test: 0.4315254 best: 0.4315254 (402) total: 48.6s remaining: 56.9s 403: learn: 0.4266432 test: 0.4313237 best: 0.4313237 (403) total: 48.7s remaining: 56.8s 404: learn: 0.4266296 test: 0.4313214 best: 0.4313214 (404) total: 48.9s remaining: 56.7s 405: learn: 0.4265810 test: 0.4312861 best: 0.4312861 (405) total: 49.1s remaining: 56.7s 406: learn: 0.4265676 test: 0.4312783 best: 0.4312783 (406) total: 49.3s remaining: 56.7s 407: learn: 0.4265660 test: 0.4312756 best: 0.4312756 (407) total: 49.4s remaining: 56.6s 408: learn: 0.4265588 test: 0.4312806 best: 0.4312756 (407) total: 49.5s remaining: 56.4s 409: learn: 0.4263319 test: 0.4310669 best: 0.4310669 (409) total: 49.6s remaining: 56.3s 410: learn: 0.4260639 test: 0.4307865 best: 0.4307865 (410) total: 49.8s remaining: 56.2s 411: learn: 0.4260588 test: 0.4307830 best: 0.4307830 (411) total: 49.9s remaining: 56.1s 412: learn: 0.4260532 test: 0.4307869 best: 0.4307830 (411) total: 50.1s remaining: 56s 413: learn: 0.4260483 test: 0.4307876 best: 0.4307830 (411) total: 50.2s remaining: 55.9s 414: learn: 0.4260363 test: 0.4307796 best: 0.4307796 (414) total: 50.4s remaining: 55.9s 415: learn: 0.4260301 test: 0.4307781 best: 0.4307781 (415) total: 50.6s remaining: 55.8s 416: learn: 0.4260282 test: 0.4307800 best: 0.4307781 (415) total: 50.6s remaining: 55.6s 417: learn: 0.4260144 test: 0.4307789 best: 0.4307781 (415) total: 50.7s remaining: 55.5s 418: learn: 0.4257349 test: 0.4305478 best: 0.4305478 (418) total: 50.9s remaining: 55.4s 419: learn: 0.4257280 test: 0.4305478 best: 0.4305478 (418) total: 51.1s remaining: 55.3s 420: learn: 0.4257222 test: 0.4305515 best: 0.4305478 (418) total: 51.2s remaining: 55.2s 421: learn: 0.4256977 test: 0.4305282 best: 0.4305282 (421) total: 51.3s remaining: 55.1s 422: learn: 0.4256922 test: 0.4305243 best: 0.4305243 (422) total: 51.4s remaining: 55s 423: learn: 0.4256867 test: 0.4305282 best: 0.4305243 (422) total: 51.5s remaining: 54.8s 424: learn: 0.4254681 test: 0.4303543 best: 0.4303543 (424) total: 51.7s remaining: 54.7s 425: learn: 0.4254638 test: 0.4303543 best: 0.4303543 (425) total: 51.8s remaining: 54.6s 426: learn: 0.4254637 test: 0.4303543 best: 0.4303543 (425) total: 51.8s remaining: 54.4s 427: learn: 0.4254372 test: 0.4303521 best: 0.4303521 (427) total: 52s remaining: 54.3s 428: learn: 0.4254311 test: 0.4303547 best: 0.4303521 (427) total: 52.1s remaining: 54.2s 429: learn: 0.4254211 test: 0.4303603 best: 0.4303521 (427) total: 52.3s remaining: 54.1s 430: learn: 0.4254162 test: 0.4303645 best: 0.4303521 (427) total: 52.4s remaining: 54s 431: learn: 0.4254117 test: 0.4303640 best: 0.4303521 (427) total: 52.5s remaining: 53.9s 432: learn: 0.4254058 test: 0.4303681 best: 0.4303521 (427) total: 52.7s remaining: 53.8s 433: learn: 0.4253992 test: 0.4303626 best: 0.4303521 (427) total: 52.8s remaining: 53.7s 434: learn: 0.4253932 test: 0.4303598 best: 0.4303521 (427) total: 53s remaining: 53.6s 435: learn: 0.4253865 test: 0.4303551 best: 0.4303521 (427) total: 53.1s remaining: 53.5s 436: learn: 0.4253814 test: 0.4303593 best: 0.4303521 (427) total: 53.3s remaining: 53.4s 437: learn: 0.4253759 test: 0.4303636 best: 0.4303521 (427) total: 53.4s remaining: 53.3s 438: learn: 0.4252123 test: 0.4302575 best: 0.4302575 (438) total: 53.6s remaining: 53.2s 439: learn: 0.4252065 test: 0.4302597 best: 0.4302575 (438) total: 53.7s remaining: 53.1s 440: learn: 0.4251506 test: 0.4302202 best: 0.4302202 (440) total: 53.8s remaining: 53s 441: learn: 0.4249254 test: 0.4299845 best: 0.4299845 (441) total: 54s remaining: 52.9s 442: learn: 0.4249164 test: 0.4299804 best: 0.4299804 (442) total: 54.1s remaining: 52.8s 443: learn: 0.4249154 test: 0.4299793 best: 0.4299793 (443) total: 54.2s remaining: 52.6s 444: learn: 0.4248987 test: 0.4299732 best: 0.4299732 (444) total: 54.4s remaining: 52.5s 445: learn: 0.4248983 test: 0.4299733 best: 0.4299732 (444) total: 54.4s remaining: 52.3s 446: learn: 0.4248962 test: 0.4299759 best: 0.4299732 (444) total: 54.6s remaining: 52.3s 447: learn: 0.4247918 test: 0.4299213 best: 0.4299213 (447) total: 54.7s remaining: 52.1s 448: learn: 0.4247863 test: 0.4299248 best: 0.4299213 (447) total: 54.9s remaining: 52s 449: learn: 0.4247821 test: 0.4299292 best: 0.4299213 (447) total: 55s remaining: 51.9s 450: learn: 0.4247816 test: 0.4299283 best: 0.4299213 (447) total: 55s remaining: 51.7s 451: learn: 0.4247761 test: 0.4299319 best: 0.4299213 (447) total: 55.1s remaining: 51.6s 452: learn: 0.4247717 test: 0.4299363 best: 0.4299213 (447) total: 55.1s remaining: 51.4s 453: learn: 0.4247691 test: 0.4299391 best: 0.4299213 (447) total: 55.2s remaining: 51.2s 454: learn: 0.4247686 test: 0.4299381 best: 0.4299213 (447) total: 55.2s remaining: 51s 455: learn: 0.4244773 test: 0.4296379 best: 0.4296379 (455) total: 55.3s remaining: 50.9s 456: learn: 0.4244724 test: 0.4296398 best: 0.4296379 (455) total: 55.5s remaining: 50.8s 457: learn: 0.4244639 test: 0.4296382 best: 0.4296379 (455) total: 55.7s remaining: 50.7s 458: learn: 0.4244615 test: 0.4296382 best: 0.4296379 (455) total: 55.8s remaining: 50.6s 459: learn: 0.4244547 test: 0.4296452 best: 0.4296379 (455) total: 55.9s remaining: 50.5s 460: learn: 0.4244506 test: 0.4296498 best: 0.4296379 (455) total: 56.1s remaining: 50.4s 461: learn: 0.4243667 test: 0.4295983 best: 0.4295983 (461) total: 56.2s remaining: 50.3s 462: learn: 0.4243315 test: 0.4295779 best: 0.4295779 (462) total: 56.4s remaining: 50.2s 463: learn: 0.4243231 test: 0.4295805 best: 0.4295779 (462) total: 56.5s remaining: 50.1s 464: learn: 0.4243158 test: 0.4295823 best: 0.4295779 (462) total: 56.7s remaining: 50s 465: learn: 0.4243068 test: 0.4295831 best: 0.4295779 (462) total: 56.8s remaining: 49.9s 466: learn: 0.4242895 test: 0.4295825 best: 0.4295779 (462) total: 57s remaining: 49.8s 467: learn: 0.4242839 test: 0.4295871 best: 0.4295779 (462) total: 57.2s remaining: 49.8s 468: learn: 0.4241407 test: 0.4294709 best: 0.4294709 (468) total: 57.4s remaining: 49.7s 469: learn: 0.4241398 test: 0.4294699 best: 0.4294699 (469) total: 57.5s remaining: 49.6s 470: learn: 0.4239154 test: 0.4292675 best: 0.4292675 (470) total: 57.7s remaining: 49.5s 471: learn: 0.4239128 test: 0.4292656 best: 0.4292656 (471) total: 57.9s remaining: 49.4s 472: learn: 0.4238276 test: 0.4292003 best: 0.4292003 (472) total: 58.1s remaining: 49.4s 473: learn: 0.4236295 test: 0.4290085 best: 0.4290085 (473) total: 58.3s remaining: 49.3s 474: learn: 0.4236265 test: 0.4290078 best: 0.4290078 (474) total: 58.5s remaining: 49.3s 475: learn: 0.4236055 test: 0.4290001 best: 0.4290001 (475) total: 58.7s remaining: 49.2s 476: learn: 0.4236030 test: 0.4290032 best: 0.4290001 (475) total: 59s remaining: 49.2s 477: learn: 0.4235947 test: 0.4290035 best: 0.4290001 (475) total: 59.2s remaining: 49.2s 478: learn: 0.4235838 test: 0.4290058 best: 0.4290001 (475) total: 59.4s remaining: 49.1s 479: learn: 0.4235784 test: 0.4290090 best: 0.4290001 (475) total: 59.6s remaining: 49.1s 480: learn: 0.4233881 test: 0.4288227 best: 0.4288227 (480) total: 59.9s remaining: 49.1s 481: learn: 0.4233825 test: 0.4288289 best: 0.4288227 (480) total: 1m remaining: 49s 482: learn: 0.4233804 test: 0.4288316 best: 0.4288227 (480) total: 1m remaining: 48.9s 483: learn: 0.4233749 test: 0.4288348 best: 0.4288227 (480) total: 1m remaining: 48.8s 484: learn: 0.4233646 test: 0.4288294 best: 0.4288227 (480) total: 1m remaining: 48.7s 485: learn: 0.4233609 test: 0.4288341 best: 0.4288227 (480) total: 1m remaining: 48.6s 486: learn: 0.4233583 test: 0.4288374 best: 0.4288227 (480) total: 1m remaining: 48.5s 487: learn: 0.4233335 test: 0.4288120 best: 0.4288120 (487) total: 1m 1s remaining: 48.4s 488: learn: 0.4233113 test: 0.4287907 best: 0.4287907 (488) total: 1m 1s remaining: 48.3s 489: learn: 0.4233072 test: 0.4287951 best: 0.4287907 (488) total: 1m 1s remaining: 48.2s 490: learn: 0.4233025 test: 0.4287939 best: 0.4287907 (488) total: 1m 1s remaining: 48.2s 491: learn: 0.4232847 test: 0.4287981 best: 0.4287907 (488) total: 1m 1s remaining: 48.1s 492: learn: 0.4232813 test: 0.4287971 best: 0.4287907 (488) total: 1m 1s remaining: 48s 493: learn: 0.4232728 test: 0.4287932 best: 0.4287907 (488) total: 1m 2s remaining: 47.9s 494: learn: 0.4232698 test: 0.4287926 best: 0.4287907 (488) total: 1m 2s remaining: 47.7s 495: learn: 0.4232662 test: 0.4287941 best: 0.4287907 (488) total: 1m 2s remaining: 47.6s 496: learn: 0.4232630 test: 0.4287981 best: 0.4287907 (488) total: 1m 2s remaining: 47.5s 497: learn: 0.4232577 test: 0.4288020 best: 0.4287907 (488) total: 1m 2s remaining: 47.4s 498: learn: 0.4231214 test: 0.4287338 best: 0.4287338 (498) total: 1m 2s remaining: 47.3s 499: learn: 0.4231159 test: 0.4287293 best: 0.4287293 (499) total: 1m 2s remaining: 47.2s 500: learn: 0.4230671 test: 0.4287091 best: 0.4287091 (500) total: 1m 3s remaining: 47.1s 501: learn: 0.4230637 test: 0.4287138 best: 0.4287091 (500) total: 1m 3s remaining: 47s 502: learn: 0.4229312 test: 0.4286327 best: 0.4286327 (502) total: 1m 3s remaining: 46.9s 503: learn: 0.4229287 test: 0.4286320 best: 0.4286320 (503) total: 1m 3s remaining: 46.8s 504: learn: 0.4228770 test: 0.4286183 best: 0.4286183 (504) total: 1m 3s remaining: 46.7s 505: learn: 0.4228690 test: 0.4286209 best: 0.4286183 (504) total: 1m 3s remaining: 46.6s 506: learn: 0.4228659 test: 0.4286256 best: 0.4286183 (504) total: 1m 4s remaining: 46.5s 507: learn: 0.4228612 test: 0.4286318 best: 0.4286183 (504) total: 1m 4s remaining: 46.4s 508: learn: 0.4228370 test: 0.4286149 best: 0.4286149 (508) total: 1m 4s remaining: 46.3s 509: learn: 0.4228348 test: 0.4286203 best: 0.4286149 (508) total: 1m 4s remaining: 46.1s 510: learn: 0.4228291 test: 0.4286186 best: 0.4286149 (508) total: 1m 4s remaining: 46s 511: learn: 0.4226507 test: 0.4284710 best: 0.4284710 (511) total: 1m 4s remaining: 46s 512: learn: 0.4226443 test: 0.4284766 best: 0.4284710 (511) total: 1m 5s remaining: 45.9s 513: learn: 0.4226388 test: 0.4284815 best: 0.4284710 (511) total: 1m 5s remaining: 45.8s 514: learn: 0.4226311 test: 0.4284800 best: 0.4284710 (511) total: 1m 5s remaining: 45.7s 515: learn: 0.4226277 test: 0.4284799 best: 0.4284710 (511) total: 1m 5s remaining: 45.5s 516: learn: 0.4226241 test: 0.4284780 best: 0.4284710 (511) total: 1m 5s remaining: 45.4s 517: learn: 0.4226075 test: 0.4284720 best: 0.4284710 (511) total: 1m 5s remaining: 45.3s 518: learn: 0.4224181 test: 0.4282215 best: 0.4282215 (518) total: 1m 5s remaining: 45.2s 519: learn: 0.4224140 test: 0.4282149 best: 0.4282149 (519) total: 1m 6s remaining: 45.1s 520: learn: 0.4224082 test: 0.4282097 best: 0.4282097 (520) total: 1m 6s remaining: 45s 521: learn: 0.4224009 test: 0.4281934 best: 0.4281934 (521) total: 1m 6s remaining: 44.9s 522: learn: 0.4224003 test: 0.4281933 best: 0.4281933 (522) total: 1m 6s remaining: 44.8s 523: learn: 0.4223991 test: 0.4281929 best: 0.4281929 (523) total: 1m 6s remaining: 44.7s 524: learn: 0.4223957 test: 0.4281955 best: 0.4281929 (523) total: 1m 6s remaining: 44.5s 525: learn: 0.4223940 test: 0.4281985 best: 0.4281929 (523) total: 1m 6s remaining: 44.4s 526: learn: 0.4223928 test: 0.4281982 best: 0.4281929 (523) total: 1m 7s remaining: 44.3s 527: learn: 0.4222028 test: 0.4280303 best: 0.4280303 (527) total: 1m 7s remaining: 44.2s 528: learn: 0.4221995 test: 0.4280382 best: 0.4280303 (527) total: 1m 7s remaining: 44.1s 529: learn: 0.4221920 test: 0.4280340 best: 0.4280303 (527) total: 1m 7s remaining: 44s 530: learn: 0.4221760 test: 0.4280312 best: 0.4280303 (527) total: 1m 7s remaining: 43.9s 531: learn: 0.4221723 test: 0.4280337 best: 0.4280303 (527) total: 1m 7s remaining: 43.7s 532: learn: 0.4221647 test: 0.4280308 best: 0.4280303 (527) total: 1m 7s remaining: 43.6s 533: learn: 0.4221597 test: 0.4280289 best: 0.4280289 (533) total: 1m 8s remaining: 43.5s 534: learn: 0.4221378 test: 0.4280147 best: 0.4280147 (534) total: 1m 8s remaining: 43.4s 535: learn: 0.4221346 test: 0.4280190 best: 0.4280147 (534) total: 1m 8s remaining: 43.3s 536: learn: 0.4221314 test: 0.4280236 best: 0.4280147 (534) total: 1m 8s remaining: 43.2s 537: learn: 0.4220896 test: 0.4279746 best: 0.4279746 (537) total: 1m 8s remaining: 43.1s 538: learn: 0.4220893 test: 0.4279740 best: 0.4279740 (538) total: 1m 8s remaining: 42.9s 539: learn: 0.4220752 test: 0.4279694 best: 0.4279694 (539) total: 1m 8s remaining: 42.8s 540: learn: 0.4220713 test: 0.4279721 best: 0.4279694 (539) total: 1m 9s remaining: 42.7s 541: learn: 0.4220672 test: 0.4279748 best: 0.4279694 (539) total: 1m 9s remaining: 42.5s 542: learn: 0.4220632 test: 0.4279770 best: 0.4279694 (539) total: 1m 9s remaining: 42.4s 543: learn: 0.4220569 test: 0.4279767 best: 0.4279694 (539) total: 1m 9s remaining: 42.3s 544: learn: 0.4220547 test: 0.4279791 best: 0.4279694 (539) total: 1m 9s remaining: 42.2s 545: learn: 0.4218762 test: 0.4278325 best: 0.4278325 (545) total: 1m 9s remaining: 42s 546: learn: 0.4218703 test: 0.4278329 best: 0.4278325 (545) total: 1m 9s remaining: 41.9s 547: learn: 0.4218642 test: 0.4278407 best: 0.4278325 (545) total: 1m 10s remaining: 41.8s 548: learn: 0.4218570 test: 0.4278250 best: 0.4278250 (548) total: 1m 10s remaining: 41.7s 549: learn: 0.4218544 test: 0.4278298 best: 0.4278250 (548) total: 1m 10s remaining: 41.6s 550: learn: 0.4218423 test: 0.4278328 best: 0.4278250 (548) total: 1m 10s remaining: 41.5s 551: learn: 0.4217623 test: 0.4277523 best: 0.4277523 (551) total: 1m 10s remaining: 41.3s 552: learn: 0.4217614 test: 0.4277519 best: 0.4277519 (552) total: 1m 10s remaining: 41.2s 553: learn: 0.4217584 test: 0.4277514 best: 0.4277514 (553) total: 1m 10s remaining: 41.1s 554: learn: 0.4217566 test: 0.4277552 best: 0.4277514 (553) total: 1m 11s remaining: 41s 555: learn: 0.4217563 test: 0.4277547 best: 0.4277514 (553) total: 1m 11s remaining: 40.9s 556: learn: 0.4216366 test: 0.4276041 best: 0.4276041 (556) total: 1m 11s remaining: 40.8s 557: learn: 0.4216337 test: 0.4276071 best: 0.4276041 (556) total: 1m 11s remaining: 40.7s 558: learn: 0.4214706 test: 0.4274568 best: 0.4274568 (558) total: 1m 11s remaining: 40.5s 559: learn: 0.4214686 test: 0.4274597 best: 0.4274568 (558) total: 1m 11s remaining: 40.4s 560: learn: 0.4214488 test: 0.4274451 best: 0.4274451 (560) total: 1m 12s remaining: 40.3s 561: learn: 0.4212893 test: 0.4273006 best: 0.4273006 (561) total: 1m 12s remaining: 40.2s 562: learn: 0.4212834 test: 0.4273028 best: 0.4273006 (561) total: 1m 12s remaining: 40.1s 563: learn: 0.4211198 test: 0.4272067 best: 0.4272067 (563) total: 1m 12s remaining: 40s 564: learn: 0.4211153 test: 0.4272045 best: 0.4272045 (564) total: 1m 12s remaining: 39.9s 565: learn: 0.4211148 test: 0.4272055 best: 0.4272045 (564) total: 1m 12s remaining: 39.8s 566: learn: 0.4209724 test: 0.4270675 best: 0.4270675 (566) total: 1m 13s remaining: 39.7s 567: learn: 0.4209704 test: 0.4270698 best: 0.4270675 (566) total: 1m 13s remaining: 39.6s 568: learn: 0.4209689 test: 0.4270731 best: 0.4270675 (566) total: 1m 13s remaining: 39.5s 569: learn: 0.4209667 test: 0.4270779 best: 0.4270675 (566) total: 1m 13s remaining: 39.4s 570: learn: 0.4209648 test: 0.4270808 best: 0.4270675 (566) total: 1m 13s remaining: 39.3s 571: learn: 0.4209523 test: 0.4270849 best: 0.4270675 (566) total: 1m 13s remaining: 39.2s 572: learn: 0.4209480 test: 0.4270824 best: 0.4270675 (566) total: 1m 14s remaining: 39.1s 573: learn: 0.4209463 test: 0.4270859 best: 0.4270675 (566) total: 1m 14s remaining: 39s 574: learn: 0.4209395 test: 0.4270697 best: 0.4270675 (566) total: 1m 14s remaining: 38.9s 575: learn: 0.4209384 test: 0.4270727 best: 0.4270675 (566) total: 1m 14s remaining: 38.8s 576: learn: 0.4209360 test: 0.4270751 best: 0.4270675 (566) total: 1m 14s remaining: 38.6s 577: learn: 0.4209331 test: 0.4270797 best: 0.4270675 (566) total: 1m 14s remaining: 38.5s 578: learn: 0.4209257 test: 0.4270762 best: 0.4270675 (566) total: 1m 15s remaining: 38.4s 579: learn: 0.4209231 test: 0.4270742 best: 0.4270675 (566) total: 1m 15s remaining: 38.3s 580: learn: 0.4209214 test: 0.4270780 best: 0.4270675 (566) total: 1m 15s remaining: 38.2s 581: learn: 0.4208115 test: 0.4269762 best: 0.4269762 (581) total: 1m 15s remaining: 38.1s 582: learn: 0.4208093 test: 0.4269801 best: 0.4269762 (581) total: 1m 15s remaining: 38s 583: learn: 0.4208082 test: 0.4269834 best: 0.4269762 (581) total: 1m 15s remaining: 37.8s 584: learn: 0.4207149 test: 0.4268878 best: 0.4268878 (584) total: 1m 16s remaining: 37.7s 585: learn: 0.4206908 test: 0.4268745 best: 0.4268745 (585) total: 1m 16s remaining: 37.6s 586: learn: 0.4205799 test: 0.4268363 best: 0.4268363 (586) total: 1m 16s remaining: 37.5s 587: learn: 0.4205643 test: 0.4268249 best: 0.4268249 (587) total: 1m 16s remaining: 37.4s 588: learn: 0.4205631 test: 0.4268248 best: 0.4268248 (588) total: 1m 16s remaining: 37.3s 589: learn: 0.4205221 test: 0.4267985 best: 0.4267985 (589) total: 1m 16s remaining: 37.1s 590: learn: 0.4203253 test: 0.4266766 best: 0.4266766 (590) total: 1m 17s remaining: 37s 591: learn: 0.4203219 test: 0.4266814 best: 0.4266766 (590) total: 1m 17s remaining: 36.9s 592: learn: 0.4203196 test: 0.4266848 best: 0.4266766 (590) total: 1m 17s remaining: 36.8s 593: learn: 0.4202544 test: 0.4266279 best: 0.4266279 (593) total: 1m 17s remaining: 36.7s 594: learn: 0.4202348 test: 0.4266274 best: 0.4266274 (594) total: 1m 17s remaining: 36.6s 595: learn: 0.4202244 test: 0.4266246 best: 0.4266246 (595) total: 1m 17s remaining: 36.5s 596: learn: 0.4202240 test: 0.4266242 best: 0.4266242 (596) total: 1m 18s remaining: 36.3s 597: learn: 0.4202189 test: 0.4266286 best: 0.4266242 (596) total: 1m 18s remaining: 36.2s 598: learn: 0.4202157 test: 0.4266312 best: 0.4266242 (596) total: 1m 18s remaining: 36.1s 599: learn: 0.4200917 test: 0.4264976 best: 0.4264976 (599) total: 1m 18s remaining: 36s 600: learn: 0.4200912 test: 0.4264971 best: 0.4264971 (600) total: 1m 18s remaining: 35.9s 601: learn: 0.4200890 test: 0.4265018 best: 0.4264971 (600) total: 1m 18s remaining: 35.7s 602: learn: 0.4200576 test: 0.4264958 best: 0.4264958 (602) total: 1m 18s remaining: 35.6s 603: learn: 0.4200462 test: 0.4264895 best: 0.4264895 (603) total: 1m 19s remaining: 35.5s 604: learn: 0.4200433 test: 0.4264935 best: 0.4264895 (603) total: 1m 19s remaining: 35.4s 605: learn: 0.4200394 test: 0.4264963 best: 0.4264895 (603) total: 1m 19s remaining: 35.2s 606: learn: 0.4200351 test: 0.4264925 best: 0.4264895 (603) total: 1m 19s remaining: 35.1s 607: learn: 0.4200258 test: 0.4264845 best: 0.4264845 (607) total: 1m 19s remaining: 35s 608: learn: 0.4200194 test: 0.4264902 best: 0.4264845 (607) total: 1m 19s remaining: 34.9s 609: learn: 0.4200185 test: 0.4264899 best: 0.4264845 (607) total: 1m 19s remaining: 34.8s 610: learn: 0.4200177 test: 0.4264895 best: 0.4264845 (607) total: 1m 20s remaining: 34.6s 611: learn: 0.4200030 test: 0.4264943 best: 0.4264845 (607) total: 1m 20s remaining: 34.5s 612: learn: 0.4200014 test: 0.4264945 best: 0.4264845 (607) total: 1m 20s remaining: 34.4s 613: learn: 0.4199882 test: 0.4264961 best: 0.4264845 (607) total: 1m 20s remaining: 34.3s 614: learn: 0.4199854 test: 0.4265028 best: 0.4264845 (607) total: 1m 20s remaining: 34.2s 615: learn: 0.4199664 test: 0.4264863 best: 0.4264845 (607) total: 1m 21s remaining: 34.1s 616: learn: 0.4199654 test: 0.4264895 best: 0.4264845 (607) total: 1m 21s remaining: 34s 617: learn: 0.4199529 test: 0.4264832 best: 0.4264832 (617) total: 1m 21s remaining: 33.9s 618: learn: 0.4198773 test: 0.4264357 best: 0.4264357 (618) total: 1m 21s remaining: 33.7s 619: learn: 0.4198762 test: 0.4264388 best: 0.4264357 (618) total: 1m 21s remaining: 33.6s 620: learn: 0.4198720 test: 0.4264381 best: 0.4264357 (618) total: 1m 21s remaining: 33.5s 621: learn: 0.4198704 test: 0.4264411 best: 0.4264357 (618) total: 1m 22s remaining: 33.4s 622: learn: 0.4198695 test: 0.4264437 best: 0.4264357 (618) total: 1m 22s remaining: 33.2s 623: learn: 0.4198684 test: 0.4264468 best: 0.4264357 (618) total: 1m 22s remaining: 33.1s 624: learn: 0.4198660 test: 0.4264515 best: 0.4264357 (618) total: 1m 22s remaining: 33s 625: learn: 0.4198530 test: 0.4264473 best: 0.4264357 (618) total: 1m 22s remaining: 32.9s 626: learn: 0.4197497 test: 0.4264065 best: 0.4264065 (626) total: 1m 22s remaining: 32.8s 627: learn: 0.4197476 test: 0.4264113 best: 0.4264065 (626) total: 1m 22s remaining: 32.6s 628: learn: 0.4197463 test: 0.4264113 best: 0.4264065 (626) total: 1m 23s remaining: 32.5s 629: learn: 0.4197404 test: 0.4264098 best: 0.4264065 (626) total: 1m 23s remaining: 32.4s 630: learn: 0.4197382 test: 0.4264144 best: 0.4264065 (626) total: 1m 23s remaining: 32.3s 631: learn: 0.4197347 test: 0.4264117 best: 0.4264065 (626) total: 1m 23s remaining: 32.1s 632: learn: 0.4197265 test: 0.4264103 best: 0.4264065 (626) total: 1m 23s remaining: 32s 633: learn: 0.4196131 test: 0.4263356 best: 0.4263356 (633) total: 1m 23s remaining: 31.9s 634: learn: 0.4196119 test: 0.4263387 best: 0.4263356 (633) total: 1m 23s remaining: 31.7s 635: learn: 0.4196101 test: 0.4263386 best: 0.4263356 (633) total: 1m 24s remaining: 31.6s 636: learn: 0.4196076 test: 0.4263403 best: 0.4263356 (633) total: 1m 24s remaining: 31.5s 637: learn: 0.4195755 test: 0.4263374 best: 0.4263356 (633) total: 1m 24s remaining: 31.4s 638: learn: 0.4195300 test: 0.4263056 best: 0.4263056 (638) total: 1m 24s remaining: 31.3s 639: learn: 0.4195286 test: 0.4263102 best: 0.4263056 (638) total: 1m 24s remaining: 31.2s 640: learn: 0.4195276 test: 0.4263100 best: 0.4263056 (638) total: 1m 24s remaining: 31s 641: learn: 0.4195189 test: 0.4263154 best: 0.4263056 (638) total: 1m 25s remaining: 30.9s 642: learn: 0.4195164 test: 0.4263197 best: 0.4263056 (638) total: 1m 25s remaining: 30.8s 643: learn: 0.4195143 test: 0.4263242 best: 0.4263056 (638) total: 1m 25s remaining: 30.7s 644: learn: 0.4195125 test: 0.4263288 best: 0.4263056 (638) total: 1m 25s remaining: 30.6s 645: learn: 0.4195108 test: 0.4263323 best: 0.4263056 (638) total: 1m 25s remaining: 30.4s 646: learn: 0.4195086 test: 0.4263368 best: 0.4263056 (638) total: 1m 26s remaining: 30.3s 647: learn: 0.4195079 test: 0.4263391 best: 0.4263056 (638) total: 1m 26s remaining: 30.2s 648: learn: 0.4194407 test: 0.4262859 best: 0.4262859 (648) total: 1m 26s remaining: 30.1s 649: learn: 0.4193370 test: 0.4261978 best: 0.4261978 (649) total: 1m 26s remaining: 29.9s 650: learn: 0.4193283 test: 0.4261862 best: 0.4261862 (650) total: 1m 26s remaining: 29.8s 651: learn: 0.4193276 test: 0.4261885 best: 0.4261862 (650) total: 1m 26s remaining: 29.7s 652: learn: 0.4191557 test: 0.4260613 best: 0.4260613 (652) total: 1m 26s remaining: 29.6s 653: learn: 0.4190231 test: 0.4259510 best: 0.4259510 (653) total: 1m 27s remaining: 29.5s 654: learn: 0.4188803 test: 0.4258203 best: 0.4258203 (654) total: 1m 27s remaining: 29.3s 655: learn: 0.4188784 test: 0.4258248 best: 0.4258203 (654) total: 1m 27s remaining: 29.2s 656: learn: 0.4188726 test: 0.4258122 best: 0.4258122 (656) total: 1m 27s remaining: 29.1s 657: learn: 0.4188703 test: 0.4258148 best: 0.4258122 (656) total: 1m 27s remaining: 29s 658: learn: 0.4188536 test: 0.4258047 best: 0.4258047 (658) total: 1m 27s remaining: 28.8s 659: learn: 0.4188535 test: 0.4258047 best: 0.4258047 (659) total: 1m 28s remaining: 28.7s 660: learn: 0.4188524 test: 0.4258075 best: 0.4258047 (659) total: 1m 28s remaining: 28.6s 661: learn: 0.4188514 test: 0.4258105 best: 0.4258047 (659) total: 1m 28s remaining: 28.5s 662: learn: 0.4188498 test: 0.4258150 best: 0.4258047 (659) total: 1m 28s remaining: 28.4s 663: learn: 0.4186975 test: 0.4256764 best: 0.4256764 (663) total: 1m 28s remaining: 28.2s 664: learn: 0.4185944 test: 0.4255990 best: 0.4255990 (664) total: 1m 29s remaining: 28.1s 665: learn: 0.4185925 test: 0.4255987 best: 0.4255987 (665) total: 1m 29s remaining: 28s 666: learn: 0.4184580 test: 0.4254411 best: 0.4254411 (666) total: 1m 29s remaining: 27.9s 667: learn: 0.4184507 test: 0.4254406 best: 0.4254406 (667) total: 1m 29s remaining: 27.7s 668: learn: 0.4184501 test: 0.4254404 best: 0.4254404 (668) total: 1m 29s remaining: 27.6s 669: learn: 0.4184487 test: 0.4254437 best: 0.4254404 (668) total: 1m 29s remaining: 27.5s 670: learn: 0.4184469 test: 0.4254465 best: 0.4254404 (668) total: 1m 30s remaining: 27.4s 671: learn: 0.4184413 test: 0.4254563 best: 0.4254404 (668) total: 1m 30s remaining: 27.3s 672: learn: 0.4184337 test: 0.4254525 best: 0.4254404 (668) total: 1m 30s remaining: 27.2s 673: learn: 0.4182636 test: 0.4253146 best: 0.4253146 (673) total: 1m 30s remaining: 27s 674: learn: 0.4182573 test: 0.4253149 best: 0.4253146 (673) total: 1m 30s remaining: 26.9s 675: learn: 0.4182550 test: 0.4253193 best: 0.4253146 (673) total: 1m 30s remaining: 26.7s 676: learn: 0.4182545 test: 0.4253192 best: 0.4253146 (673) total: 1m 31s remaining: 26.6s 677: learn: 0.4182495 test: 0.4253071 best: 0.4253071 (677) total: 1m 31s remaining: 26.5s 678: learn: 0.4182147 test: 0.4252669 best: 0.4252669 (678) total: 1m 31s remaining: 26.4s 679: learn: 0.4182145 test: 0.4252667 best: 0.4252667 (679) total: 1m 31s remaining: 26.3s 680: learn: 0.4182096 test: 0.4252645 best: 0.4252645 (680) total: 1m 31s remaining: 26.1s 681: learn: 0.4182085 test: 0.4252668 best: 0.4252645 (680) total: 1m 31s remaining: 26s 682: learn: 0.4182074 test: 0.4252700 best: 0.4252645 (680) total: 1m 32s remaining: 25.9s 683: learn: 0.4182060 test: 0.4252741 best: 0.4252645 (680) total: 1m 32s remaining: 25.8s 684: learn: 0.4182051 test: 0.4252772 best: 0.4252645 (680) total: 1m 32s remaining: 25.7s 685: learn: 0.4181696 test: 0.4252586 best: 0.4252586 (685) total: 1m 32s remaining: 25.5s 686: learn: 0.4180458 test: 0.4251876 best: 0.4251876 (686) total: 1m 32s remaining: 25.4s 687: learn: 0.4180449 test: 0.4251872 best: 0.4251872 (687) total: 1m 33s remaining: 25.3s 688: learn: 0.4180435 test: 0.4251877 best: 0.4251872 (687) total: 1m 33s remaining: 25.2s 689: learn: 0.4178748 test: 0.4250535 best: 0.4250535 (689) total: 1m 33s remaining: 25s 690: learn: 0.4178680 test: 0.4250483 best: 0.4250483 (690) total: 1m 33s remaining: 24.9s 691: learn: 0.4177554 test: 0.4249815 best: 0.4249815 (691) total: 1m 33s remaining: 24.8s 692: learn: 0.4177509 test: 0.4249821 best: 0.4249815 (691) total: 1m 33s remaining: 24.7s 693: learn: 0.4177490 test: 0.4249865 best: 0.4249815 (691) total: 1m 34s remaining: 24.5s 694: learn: 0.4177473 test: 0.4249904 best: 0.4249815 (691) total: 1m 34s remaining: 24.4s 695: learn: 0.4177445 test: 0.4249939 best: 0.4249815 (691) total: 1m 34s remaining: 24.3s 696: learn: 0.4177386 test: 0.4249927 best: 0.4249815 (691) total: 1m 34s remaining: 24.2s 697: learn: 0.4175927 test: 0.4248832 best: 0.4248832 (697) total: 1m 34s remaining: 24s 698: learn: 0.4175926 test: 0.4248831 best: 0.4248831 (698) total: 1m 34s remaining: 23.9s 699: learn: 0.4174940 test: 0.4248440 best: 0.4248440 (699) total: 1m 35s remaining: 23.8s 700: learn: 0.4174915 test: 0.4248481 best: 0.4248440 (699) total: 1m 35s remaining: 23.6s 701: learn: 0.4174892 test: 0.4248510 best: 0.4248440 (699) total: 1m 35s remaining: 23.5s 702: learn: 0.4174567 test: 0.4248398 best: 0.4248398 (702) total: 1m 35s remaining: 23.4s 703: learn: 0.4174549 test: 0.4248387 best: 0.4248387 (703) total: 1m 35s remaining: 23.3s 704: learn: 0.4174537 test: 0.4248402 best: 0.4248387 (703) total: 1m 35s remaining: 23.1s 705: learn: 0.4174466 test: 0.4248418 best: 0.4248387 (703) total: 1m 36s remaining: 23s 706: learn: 0.4174448 test: 0.4248421 best: 0.4248387 (703) total: 1m 36s remaining: 22.9s 707: learn: 0.4173547 test: 0.4247679 best: 0.4247679 (707) total: 1m 36s remaining: 22.7s 708: learn: 0.4173538 test: 0.4247675 best: 0.4247675 (708) total: 1m 36s remaining: 22.6s 709: learn: 0.4173528 test: 0.4247682 best: 0.4247675 (708) total: 1m 36s remaining: 22.5s 710: learn: 0.4173493 test: 0.4247703 best: 0.4247675 (708) total: 1m 37s remaining: 22.4s 711: learn: 0.4173485 test: 0.4247734 best: 0.4247675 (708) total: 1m 37s remaining: 22.3s 712: learn: 0.4173209 test: 0.4247495 best: 0.4247495 (712) total: 1m 37s remaining: 22.1s 713: learn: 0.4172975 test: 0.4247382 best: 0.4247382 (713) total: 1m 37s remaining: 22s 714: learn: 0.4172958 test: 0.4247424 best: 0.4247382 (713) total: 1m 37s remaining: 21.9s 715: learn: 0.4172893 test: 0.4247430 best: 0.4247382 (713) total: 1m 37s remaining: 21.7s 716: learn: 0.4172874 test: 0.4247433 best: 0.4247382 (713) total: 1m 38s remaining: 21.6s 717: learn: 0.4172777 test: 0.4247427 best: 0.4247382 (713) total: 1m 38s remaining: 21.5s 718: learn: 0.4172761 test: 0.4247469 best: 0.4247382 (713) total: 1m 38s remaining: 21.3s 719: learn: 0.4172012 test: 0.4246828 best: 0.4246828 (719) total: 1m 38s remaining: 21.2s 720: learn: 0.4171566 test: 0.4246538 best: 0.4246538 (720) total: 1m 38s remaining: 21.1s 721: learn: 0.4171564 test: 0.4246538 best: 0.4246538 (721) total: 1m 38s remaining: 20.9s 722: learn: 0.4171555 test: 0.4246538 best: 0.4246538 (722) total: 1m 38s remaining: 20.8s 723: learn: 0.4171539 test: 0.4246580 best: 0.4246538 (722) total: 1m 39s remaining: 20.7s 724: learn: 0.4171530 test: 0.4246581 best: 0.4246538 (722) total: 1m 39s remaining: 20.5s 725: learn: 0.4171526 test: 0.4246579 best: 0.4246538 (722) total: 1m 39s remaining: 20.4s 726: learn: 0.4171518 test: 0.4246610 best: 0.4246538 (722) total: 1m 39s remaining: 20.3s 727: learn: 0.4171510 test: 0.4246642 best: 0.4246538 (722) total: 1m 39s remaining: 20.1s 728: learn: 0.4171495 test: 0.4246684 best: 0.4246538 (722) total: 1m 39s remaining: 20s 729: learn: 0.4171441 test: 0.4246684 best: 0.4246538 (722) total: 1m 40s remaining: 19.9s 730: learn: 0.4171343 test: 0.4246705 best: 0.4246538 (722) total: 1m 40s remaining: 19.7s 731: learn: 0.4171296 test: 0.4246689 best: 0.4246538 (722) total: 1m 40s remaining: 19.6s 732: learn: 0.4171282 test: 0.4246718 best: 0.4246538 (722) total: 1m 40s remaining: 19.5s 733: learn: 0.4171275 test: 0.4246719 best: 0.4246538 (722) total: 1m 40s remaining: 19.3s 734: learn: 0.4170130 test: 0.4245928 best: 0.4245928 (734) total: 1m 40s remaining: 19.2s 735: learn: 0.4170115 test: 0.4245970 best: 0.4245928 (734) total: 1m 40s remaining: 19.1s 736: learn: 0.4170092 test: 0.4245972 best: 0.4245928 (734) total: 1m 41s remaining: 18.9s 737: learn: 0.4170026 test: 0.4245959 best: 0.4245928 (734) total: 1m 41s remaining: 18.8s 738: learn: 0.4169986 test: 0.4245848 best: 0.4245848 (738) total: 1m 41s remaining: 18.7s 739: learn: 0.4169962 test: 0.4245900 best: 0.4245848 (738) total: 1m 41s remaining: 18.5s 740: learn: 0.4169812 test: 0.4245927 best: 0.4245848 (738) total: 1m 41s remaining: 18.4s 741: learn: 0.4169802 test: 0.4245920 best: 0.4245848 (738) total: 1m 41s remaining: 18.3s 742: learn: 0.4169659 test: 0.4245899 best: 0.4245848 (738) total: 1m 42s remaining: 18.1s 743: learn: 0.4168889 test: 0.4245229 best: 0.4245229 (743) total: 1m 42s remaining: 18s 744: learn: 0.4168884 test: 0.4245231 best: 0.4245229 (743) total: 1m 42s remaining: 17.9s 745: learn: 0.4168754 test: 0.4245092 best: 0.4245092 (745) total: 1m 42s remaining: 17.7s 746: learn: 0.4168744 test: 0.4245092 best: 0.4245092 (745) total: 1m 42s remaining: 17.6s 747: learn: 0.4168718 test: 0.4245052 best: 0.4245052 (747) total: 1m 42s remaining: 17.5s 748: learn: 0.4168662 test: 0.4245055 best: 0.4245052 (747) total: 1m 42s remaining: 17.3s 749: learn: 0.4167907 test: 0.4244355 best: 0.4244355 (749) total: 1m 43s remaining: 17.2s 750: learn: 0.4167880 test: 0.4244388 best: 0.4244355 (749) total: 1m 43s remaining: 17.1s 751: learn: 0.4167845 test: 0.4244426 best: 0.4244355 (749) total: 1m 43s remaining: 16.9s 752: learn: 0.4167826 test: 0.4244467 best: 0.4244355 (749) total: 1m 43s remaining: 16.8s 753: learn: 0.4167821 test: 0.4244467 best: 0.4244355 (749) total: 1m 43s remaining: 16.6s 754: learn: 0.4167805 test: 0.4244507 best: 0.4244355 (749) total: 1m 43s remaining: 16.5s 755: learn: 0.4167799 test: 0.4244520 best: 0.4244355 (749) total: 1m 43s remaining: 16.4s 756: learn: 0.4167797 test: 0.4244520 best: 0.4244355 (749) total: 1m 44s remaining: 16.2s 757: learn: 0.4167795 test: 0.4244520 best: 0.4244355 (749) total: 1m 44s remaining: 16.1s 758: learn: 0.4167788 test: 0.4244521 best: 0.4244355 (749) total: 1m 44s remaining: 16s 759: learn: 0.4167750 test: 0.4244504 best: 0.4244355 (749) total: 1m 44s remaining: 15.8s 760: learn: 0.4167358 test: 0.4244122 best: 0.4244122 (760) total: 1m 44s remaining: 15.7s 761: learn: 0.4167320 test: 0.4244168 best: 0.4244122 (760) total: 1m 44s remaining: 15.6s 762: learn: 0.4167314 test: 0.4244187 best: 0.4244122 (760) total: 1m 45s remaining: 15.4s 763: learn: 0.4167279 test: 0.4244184 best: 0.4244122 (760) total: 1m 45s remaining: 15.3s 764: learn: 0.4167263 test: 0.4244233 best: 0.4244122 (760) total: 1m 45s remaining: 15.1s 765: learn: 0.4167255 test: 0.4244265 best: 0.4244122 (760) total: 1m 45s remaining: 15s 766: learn: 0.4167245 test: 0.4244246 best: 0.4244122 (760) total: 1m 45s remaining: 14.9s 767: learn: 0.4167235 test: 0.4244246 best: 0.4244122 (760) total: 1m 45s remaining: 14.7s 768: learn: 0.4167199 test: 0.4244247 best: 0.4244122 (760) total: 1m 45s remaining: 14.6s 769: learn: 0.4167096 test: 0.4244248 best: 0.4244122 (760) total: 1m 46s remaining: 14.5s 770: learn: 0.4166284 test: 0.4243923 best: 0.4243923 (770) total: 1m 46s remaining: 14.3s 771: learn: 0.4166254 test: 0.4243908 best: 0.4243908 (771) total: 1m 46s remaining: 14.2s 772: learn: 0.4166243 test: 0.4243947 best: 0.4243908 (771) total: 1m 46s remaining: 14.1s 773: learn: 0.4166238 test: 0.4243965 best: 0.4243908 (771) total: 1m 46s remaining: 13.9s 774: learn: 0.4166211 test: 0.4243971 best: 0.4243908 (771) total: 1m 46s remaining: 13.8s 775: learn: 0.4166168 test: 0.4244070 best: 0.4243908 (771) total: 1m 46s remaining: 13.6s 776: learn: 0.4166124 test: 0.4244144 best: 0.4243908 (771) total: 1m 47s remaining: 13.5s 777: learn: 0.4166085 test: 0.4244140 best: 0.4243908 (771) total: 1m 47s remaining: 13.4s 778: learn: 0.4166079 test: 0.4244161 best: 0.4243908 (771) total: 1m 47s remaining: 13.2s 779: learn: 0.4166064 test: 0.4244198 best: 0.4243908 (771) total: 1m 47s remaining: 13.1s 780: learn: 0.4166030 test: 0.4244186 best: 0.4243908 (771) total: 1m 47s remaining: 13s 781: learn: 0.4166002 test: 0.4244247 best: 0.4243908 (771) total: 1m 47s remaining: 12.8s 782: learn: 0.4165988 test: 0.4244247 best: 0.4243908 (771) total: 1m 48s remaining: 12.7s 783: learn: 0.4165948 test: 0.4244143 best: 0.4243908 (771) total: 1m 48s remaining: 12.6s 784: learn: 0.4165944 test: 0.4244160 best: 0.4243908 (771) total: 1m 48s remaining: 12.4s 785: learn: 0.4165940 test: 0.4244159 best: 0.4243908 (771) total: 1m 48s remaining: 12.3s 786: learn: 0.4165937 test: 0.4244157 best: 0.4243908 (771) total: 1m 48s remaining: 12.2s 787: learn: 0.4165801 test: 0.4244158 best: 0.4243908 (771) total: 1m 49s remaining: 12s 788: learn: 0.4165768 test: 0.4244148 best: 0.4243908 (771) total: 1m 49s remaining: 11.9s 789: learn: 0.4165763 test: 0.4244164 best: 0.4243908 (771) total: 1m 49s remaining: 11.8s 790: learn: 0.4165731 test: 0.4244175 best: 0.4243908 (771) total: 1m 49s remaining: 11.6s 791: learn: 0.4165710 test: 0.4244225 best: 0.4243908 (771) total: 1m 49s remaining: 11.5s 792: learn: 0.4165706 test: 0.4244243 best: 0.4243908 (771) total: 1m 49s remaining: 11.4s 793: learn: 0.4165692 test: 0.4244281 best: 0.4243908 (771) total: 1m 50s remaining: 11.2s 794: learn: 0.4165688 test: 0.4244298 best: 0.4243908 (771) total: 1m 50s remaining: 11.1s 795: learn: 0.4165686 test: 0.4244296 best: 0.4243908 (771) total: 1m 50s remaining: 11s 796: learn: 0.4165661 test: 0.4244308 best: 0.4243908 (771) total: 1m 50s remaining: 10.8s 797: learn: 0.4164508 test: 0.4243537 best: 0.4243537 (797) total: 1m 50s remaining: 10.7s 798: learn: 0.4164442 test: 0.4243512 best: 0.4243512 (798) total: 1m 51s remaining: 10.6s 799: learn: 0.4164428 test: 0.4243548 best: 0.4243512 (798) total: 1m 51s remaining: 10.4s 800: learn: 0.4164425 test: 0.4243548 best: 0.4243512 (798) total: 1m 51s remaining: 10.3s 801: learn: 0.4164375 test: 0.4243559 best: 0.4243512 (798) total: 1m 51s remaining: 10.2s 802: learn: 0.4164128 test: 0.4243547 best: 0.4243512 (798) total: 1m 52s remaining: 10s 803: learn: 0.4164120 test: 0.4243579 best: 0.4243512 (798) total: 1m 52s remaining: 9.93s 804: learn: 0.4164117 test: 0.4243579 best: 0.4243512 (798) total: 1m 52s remaining: 9.8s 805: learn: 0.4164107 test: 0.4243568 best: 0.4243512 (798) total: 1m 52s remaining: 9.67s 806: learn: 0.4164094 test: 0.4243605 best: 0.4243512 (798) total: 1m 53s remaining: 9.54s 807: learn: 0.4162605 test: 0.4241829 best: 0.4241829 (807) total: 1m 53s remaining: 9.41s 808: learn: 0.4162599 test: 0.4241842 best: 0.4241829 (807) total: 1m 53s remaining: 9.28s 809: learn: 0.4162589 test: 0.4241878 best: 0.4241829 (807) total: 1m 53s remaining: 9.14s 810: learn: 0.4162580 test: 0.4241881 best: 0.4241829 (807) total: 1m 54s remaining: 9.01s 811: learn: 0.4162576 test: 0.4241891 best: 0.4241829 (807) total: 1m 54s remaining: 8.88s 812: learn: 0.4162561 test: 0.4241875 best: 0.4241829 (807) total: 1m 54s remaining: 8.74s 813: learn: 0.4162514 test: 0.4241865 best: 0.4241829 (807) total: 1m 54s remaining: 8.61s 814: learn: 0.4162506 test: 0.4241898 best: 0.4241829 (807) total: 1m 55s remaining: 8.48s 815: learn: 0.4162503 test: 0.4241913 best: 0.4241829 (807) total: 1m 55s remaining: 8.35s 816: learn: 0.4162400 test: 0.4241832 best: 0.4241829 (807) total: 1m 55s remaining: 8.21s 817: learn: 0.4160846 test: 0.4240317 best: 0.4240317 (817) total: 1m 55s remaining: 8.07s 818: learn: 0.4160836 test: 0.4240329 best: 0.4240317 (817) total: 1m 55s remaining: 7.93s 819: learn: 0.4160575 test: 0.4240227 best: 0.4240227 (819) total: 1m 56s remaining: 7.79s 820: learn: 0.4160567 test: 0.4240234 best: 0.4240227 (819) total: 1m 56s remaining: 7.65s 821: learn: 0.4160559 test: 0.4240227 best: 0.4240227 (819) total: 1m 56s remaining: 7.51s 822: learn: 0.4160545 test: 0.4240264 best: 0.4240227 (819) total: 1m 56s remaining: 7.37s 823: learn: 0.4160542 test: 0.4240278 best: 0.4240227 (819) total: 1m 56s remaining: 7.23s 824: learn: 0.4160530 test: 0.4240314 best: 0.4240227 (819) total: 1m 56s remaining: 7.08s 825: learn: 0.4160522 test: 0.4240350 best: 0.4240227 (819) total: 1m 57s remaining: 6.94s 826: learn: 0.4160509 test: 0.4240363 best: 0.4240227 (819) total: 1m 57s remaining: 6.8s 827: learn: 0.4160502 test: 0.4240396 best: 0.4240227 (819) total: 1m 57s remaining: 6.66s 828: learn: 0.4160500 test: 0.4240395 best: 0.4240227 (819) total: 1m 57s remaining: 6.52s 829: learn: 0.4160497 test: 0.4240408 best: 0.4240227 (819) total: 1m 57s remaining: 6.38s 830: learn: 0.4160487 test: 0.4240400 best: 0.4240227 (819) total: 1m 57s remaining: 6.24s 831: learn: 0.4160479 test: 0.4240435 best: 0.4240227 (819) total: 1m 57s remaining: 6.1s 832: learn: 0.4160457 test: 0.4240436 best: 0.4240227 (819) total: 1m 58s remaining: 5.96s 833: learn: 0.4160457 test: 0.4240435 best: 0.4240227 (819) total: 1m 58s remaining: 5.82s 834: learn: 0.4160422 test: 0.4240434 best: 0.4240227 (819) total: 1m 58s remaining: 5.68s 835: learn: 0.4160415 test: 0.4240469 best: 0.4240227 (819) total: 1m 58s remaining: 5.54s 836: learn: 0.4160412 test: 0.4240482 best: 0.4240227 (819) total: 1m 58s remaining: 5.4s 837: learn: 0.4160369 test: 0.4240449 best: 0.4240227 (819) total: 1m 59s remaining: 5.26s 838: learn: 0.4159892 test: 0.4240059 best: 0.4240059 (838) total: 1m 59s remaining: 5.12s 839: learn: 0.4159682 test: 0.4239922 best: 0.4239922 (839) total: 1m 59s remaining: 4.99s 840: learn: 0.4159681 test: 0.4239921 best: 0.4239921 (840) total: 1m 59s remaining: 4.85s 841: learn: 0.4159640 test: 0.4239906 best: 0.4239906 (841) total: 2m remaining: 4.71s 842: learn: 0.4159627 test: 0.4239935 best: 0.4239906 (841) total: 2m remaining: 4.56s 843: learn: 0.4159587 test: 0.4239848 best: 0.4239848 (843) total: 2m remaining: 4.42s 844: learn: 0.4157365 test: 0.4237970 best: 0.4237970 (844) total: 2m remaining: 4.28s 845: learn: 0.4157361 test: 0.4237983 best: 0.4237970 (844) total: 2m remaining: 4.14s 846: learn: 0.4157339 test: 0.4237965 best: 0.4237965 (846) total: 2m 1s remaining: 4s 847: learn: 0.4157321 test: 0.4237959 best: 0.4237959 (847) total: 2m 1s remaining: 3.86s 848: learn: 0.4157278 test: 0.4237954 best: 0.4237954 (848) total: 2m 1s remaining: 3.72s 849: learn: 0.4157274 test: 0.4237967 best: 0.4237954 (848) total: 2m 1s remaining: 3.58s 850: learn: 0.4157042 test: 0.4237825 best: 0.4237825 (850) total: 2m 1s remaining: 3.44s 851: learn: 0.4157028 test: 0.4237839 best: 0.4237825 (850) total: 2m 2s remaining: 3.3s 852: learn: 0.4156312 test: 0.4237388 best: 0.4237388 (852) total: 2m 2s remaining: 3.15s 853: learn: 0.4156300 test: 0.4237423 best: 0.4237388 (852) total: 2m 2s remaining: 3.02s 854: learn: 0.4156292 test: 0.4237458 best: 0.4237388 (852) total: 2m 2s remaining: 2.87s 855: learn: 0.4155233 test: 0.4236473 best: 0.4236473 (855) total: 2m 3s remaining: 2.73s 856: learn: 0.4155224 test: 0.4236507 best: 0.4236473 (855) total: 2m 3s remaining: 2.59s 857: learn: 0.4155211 test: 0.4236541 best: 0.4236473 (855) total: 2m 3s remaining: 2.44s 858: learn: 0.4155180 test: 0.4236447 best: 0.4236447 (858) total: 2m 3s remaining: 2.3s 859: learn: 0.4155158 test: 0.4236441 best: 0.4236441 (859) total: 2m 3s remaining: 2.16s 860: learn: 0.4155138 test: 0.4236436 best: 0.4236436 (860) total: 2m 4s remaining: 2.02s 861: learn: 0.4155130 test: 0.4236470 best: 0.4236436 (860) total: 2m 4s remaining: 1.87s 862: learn: 0.4155129 test: 0.4236469 best: 0.4236436 (860) total: 2m 4s remaining: 1.73s 863: learn: 0.4155118 test: 0.4236467 best: 0.4236436 (860) total: 2m 4s remaining: 1.59s 864: learn: 0.4155092 test: 0.4236495 best: 0.4236436 (860) total: 2m 4s remaining: 1.44s 865: learn: 0.4155084 test: 0.4236482 best: 0.4236436 (860) total: 2m 4s remaining: 1.3s 866: learn: 0.4155068 test: 0.4236490 best: 0.4236436 (860) total: 2m 5s remaining: 1.15s 867: learn: 0.4155060 test: 0.4236524 best: 0.4236436 (860) total: 2m 5s remaining: 1.01s 868: learn: 0.4154908 test: 0.4236516 best: 0.4236436 (860) total: 2m 5s remaining: 866ms 869: learn: 0.4154904 test: 0.4236515 best: 0.4236436 (860) total: 2m 5s remaining: 722ms 870: learn: 0.4154837 test: 0.4236501 best: 0.4236436 (860) total: 2m 5s remaining: 578ms 871: learn: 0.4154836 test: 0.4236500 best: 0.4236436 (860) total: 2m 6s remaining: 434ms 872: learn: 0.4154834 test: 0.4236511 best: 0.4236436 (860) total: 2m 6s remaining: 289ms 873: learn: 0.4154833 test: 0.4236510 best: 0.4236436 (860) total: 2m 6s remaining: 145ms 874: learn: 0.4154468 test: 0.4236330 best: 0.4236330 (874) total: 2m 6s remaining: 0us bestTest = 0.4236329607 bestIteration = 874 [CV] learning_rate=0.03, l2_leaf_reg=4, iterations=875, depth=8, total= 2.1min [CV] learning_rate=0.15, l2_leaf_reg=4, iterations=500, depth=10 ..... 0: learn: 3.8253031 test: 3.8210175 best: 3.8210175 (0) total: 98.3ms remaining: 49s 1: learn: 3.2678926 test: 3.2648578 best: 3.2648578 (1) total: 613ms remaining: 2m 32s 2: learn: 2.7964763 test: 2.7940944 best: 2.7940944 (2) total: 1.14s remaining: 3m 8s 3: learn: 2.3961049 test: 2.3944290 best: 2.3944290 (3) total: 1.41s remaining: 2m 55s 4: learn: 2.0581390 test: 2.0564877 best: 2.0564877 (4) total: 1.89s remaining: 3m 6s 5: learn: 1.7735679 test: 1.7725742 best: 1.7725742 (5) total: 1.91s remaining: 2m 37s 6: learn: 1.5348860 test: 1.5345595 best: 1.5345595 (6) total: 2.41s remaining: 2m 49s 7: learn: 1.3352664 test: 1.3356772 best: 1.3356772 (7) total: 2.73s remaining: 2m 48s 8: learn: 1.1705115 test: 1.1710276 best: 1.1710276 (8) total: 2.78s remaining: 2m 31s 9: learn: 1.0321722 test: 1.0332700 best: 1.0332700 (9) total: 2.87s remaining: 2m 20s 10: learn: 0.9198317 test: 0.9213768 best: 0.9213768 (10) total: 2.96s remaining: 2m 11s 11: learn: 0.8278722 test: 0.8297257 best: 0.8297257 (11) total: 3.1s remaining: 2m 5s 12: learn: 0.7550829 test: 0.7574411 best: 0.7574411 (12) total: 3.42s remaining: 2m 8s 13: learn: 0.6953220 test: 0.6981873 best: 0.6981873 (13) total: 3.89s remaining: 2m 14s 14: learn: 0.6447596 test: 0.6484911 best: 0.6484911 (14) total: 4.33s remaining: 2m 20s 15: learn: 0.6020976 test: 0.6064696 best: 0.6064696 (15) total: 4.6s remaining: 2m 19s 16: learn: 0.5697991 test: 0.5744461 best: 0.5744461 (16) total: 4.7s remaining: 2m 13s 17: learn: 0.5450379 test: 0.5500765 best: 0.5500765 (17) total: 4.95s remaining: 2m 12s 18: learn: 0.5255352 test: 0.5309556 best: 0.5309556 (18) total: 5.41s remaining: 2m 17s 19: learn: 0.5104014 test: 0.5160278 best: 0.5160278 (19) total: 5.95s remaining: 2m 22s 20: learn: 0.4979002 test: 0.5037698 best: 0.5037698 (20) total: 6.64s remaining: 2m 31s 21: learn: 0.4890167 test: 0.4945031 best: 0.4945031 (21) total: 6.78s remaining: 2m 27s 22: learn: 0.4820494 test: 0.4875923 best: 0.4875923 (22) total: 6.93s remaining: 2m 23s 23: learn: 0.4758177 test: 0.4814501 best: 0.4814501 (23) total: 7.62s remaining: 2m 31s 24: learn: 0.4700207 test: 0.4758331 best: 0.4758331 (24) total: 8.31s remaining: 2m 37s 25: learn: 0.4654043 test: 0.4715586 best: 0.4715586 (25) total: 8.73s remaining: 2m 39s 26: learn: 0.4619694 test: 0.4682645 best: 0.4682645 (26) total: 8.88s remaining: 2m 35s 27: learn: 0.4591065 test: 0.4653686 best: 0.4653686 (27) total: 9.44s remaining: 2m 39s 28: learn: 0.4542544 test: 0.4603192 best: 0.4603192 (28) total: 9.95s remaining: 2m 41s 29: learn: 0.4493794 test: 0.4557641 best: 0.4557641 (29) total: 10.5s remaining: 2m 44s 30: learn: 0.4466909 test: 0.4534617 best: 0.4534617 (30) total: 11s remaining: 2m 45s 31: learn: 0.4457937 test: 0.4526146 best: 0.4526146 (31) total: 11.5s remaining: 2m 47s 32: learn: 0.4440410 test: 0.4511692 best: 0.4511692 (32) total: 12s remaining: 2m 49s 33: learn: 0.4436658 test: 0.4508048 best: 0.4508048 (33) total: 12.1s remaining: 2m 45s 34: learn: 0.4407440 test: 0.4480590 best: 0.4480590 (34) total: 12.6s remaining: 2m 47s 35: learn: 0.4392022 test: 0.4466099 best: 0.4466099 (35) total: 13.1s remaining: 2m 49s 36: learn: 0.4381591 test: 0.4457640 best: 0.4457640 (36) total: 13.7s remaining: 2m 51s 37: learn: 0.4378086 test: 0.4455524 best: 0.4455524 (37) total: 13.8s remaining: 2m 47s 38: learn: 0.4356339 test: 0.4438366 best: 0.4438366 (38) total: 14.3s remaining: 2m 48s 39: learn: 0.4344520 test: 0.4430338 best: 0.4430338 (39) total: 14.8s remaining: 2m 50s 40: learn: 0.4319535 test: 0.4407733 best: 0.4407733 (40) total: 15.3s remaining: 2m 51s 41: learn: 0.4317577 test: 0.4406175 best: 0.4406175 (41) total: 15.7s remaining: 2m 51s 42: learn: 0.4315658 test: 0.4405066 best: 0.4405066 (42) total: 15.8s remaining: 2m 48s 43: learn: 0.4310204 test: 0.4400263 best: 0.4400263 (43) total: 16.3s remaining: 2m 49s 44: learn: 0.4309531 test: 0.4399953 best: 0.4399953 (44) total: 16.4s remaining: 2m 45s 45: learn: 0.4306010 test: 0.4397943 best: 0.4397943 (45) total: 16.6s remaining: 2m 43s 46: learn: 0.4305510 test: 0.4397799 best: 0.4397799 (46) total: 16.6s remaining: 2m 40s 47: learn: 0.4295214 test: 0.4390834 best: 0.4390834 (47) total: 17.1s remaining: 2m 41s 48: learn: 0.4275185 test: 0.4372737 best: 0.4372737 (48) total: 17.6s remaining: 2m 42s 49: learn: 0.4274596 test: 0.4372075 best: 0.4372075 (49) total: 17.7s remaining: 2m 39s 50: learn: 0.4274285 test: 0.4371628 best: 0.4371628 (50) total: 17.8s remaining: 2m 36s 51: learn: 0.4272243 test: 0.4370204 best: 0.4370204 (51) total: 17.8s remaining: 2m 33s 52: learn: 0.4263793 test: 0.4363325 best: 0.4363325 (52) total: 18.1s remaining: 2m 32s 53: learn: 0.4258800 test: 0.4359728 best: 0.4359728 (53) total: 18.3s remaining: 2m 31s 54: learn: 0.4257991 test: 0.4359415 best: 0.4359415 (54) total: 18.5s remaining: 2m 29s 55: learn: 0.4257781 test: 0.4359138 best: 0.4359138 (55) total: 18.6s remaining: 2m 27s 56: learn: 0.4257740 test: 0.4359114 best: 0.4359114 (56) total: 18.6s remaining: 2m 24s 57: learn: 0.4256836 test: 0.4358283 best: 0.4358283 (57) total: 18.9s remaining: 2m 24s 58: learn: 0.4256353 test: 0.4358357 best: 0.4358283 (57) total: 19s remaining: 2m 21s 59: learn: 0.4256346 test: 0.4358335 best: 0.4358283 (57) total: 19s remaining: 2m 19s 60: learn: 0.4255853 test: 0.4357698 best: 0.4357698 (60) total: 19s remaining: 2m 16s 61: learn: 0.4254743 test: 0.4356614 best: 0.4356614 (61) total: 19.2s remaining: 2m 15s 62: learn: 0.4254537 test: 0.4356569 best: 0.4356569 (62) total: 19.3s remaining: 2m 13s 63: learn: 0.4253882 test: 0.4356215 best: 0.4356215 (63) total: 19.3s remaining: 2m 11s 64: learn: 0.4253824 test: 0.4356206 best: 0.4356206 (64) total: 19.4s remaining: 2m 9s 65: learn: 0.4243073 test: 0.4346620 best: 0.4346620 (65) total: 19.8s remaining: 2m 10s 66: learn: 0.4242981 test: 0.4346527 best: 0.4346527 (66) total: 19.9s remaining: 2m 8s 67: learn: 0.4235619 test: 0.4341033 best: 0.4341033 (67) total: 20.4s remaining: 2m 9s 68: learn: 0.4223369 test: 0.4332540 best: 0.4332540 (68) total: 20.8s remaining: 2m 10s 69: learn: 0.4221957 test: 0.4331188 best: 0.4331188 (69) total: 21.1s remaining: 2m 9s 70: learn: 0.4221956 test: 0.4331192 best: 0.4331188 (69) total: 21.1s remaining: 2m 7s 71: learn: 0.4221417 test: 0.4331004 best: 0.4331004 (71) total: 21.2s remaining: 2m 6s 72: learn: 0.4221225 test: 0.4330851 best: 0.4330851 (72) total: 21.3s remaining: 2m 4s 73: learn: 0.4220595 test: 0.4330295 best: 0.4330295 (73) total: 21.6s remaining: 2m 4s 74: learn: 0.4220583 test: 0.4330283 best: 0.4330283 (74) total: 21.6s remaining: 2m 2s 75: learn: 0.4220311 test: 0.4329747 best: 0.4329747 (75) total: 21.7s remaining: 2m 1s 76: learn: 0.4210683 test: 0.4321684 best: 0.4321684 (76) total: 22.2s remaining: 2m 1s 77: learn: 0.4210500 test: 0.4321550 best: 0.4321550 (77) total: 22.3s remaining: 2m 78: learn: 0.4210497 test: 0.4321549 best: 0.4321549 (78) total: 22.3s remaining: 1m 58s 79: learn: 0.4210420 test: 0.4321484 best: 0.4321484 (79) total: 22.5s remaining: 1m 57s 80: learn: 0.4198314 test: 0.4313687 best: 0.4313687 (80) total: 22.9s remaining: 1m 58s 81: learn: 0.4198146 test: 0.4313667 best: 0.4313667 (81) total: 23s remaining: 1m 57s 82: learn: 0.4198046 test: 0.4313710 best: 0.4313667 (81) total: 23.2s remaining: 1m 56s 83: learn: 0.4198044 test: 0.4313710 best: 0.4313667 (81) total: 23.2s remaining: 1m 54s 84: learn: 0.4197935 test: 0.4313541 best: 0.4313541 (84) total: 23.3s remaining: 1m 53s 85: learn: 0.4197840 test: 0.4313404 best: 0.4313404 (85) total: 23.4s remaining: 1m 52s 86: learn: 0.4188742 test: 0.4304665 best: 0.4304665 (86) total: 23.8s remaining: 1m 53s 87: learn: 0.4188741 test: 0.4304664 best: 0.4304664 (87) total: 23.9s remaining: 1m 51s 88: learn: 0.4188659 test: 0.4304692 best: 0.4304664 (87) total: 24s remaining: 1m 50s 89: learn: 0.4188643 test: 0.4304691 best: 0.4304664 (87) total: 24s remaining: 1m 49s 90: learn: 0.4176416 test: 0.4295680 best: 0.4295680 (90) total: 24.5s remaining: 1m 49s 91: learn: 0.4175472 test: 0.4294915 best: 0.4294915 (91) total: 24.9s remaining: 1m 50s 92: learn: 0.4174895 test: 0.4294764 best: 0.4294764 (92) total: 25.5s remaining: 1m 51s 93: learn: 0.4166869 test: 0.4288909 best: 0.4288909 (93) total: 26s remaining: 1m 52s 94: learn: 0.4166491 test: 0.4288888 best: 0.4288888 (94) total: 26.4s remaining: 1m 52s 95: learn: 0.4166145 test: 0.4288698 best: 0.4288698 (95) total: 26.9s remaining: 1m 53s 96: learn: 0.4166003 test: 0.4288481 best: 0.4288481 (96) total: 27s remaining: 1m 52s 97: learn: 0.4165850 test: 0.4288460 best: 0.4288460 (97) total: 27.5s remaining: 1m 52s 98: learn: 0.4165768 test: 0.4288384 best: 0.4288384 (98) total: 28.1s remaining: 1m 53s 99: learn: 0.4165691 test: 0.4288379 best: 0.4288379 (99) total: 28.6s remaining: 1m 54s 100: learn: 0.4165562 test: 0.4288371 best: 0.4288371 (100) total: 29.1s remaining: 1m 54s 101: learn: 0.4165515 test: 0.4288328 best: 0.4288328 (101) total: 29.3s remaining: 1m 54s 102: learn: 0.4165430 test: 0.4288308 best: 0.4288308 (102) total: 29.7s remaining: 1m 54s 103: learn: 0.4165107 test: 0.4288287 best: 0.4288287 (103) total: 30.3s remaining: 1m 55s 104: learn: 0.4165060 test: 0.4288309 best: 0.4288287 (103) total: 30.4s remaining: 1m 54s 105: learn: 0.4164886 test: 0.4288355 best: 0.4288287 (103) total: 30.8s remaining: 1m 54s 106: learn: 0.4164869 test: 0.4288355 best: 0.4288287 (103) total: 30.9s remaining: 1m 53s 107: learn: 0.4164867 test: 0.4288355 best: 0.4288287 (103) total: 30.9s remaining: 1m 52s 108: learn: 0.4164821 test: 0.4288411 best: 0.4288287 (103) total: 31.4s remaining: 1m 52s 109: learn: 0.4164793 test: 0.4288353 best: 0.4288287 (103) total: 31.9s remaining: 1m 53s 110: learn: 0.4164737 test: 0.4288409 best: 0.4288287 (103) total: 32.4s remaining: 1m 53s 111: learn: 0.4164705 test: 0.4288469 best: 0.4288287 (103) total: 32.5s remaining: 1m 52s 112: learn: 0.4148130 test: 0.4272565 best: 0.4272565 (112) total: 33.1s remaining: 1m 53s 113: learn: 0.4148099 test: 0.4272565 best: 0.4272565 (113) total: 33.2s remaining: 1m 52s 114: learn: 0.4148074 test: 0.4272508 best: 0.4272508 (114) total: 33.8s remaining: 1m 52s 115: learn: 0.4147991 test: 0.4272537 best: 0.4272508 (114) total: 34.3s remaining: 1m 53s 116: learn: 0.4147797 test: 0.4272585 best: 0.4272508 (114) total: 34.8s remaining: 1m 53s 117: learn: 0.4147752 test: 0.4272571 best: 0.4272508 (114) total: 35.3s remaining: 1m 54s 118: learn: 0.4147724 test: 0.4272571 best: 0.4272508 (114) total: 35.7s remaining: 1m 54s 119: learn: 0.4147669 test: 0.4272561 best: 0.4272508 (114) total: 35.8s remaining: 1m 53s 120: learn: 0.4147626 test: 0.4272619 best: 0.4272508 (114) total: 36s remaining: 1m 52s 121: learn: 0.4147619 test: 0.4272566 best: 0.4272508 (114) total: 36.5s remaining: 1m 53s 122: learn: 0.4147537 test: 0.4272622 best: 0.4272508 (114) total: 37s remaining: 1m 53s 123: learn: 0.4147527 test: 0.4272677 best: 0.4272508 (114) total: 37.1s remaining: 1m 52s 124: learn: 0.4142647 test: 0.4270267 best: 0.4270267 (124) total: 37.6s remaining: 1m 52s 125: learn: 0.4128746 test: 0.4261685 best: 0.4261685 (125) total: 38.1s remaining: 1m 53s 126: learn: 0.4128706 test: 0.4261738 best: 0.4261685 (125) total: 38.3s remaining: 1m 52s 127: learn: 0.4128522 test: 0.4261697 best: 0.4261685 (125) total: 38.9s remaining: 1m 52s 128: learn: 0.4128010 test: 0.4261764 best: 0.4261685 (125) total: 39.4s remaining: 1m 53s 129: learn: 0.4127931 test: 0.4261738 best: 0.4261685 (125) total: 40s remaining: 1m 53s 130: learn: 0.4127914 test: 0.4261738 best: 0.4261685 (125) total: 40.3s remaining: 1m 53s 131: learn: 0.4127863 test: 0.4261739 best: 0.4261685 (125) total: 40.8s remaining: 1m 53s 132: learn: 0.4127834 test: 0.4261672 best: 0.4261672 (132) total: 41.5s remaining: 1m 54s 133: learn: 0.4116693 test: 0.4253475 best: 0.4253475 (133) total: 42s remaining: 1m 54s 134: learn: 0.4116617 test: 0.4253534 best: 0.4253475 (133) total: 42.5s remaining: 1m 55s 135: learn: 0.4116553 test: 0.4253463 best: 0.4253463 (135) total: 43.1s remaining: 1m 55s 136: learn: 0.4116518 test: 0.4253515 best: 0.4253463 (135) total: 43.7s remaining: 1m 55s 137: learn: 0.4116482 test: 0.4253515 best: 0.4253463 (135) total: 44.2s remaining: 1m 55s 138: learn: 0.4116461 test: 0.4253551 best: 0.4253463 (135) total: 44.7s remaining: 1m 56s 139: learn: 0.4116424 test: 0.4253595 best: 0.4253463 (135) total: 45.3s remaining: 1m 56s 140: learn: 0.4116275 test: 0.4253649 best: 0.4253463 (135) total: 45.8s remaining: 1m 56s 141: learn: 0.4116223 test: 0.4253762 best: 0.4253463 (135) total: 46s remaining: 1m 55s 142: learn: 0.4116045 test: 0.4253761 best: 0.4253463 (135) total: 46.5s remaining: 1m 56s 143: learn: 0.4107541 test: 0.4248585 best: 0.4248585 (143) total: 47s remaining: 1m 56s 144: learn: 0.4107514 test: 0.4248643 best: 0.4248585 (143) total: 47.3s remaining: 1m 55s 145: learn: 0.4107463 test: 0.4248689 best: 0.4248585 (143) total: 47.8s remaining: 1m 55s 146: learn: 0.4107183 test: 0.4248616 best: 0.4248585 (143) total: 48.4s remaining: 1m 56s 147: learn: 0.4107148 test: 0.4248613 best: 0.4248585 (143) total: 49s remaining: 1m 56s 148: learn: 0.4106904 test: 0.4248580 best: 0.4248580 (148) total: 49.6s remaining: 1m 56s 149: learn: 0.4106874 test: 0.4248614 best: 0.4248580 (148) total: 50.3s remaining: 1m 57s 150: learn: 0.4098952 test: 0.4243354 best: 0.4243354 (150) total: 50.9s remaining: 1m 57s 151: learn: 0.4091734 test: 0.4236059 best: 0.4236059 (151) total: 51.4s remaining: 1m 57s 152: learn: 0.4091698 test: 0.4236102 best: 0.4236059 (151) total: 52s remaining: 1m 57s 153: learn: 0.4091515 test: 0.4235958 best: 0.4235958 (153) total: 52.7s remaining: 1m 58s 154: learn: 0.4091474 test: 0.4235983 best: 0.4235958 (153) total: 52.8s remaining: 1m 57s 155: learn: 0.4091458 test: 0.4235985 best: 0.4235958 (153) total: 53.3s remaining: 1m 57s 156: learn: 0.4091439 test: 0.4235957 best: 0.4235957 (156) total: 53.5s remaining: 1m 56s 157: learn: 0.4091426 test: 0.4236000 best: 0.4235957 (156) total: 54.1s remaining: 1m 57s 158: learn: 0.4091405 test: 0.4236040 best: 0.4235957 (156) total: 54.5s remaining: 1m 56s 159: learn: 0.4091390 test: 0.4236040 best: 0.4235957 (156) total: 54.7s remaining: 1m 56s 160: learn: 0.4086612 test: 0.4233146 best: 0.4233146 (160) total: 55.2s remaining: 1m 56s 161: learn: 0.4086596 test: 0.4233192 best: 0.4233146 (160) total: 55.7s remaining: 1m 56s 162: learn: 0.4086141 test: 0.4233363 best: 0.4233146 (160) total: 56.3s remaining: 1m 56s 163: learn: 0.4086115 test: 0.4233407 best: 0.4233146 (160) total: 56.8s remaining: 1m 56s 164: learn: 0.4086085 test: 0.4233428 best: 0.4233146 (160) total: 57s remaining: 1m 55s 165: learn: 0.4086046 test: 0.4233428 best: 0.4233146 (160) total: 57.5s remaining: 1m 55s 166: learn: 0.4086010 test: 0.4233424 best: 0.4233146 (160) total: 58s remaining: 1m 55s 167: learn: 0.4084755 test: 0.4232626 best: 0.4232626 (167) total: 58.5s remaining: 1m 55s 168: learn: 0.4084752 test: 0.4232626 best: 0.4232626 (168) total: 58.6s remaining: 1m 54s 169: learn: 0.4084738 test: 0.4232649 best: 0.4232626 (168) total: 59.1s remaining: 1m 54s 170: learn: 0.4084704 test: 0.4232626 best: 0.4232626 (170) total: 59.6s remaining: 1m 54s 171: learn: 0.4084671 test: 0.4232671 best: 0.4232626 (170) total: 1m remaining: 1m 54s 172: learn: 0.4083088 test: 0.4232108 best: 0.4232108 (172) total: 1m remaining: 1m 54s 173: learn: 0.4082797 test: 0.4232133 best: 0.4232108 (172) total: 1m 1s remaining: 1m 54s 174: learn: 0.4082673 test: 0.4232114 best: 0.4232108 (172) total: 1m 1s remaining: 1m 54s 175: learn: 0.4082636 test: 0.4232221 best: 0.4232108 (172) total: 1m 2s remaining: 1m 54s 176: learn: 0.4082203 test: 0.4232199 best: 0.4232108 (172) total: 1m 2s remaining: 1m 54s 177: learn: 0.4082134 test: 0.4232258 best: 0.4232108 (172) total: 1m 3s remaining: 1m 54s 178: learn: 0.4082097 test: 0.4232296 best: 0.4232108 (172) total: 1m 3s remaining: 1m 54s 179: learn: 0.4080106 test: 0.4231503 best: 0.4231503 (179) total: 1m 4s remaining: 1m 54s 180: learn: 0.4080095 test: 0.4231498 best: 0.4231498 (180) total: 1m 5s remaining: 1m 54s 181: learn: 0.4080040 test: 0.4231508 best: 0.4231498 (180) total: 1m 5s remaining: 1m 54s 182: learn: 0.4080029 test: 0.4231529 best: 0.4231498 (180) total: 1m 5s remaining: 1m 54s 183: learn: 0.4079996 test: 0.4231562 best: 0.4231498 (180) total: 1m 6s remaining: 1m 54s 184: learn: 0.4079973 test: 0.4231583 best: 0.4231498 (180) total: 1m 6s remaining: 1m 53s 185: learn: 0.4079968 test: 0.4231601 best: 0.4231498 (180) total: 1m 7s remaining: 1m 53s 186: learn: 0.4079964 test: 0.4231600 best: 0.4231498 (180) total: 1m 7s remaining: 1m 52s 187: learn: 0.4079946 test: 0.4231596 best: 0.4231498 (180) total: 1m 7s remaining: 1m 51s 188: learn: 0.4079946 test: 0.4231596 best: 0.4231498 (180) total: 1m 7s remaining: 1m 50s 189: learn: 0.4070942 test: 0.4225911 best: 0.4225911 (189) total: 1m 7s remaining: 1m 50s 190: learn: 0.4070920 test: 0.4226013 best: 0.4225911 (189) total: 1m 8s remaining: 1m 50s 191: learn: 0.4070394 test: 0.4225585 best: 0.4225585 (191) total: 1m 8s remaining: 1m 50s 192: learn: 0.4067542 test: 0.4223807 best: 0.4223807 (192) total: 1m 9s remaining: 1m 50s 193: learn: 0.4064209 test: 0.4221904 best: 0.4221904 (193) total: 1m 9s remaining: 1m 49s 194: learn: 0.4064161 test: 0.4221918 best: 0.4221904 (193) total: 1m 10s remaining: 1m 49s 195: learn: 0.4060297 test: 0.4218917 best: 0.4218917 (195) total: 1m 10s remaining: 1m 49s 196: learn: 0.4060292 test: 0.4218915 best: 0.4218915 (196) total: 1m 11s remaining: 1m 49s 197: learn: 0.4055181 test: 0.4214752 best: 0.4214752 (197) total: 1m 11s remaining: 1m 49s 198: learn: 0.4055163 test: 0.4214752 best: 0.4214752 (198) total: 1m 12s remaining: 1m 49s 199: learn: 0.4055148 test: 0.4214760 best: 0.4214752 (198) total: 1m 12s remaining: 1m 48s 200: learn: 0.4051551 test: 0.4213798 best: 0.4213798 (200) total: 1m 13s remaining: 1m 48s 201: learn: 0.4051540 test: 0.4213805 best: 0.4213798 (200) total: 1m 13s remaining: 1m 48s 202: learn: 0.4051512 test: 0.4213793 best: 0.4213793 (202) total: 1m 14s remaining: 1m 48s 203: learn: 0.4051490 test: 0.4213813 best: 0.4213793 (202) total: 1m 14s remaining: 1m 48s 204: learn: 0.4051467 test: 0.4213820 best: 0.4213793 (202) total: 1m 15s remaining: 1m 48s 205: learn: 0.4051462 test: 0.4213812 best: 0.4213793 (202) total: 1m 15s remaining: 1m 47s 206: learn: 0.4051403 test: 0.4213836 best: 0.4213793 (202) total: 1m 15s remaining: 1m 47s 207: learn: 0.4051399 test: 0.4213855 best: 0.4213793 (202) total: 1m 16s remaining: 1m 46s 208: learn: 0.4051382 test: 0.4213861 best: 0.4213793 (202) total: 1m 16s remaining: 1m 46s 209: learn: 0.4051371 test: 0.4213850 best: 0.4213793 (202) total: 1m 16s remaining: 1m 45s 210: learn: 0.4051364 test: 0.4213838 best: 0.4213793 (202) total: 1m 16s remaining: 1m 44s 211: learn: 0.4051271 test: 0.4213843 best: 0.4213793 (202) total: 1m 17s remaining: 1m 44s 212: learn: 0.4051255 test: 0.4213834 best: 0.4213793 (202) total: 1m 17s remaining: 1m 44s 213: learn: 0.4051243 test: 0.4213838 best: 0.4213793 (202) total: 1m 17s remaining: 1m 43s 214: learn: 0.4051222 test: 0.4213878 best: 0.4213793 (202) total: 1m 18s remaining: 1m 43s 215: learn: 0.4051121 test: 0.4213860 best: 0.4213793 (202) total: 1m 18s remaining: 1m 43s 216: learn: 0.4051009 test: 0.4213839 best: 0.4213793 (202) total: 1m 19s remaining: 1m 43s 217: learn: 0.4050980 test: 0.4213909 best: 0.4213793 (202) total: 1m 19s remaining: 1m 42s 218: learn: 0.4050965 test: 0.4213913 best: 0.4213793 (202) total: 1m 20s remaining: 1m 42s 219: learn: 0.4050955 test: 0.4213913 best: 0.4213793 (202) total: 1m 20s remaining: 1m 42s 220: learn: 0.4049652 test: 0.4213710 best: 0.4213710 (220) total: 1m 20s remaining: 1m 42s 221: learn: 0.4049624 test: 0.4213698 best: 0.4213698 (221) total: 1m 21s remaining: 1m 41s 222: learn: 0.4049618 test: 0.4213637 best: 0.4213637 (222) total: 1m 21s remaining: 1m 41s 223: learn: 0.4049588 test: 0.4213648 best: 0.4213637 (222) total: 1m 21s remaining: 1m 40s 224: learn: 0.4049585 test: 0.4213640 best: 0.4213637 (222) total: 1m 22s remaining: 1m 40s 225: learn: 0.4049556 test: 0.4213647 best: 0.4213637 (222) total: 1m 22s remaining: 1m 39s 226: learn: 0.4049527 test: 0.4213651 best: 0.4213637 (222) total: 1m 22s remaining: 1m 39s 227: learn: 0.4049517 test: 0.4213652 best: 0.4213637 (222) total: 1m 22s remaining: 1m 38s 228: learn: 0.4049508 test: 0.4213656 best: 0.4213637 (222) total: 1m 23s remaining: 1m 38s 229: learn: 0.4049405 test: 0.4213640 best: 0.4213637 (222) total: 1m 23s remaining: 1m 38s 230: learn: 0.4049384 test: 0.4213631 best: 0.4213631 (230) total: 1m 24s remaining: 1m 38s 231: learn: 0.4049356 test: 0.4213689 best: 0.4213631 (230) total: 1m 24s remaining: 1m 37s 232: learn: 0.4049352 test: 0.4213691 best: 0.4213631 (230) total: 1m 24s remaining: 1m 37s 233: learn: 0.4049343 test: 0.4213693 best: 0.4213631 (230) total: 1m 25s remaining: 1m 36s 234: learn: 0.4049325 test: 0.4213674 best: 0.4213631 (230) total: 1m 25s remaining: 1m 36s 235: learn: 0.4049314 test: 0.4213657 best: 0.4213631 (230) total: 1m 26s remaining: 1m 36s 236: learn: 0.4049311 test: 0.4213658 best: 0.4213631 (230) total: 1m 26s remaining: 1m 35s 237: learn: 0.4049293 test: 0.4213651 best: 0.4213631 (230) total: 1m 26s remaining: 1m 34s 238: learn: 0.4049289 test: 0.4213653 best: 0.4213631 (230) total: 1m 26s remaining: 1m 34s 239: learn: 0.4049235 test: 0.4213666 best: 0.4213631 (230) total: 1m 26s remaining: 1m 33s 240: learn: 0.4049216 test: 0.4213749 best: 0.4213631 (230) total: 1m 26s remaining: 1m 33s 241: learn: 0.4049210 test: 0.4213749 best: 0.4213631 (230) total: 1m 26s remaining: 1m 32s 242: learn: 0.4049195 test: 0.4213732 best: 0.4213631 (230) total: 1m 27s remaining: 1m 32s 243: learn: 0.4049190 test: 0.4213733 best: 0.4213631 (230) total: 1m 27s remaining: 1m 31s 244: learn: 0.4048489 test: 0.4213490 best: 0.4213490 (244) total: 1m 28s remaining: 1m 31s 245: learn: 0.4048482 test: 0.4213456 best: 0.4213456 (245) total: 1m 28s remaining: 1m 31s 246: learn: 0.4048325 test: 0.4213491 best: 0.4213456 (245) total: 1m 29s remaining: 1m 31s 247: learn: 0.4048204 test: 0.4213535 best: 0.4213456 (245) total: 1m 29s remaining: 1m 31s 248: learn: 0.4048192 test: 0.4213535 best: 0.4213456 (245) total: 1m 30s remaining: 1m 30s 249: learn: 0.4048065 test: 0.4213534 best: 0.4213456 (245) total: 1m 30s remaining: 1m 30s 250: learn: 0.4048060 test: 0.4213534 best: 0.4213456 (245) total: 1m 30s remaining: 1m 30s 251: learn: 0.4047897 test: 0.4213382 best: 0.4213382 (251) total: 1m 31s remaining: 1m 29s 252: learn: 0.4042786 test: 0.4212582 best: 0.4212582 (252) total: 1m 31s remaining: 1m 29s 253: learn: 0.4042757 test: 0.4212665 best: 0.4212582 (252) total: 1m 32s remaining: 1m 29s 254: learn: 0.4042750 test: 0.4212720 best: 0.4212582 (252) total: 1m 32s remaining: 1m 29s 255: learn: 0.4042743 test: 0.4212719 best: 0.4212582 (252) total: 1m 32s remaining: 1m 28s 256: learn: 0.4042432 test: 0.4212633 best: 0.4212582 (252) total: 1m 33s remaining: 1m 28s 257: learn: 0.4042420 test: 0.4212614 best: 0.4212582 (252) total: 1m 33s remaining: 1m 27s 258: learn: 0.4042414 test: 0.4212614 best: 0.4212582 (252) total: 1m 33s remaining: 1m 27s 259: learn: 0.4042414 test: 0.4212614 best: 0.4212582 (252) total: 1m 34s remaining: 1m 26s 260: learn: 0.4042398 test: 0.4212614 best: 0.4212582 (252) total: 1m 34s remaining: 1m 26s 261: learn: 0.4042373 test: 0.4212667 best: 0.4212582 (252) total: 1m 34s remaining: 1m 25s 262: learn: 0.4042348 test: 0.4212714 best: 0.4212582 (252) total: 1m 35s remaining: 1m 25s 263: learn: 0.4042344 test: 0.4212694 best: 0.4212582 (252) total: 1m 35s remaining: 1m 25s 264: learn: 0.4042344 test: 0.4212690 best: 0.4212582 (252) total: 1m 35s remaining: 1m 24s 265: learn: 0.4042320 test: 0.4212763 best: 0.4212582 (252) total: 1m 35s remaining: 1m 23s 266: learn: 0.4042289 test: 0.4212754 best: 0.4212582 (252) total: 1m 35s remaining: 1m 23s 267: learn: 0.4042276 test: 0.4212785 best: 0.4212582 (252) total: 1m 36s remaining: 1m 23s 268: learn: 0.4042264 test: 0.4212792 best: 0.4212582 (252) total: 1m 36s remaining: 1m 23s 269: learn: 0.4042209 test: 0.4212749 best: 0.4212582 (252) total: 1m 37s remaining: 1m 22s 270: learn: 0.4042204 test: 0.4212744 best: 0.4212582 (252) total: 1m 37s remaining: 1m 22s 271: learn: 0.4042154 test: 0.4212755 best: 0.4212582 (252) total: 1m 38s remaining: 1m 22s 272: learn: 0.4042139 test: 0.4212799 best: 0.4212582 (252) total: 1m 38s remaining: 1m 21s 273: learn: 0.4042056 test: 0.4212769 best: 0.4212582 (252) total: 1m 38s remaining: 1m 21s 274: learn: 0.4042044 test: 0.4212799 best: 0.4212582 (252) total: 1m 39s remaining: 1m 21s 275: learn: 0.4042032 test: 0.4212772 best: 0.4212582 (252) total: 1m 39s remaining: 1m 20s 276: learn: 0.4042016 test: 0.4212814 best: 0.4212582 (252) total: 1m 39s remaining: 1m 19s 277: learn: 0.4041971 test: 0.4212822 best: 0.4212582 (252) total: 1m 39s remaining: 1m 19s 278: learn: 0.4041942 test: 0.4212817 best: 0.4212582 (252) total: 1m 40s remaining: 1m 19s 279: learn: 0.4041793 test: 0.4212851 best: 0.4212582 (252) total: 1m 40s remaining: 1m 19s 280: learn: 0.4041788 test: 0.4212862 best: 0.4212582 (252) total: 1m 41s remaining: 1m 19s 281: learn: 0.4041786 test: 0.4212858 best: 0.4212582 (252) total: 1m 41s remaining: 1m 18s 282: learn: 0.4041738 test: 0.4212867 best: 0.4212582 (252) total: 1m 42s remaining: 1m 18s 283: learn: 0.4041671 test: 0.4212849 best: 0.4212582 (252) total: 1m 43s remaining: 1m 18s 284: learn: 0.4041664 test: 0.4212894 best: 0.4212582 (252) total: 1m 43s remaining: 1m 18s 285: learn: 0.4041661 test: 0.4212888 best: 0.4212582 (252) total: 1m 43s remaining: 1m 17s 286: learn: 0.4041656 test: 0.4212883 best: 0.4212582 (252) total: 1m 43s remaining: 1m 17s 287: learn: 0.4041653 test: 0.4212878 best: 0.4212582 (252) total: 1m 44s remaining: 1m 16s 288: learn: 0.4041645 test: 0.4212873 best: 0.4212582 (252) total: 1m 44s remaining: 1m 16s 289: learn: 0.4041633 test: 0.4212918 best: 0.4212582 (252) total: 1m 45s remaining: 1m 16s 290: learn: 0.4041627 test: 0.4212962 best: 0.4212582 (252) total: 1m 45s remaining: 1m 15s 291: learn: 0.4041625 test: 0.4212955 best: 0.4212582 (252) total: 1m 45s remaining: 1m 15s 292: learn: 0.4041616 test: 0.4212942 best: 0.4212582 (252) total: 1m 45s remaining: 1m 14s 293: learn: 0.4041607 test: 0.4212937 best: 0.4212582 (252) total: 1m 46s remaining: 1m 14s 294: learn: 0.4041597 test: 0.4212916 best: 0.4212582 (252) total: 1m 46s remaining: 1m 14s 295: learn: 0.4041591 test: 0.4212917 best: 0.4212582 (252) total: 1m 47s remaining: 1m 14s 296: learn: 0.4041585 test: 0.4212917 best: 0.4212582 (252) total: 1m 47s remaining: 1m 13s 297: learn: 0.4041583 test: 0.4212913 best: 0.4212582 (252) total: 1m 47s remaining: 1m 12s 298: learn: 0.4041577 test: 0.4212892 best: 0.4212582 (252) total: 1m 47s remaining: 1m 12s 299: learn: 0.4041573 test: 0.4212889 best: 0.4212582 (252) total: 1m 48s remaining: 1m 12s 300: learn: 0.4041571 test: 0.4212891 best: 0.4212582 (252) total: 1m 48s remaining: 1m 11s 301: learn: 0.4041567 test: 0.4212892 best: 0.4212582 (252) total: 1m 49s remaining: 1m 11s 302: learn: 0.4041520 test: 0.4212947 best: 0.4212582 (252) total: 1m 49s remaining: 1m 11s 303: learn: 0.4041483 test: 0.4212954 best: 0.4212582 (252) total: 1m 50s remaining: 1m 11s 304: learn: 0.4041480 test: 0.4212951 best: 0.4212582 (252) total: 1m 50s remaining: 1m 10s 305: learn: 0.4041429 test: 0.4212951 best: 0.4212582 (252) total: 1m 50s remaining: 1m 10s 306: learn: 0.4040333 test: 0.4212477 best: 0.4212477 (306) total: 1m 51s remaining: 1m 9s 307: learn: 0.4040330 test: 0.4212474 best: 0.4212474 (307) total: 1m 51s remaining: 1m 9s 308: learn: 0.4040311 test: 0.4212476 best: 0.4212474 (307) total: 1m 51s remaining: 1m 9s 309: learn: 0.4040309 test: 0.4212473 best: 0.4212473 (309) total: 1m 52s remaining: 1m 8s 310: learn: 0.4040307 test: 0.4212470 best: 0.4212470 (310) total: 1m 52s remaining: 1m 8s 311: learn: 0.4040216 test: 0.4212600 best: 0.4212470 (310) total: 1m 52s remaining: 1m 7s 312: learn: 0.4033153 test: 0.4208715 best: 0.4208715 (312) total: 1m 53s remaining: 1m 7s 313: learn: 0.4033153 test: 0.4208713 best: 0.4208713 (313) total: 1m 53s remaining: 1m 7s 314: learn: 0.4033149 test: 0.4208726 best: 0.4208713 (313) total: 1m 53s remaining: 1m 6s 315: learn: 0.4033149 test: 0.4208724 best: 0.4208713 (313) total: 1m 54s remaining: 1m 6s 316: learn: 0.4033144 test: 0.4208724 best: 0.4208713 (313) total: 1m 54s remaining: 1m 5s 317: learn: 0.4033053 test: 0.4208648 best: 0.4208648 (317) total: 1m 54s remaining: 1m 5s 318: learn: 0.4033052 test: 0.4208648 best: 0.4208648 (317) total: 1m 54s remaining: 1m 5s 319: learn: 0.4032394 test: 0.4208338 best: 0.4208338 (319) total: 1m 55s remaining: 1m 4s 320: learn: 0.4032389 test: 0.4208323 best: 0.4208323 (320) total: 1m 55s remaining: 1m 4s 321: learn: 0.4032387 test: 0.4208309 best: 0.4208309 (321) total: 1m 55s remaining: 1m 4s 322: learn: 0.4032385 test: 0.4208309 best: 0.4208309 (321) total: 1m 55s remaining: 1m 3s 323: learn: 0.4032383 test: 0.4208309 best: 0.4208309 (321) total: 1m 56s remaining: 1m 3s 324: learn: 0.4032378 test: 0.4208309 best: 0.4208309 (321) total: 1m 56s remaining: 1m 2s 325: learn: 0.4032377 test: 0.4208309 best: 0.4208309 (321) total: 1m 56s remaining: 1m 2s 326: learn: 0.4032375 test: 0.4208309 best: 0.4208309 (321) total: 1m 56s remaining: 1m 1s 327: learn: 0.4032364 test: 0.4208339 best: 0.4208309 (321) total: 1m 57s remaining: 1m 1s 328: learn: 0.4032356 test: 0.4208339 best: 0.4208309 (321) total: 1m 57s remaining: 1m 1s 329: learn: 0.4032348 test: 0.4208369 best: 0.4208309 (321) total: 1m 58s remaining: 1m 330: learn: 0.4032343 test: 0.4208360 best: 0.4208309 (321) total: 1m 58s remaining: 1m 331: learn: 0.4032342 test: 0.4208358 best: 0.4208309 (321) total: 1m 58s remaining: 59.9s 332: learn: 0.4032328 test: 0.4208344 best: 0.4208309 (321) total: 1m 58s remaining: 59.6s 333: learn: 0.4032327 test: 0.4208344 best: 0.4208309 (321) total: 1m 58s remaining: 59.1s 334: learn: 0.4032316 test: 0.4208388 best: 0.4208309 (321) total: 1m 59s remaining: 58.8s 335: learn: 0.4032240 test: 0.4208377 best: 0.4208309 (321) total: 1m 59s remaining: 58.5s 336: learn: 0.4028260 test: 0.4207934 best: 0.4207934 (336) total: 2m remaining: 58.2s 337: learn: 0.4028227 test: 0.4207935 best: 0.4207934 (336) total: 2m remaining: 57.9s 338: learn: 0.4028210 test: 0.4207935 best: 0.4207934 (336) total: 2m 1s remaining: 57.6s 339: learn: 0.4028206 test: 0.4207932 best: 0.4207932 (339) total: 2m 1s remaining: 57.3s 340: learn: 0.4028203 test: 0.4207930 best: 0.4207930 (340) total: 2m 1s remaining: 56.8s 341: learn: 0.4028195 test: 0.4207925 best: 0.4207925 (341) total: 2m 2s remaining: 56.5s 342: learn: 0.4028190 test: 0.4207898 best: 0.4207898 (342) total: 2m 2s remaining: 56.2s 343: learn: 0.4028186 test: 0.4207891 best: 0.4207891 (343) total: 2m 3s remaining: 55.9s 344: learn: 0.4028183 test: 0.4207891 best: 0.4207891 (344) total: 2m 3s remaining: 55.6s 345: learn: 0.4028141 test: 0.4207931 best: 0.4207891 (344) total: 2m 4s remaining: 55.3s 346: learn: 0.4028137 test: 0.4207929 best: 0.4207891 (344) total: 2m 4s remaining: 55s 347: learn: 0.4028026 test: 0.4207870 best: 0.4207870 (347) total: 2m 5s remaining: 54.8s 348: learn: 0.4028025 test: 0.4207870 best: 0.4207870 (348) total: 2m 5s remaining: 54.3s 349: learn: 0.4028022 test: 0.4207880 best: 0.4207870 (348) total: 2m 5s remaining: 54s 350: learn: 0.4028021 test: 0.4207880 best: 0.4207870 (348) total: 2m 6s remaining: 53.5s 351: learn: 0.4027850 test: 0.4207882 best: 0.4207870 (348) total: 2m 6s remaining: 53.2s 352: learn: 0.4027816 test: 0.4207924 best: 0.4207870 (348) total: 2m 7s remaining: 52.9s 353: learn: 0.4027812 test: 0.4207918 best: 0.4207870 (348) total: 2m 7s remaining: 52.6s 354: learn: 0.4027811 test: 0.4207915 best: 0.4207870 (348) total: 2m 7s remaining: 52.1s 355: learn: 0.4027805 test: 0.4207943 best: 0.4207870 (348) total: 2m 8s remaining: 51.8s 356: learn: 0.4027804 test: 0.4207943 best: 0.4207870 (348) total: 2m 8s remaining: 51.4s 357: learn: 0.4027767 test: 0.4207945 best: 0.4207870 (348) total: 2m 8s remaining: 51.1s 358: learn: 0.4027764 test: 0.4207930 best: 0.4207870 (348) total: 2m 9s remaining: 50.7s 359: learn: 0.4027704 test: 0.4207947 best: 0.4207870 (348) total: 2m 9s remaining: 50.4s 360: learn: 0.4027696 test: 0.4207987 best: 0.4207870 (348) total: 2m 10s remaining: 50.1s 361: learn: 0.4027687 test: 0.4208014 best: 0.4207870 (348) total: 2m 10s remaining: 49.8s 362: learn: 0.4027686 test: 0.4208014 best: 0.4207870 (348) total: 2m 10s remaining: 49.3s 363: learn: 0.4027684 test: 0.4208014 best: 0.4207870 (348) total: 2m 10s remaining: 48.8s 364: learn: 0.4027684 test: 0.4208014 best: 0.4207870 (348) total: 2m 10s remaining: 48.4s 365: learn: 0.4027675 test: 0.4208051 best: 0.4207870 (348) total: 2m 10s remaining: 48s 366: learn: 0.4027674 test: 0.4208051 best: 0.4207870 (348) total: 2m 11s remaining: 47.5s 367: learn: 0.4027671 test: 0.4208033 best: 0.4207870 (348) total: 2m 11s remaining: 47.2s 368: learn: 0.4027670 test: 0.4208033 best: 0.4207870 (348) total: 2m 11s remaining: 46.7s 369: learn: 0.4027669 test: 0.4208033 best: 0.4207870 (348) total: 2m 11s remaining: 46.3s 370: learn: 0.4027665 test: 0.4208060 best: 0.4207870 (348) total: 2m 12s remaining: 45.9s 371: learn: 0.4027664 test: 0.4208060 best: 0.4207870 (348) total: 2m 12s remaining: 45.5s 372: learn: 0.4027660 test: 0.4208087 best: 0.4207870 (348) total: 2m 12s remaining: 45.1s 373: learn: 0.4027660 test: 0.4208079 best: 0.4207870 (348) total: 2m 12s remaining: 44.7s 374: learn: 0.4027656 test: 0.4208106 best: 0.4207870 (348) total: 2m 13s remaining: 44.3s 375: learn: 0.4027655 test: 0.4208106 best: 0.4207870 (348) total: 2m 13s remaining: 43.9s 376: learn: 0.4027653 test: 0.4208088 best: 0.4207870 (348) total: 2m 13s remaining: 43.5s 377: learn: 0.4027649 test: 0.4208115 best: 0.4207870 (348) total: 2m 13s remaining: 43.1s 378: learn: 0.4027649 test: 0.4208115 best: 0.4207870 (348) total: 2m 13s remaining: 42.7s 379: learn: 0.4027649 test: 0.4208115 best: 0.4207870 (348) total: 2m 13s remaining: 42.2s 380: learn: 0.4027548 test: 0.4208179 best: 0.4207870 (348) total: 2m 14s remaining: 41.9s 381: learn: 0.4027541 test: 0.4208212 best: 0.4207870 (348) total: 2m 14s remaining: 41.5s 382: learn: 0.4027541 test: 0.4208212 best: 0.4207870 (348) total: 2m 14s remaining: 41.1s 383: learn: 0.4027537 test: 0.4208212 best: 0.4207870 (348) total: 2m 14s remaining: 40.7s 384: learn: 0.4027536 test: 0.4208203 best: 0.4207870 (348) total: 2m 14s remaining: 40.3s 385: learn: 0.4027536 test: 0.4208203 best: 0.4207870 (348) total: 2m 14s remaining: 39.9s 386: learn: 0.4027536 test: 0.4208203 best: 0.4207870 (348) total: 2m 15s remaining: 39.4s 387: learn: 0.4027534 test: 0.4208187 best: 0.4207870 (348) total: 2m 15s remaining: 39s 388: learn: 0.4027534 test: 0.4208187 best: 0.4207870 (348) total: 2m 15s remaining: 38.6s 389: learn: 0.4027533 test: 0.4208187 best: 0.4207870 (348) total: 2m 15s remaining: 38.2s 390: learn: 0.4027530 test: 0.4208213 best: 0.4207870 (348) total: 2m 15s remaining: 37.9s 391: learn: 0.4027530 test: 0.4208213 best: 0.4207870 (348) total: 2m 15s remaining: 37.4s 392: learn: 0.4027526 test: 0.4208208 best: 0.4207870 (348) total: 2m 16s remaining: 37.1s 393: learn: 0.4027526 test: 0.4208200 best: 0.4207870 (348) total: 2m 16s remaining: 36.7s 394: learn: 0.4027512 test: 0.4208211 best: 0.4207870 (348) total: 2m 16s remaining: 36.4s 395: learn: 0.4027505 test: 0.4208211 best: 0.4207870 (348) total: 2m 17s remaining: 36.1s 396: learn: 0.4027503 test: 0.4208211 best: 0.4207870 (348) total: 2m 17s remaining: 35.8s 397: learn: 0.4027468 test: 0.4208209 best: 0.4207870 (348) total: 2m 18s remaining: 35.5s 398: learn: 0.4027465 test: 0.4208205 best: 0.4207870 (348) total: 2m 18s remaining: 35.2s 399: learn: 0.4027462 test: 0.4208201 best: 0.4207870 (348) total: 2m 19s remaining: 34.9s 400: learn: 0.4027450 test: 0.4208201 best: 0.4207870 (348) total: 2m 19s remaining: 34.6s 401: learn: 0.4027426 test: 0.4208168 best: 0.4207870 (348) total: 2m 20s remaining: 34.2s 402: learn: 0.4025864 test: 0.4207794 best: 0.4207794 (402) total: 2m 20s remaining: 33.9s 403: learn: 0.4025858 test: 0.4207827 best: 0.4207794 (402) total: 2m 21s remaining: 33.6s 404: learn: 0.4025854 test: 0.4207821 best: 0.4207794 (402) total: 2m 21s remaining: 33.3s 405: learn: 0.4025849 test: 0.4207820 best: 0.4207794 (402) total: 2m 22s remaining: 32.9s 406: learn: 0.4025847 test: 0.4207820 best: 0.4207794 (402) total: 2m 22s remaining: 32.6s 407: learn: 0.4025846 test: 0.4207820 best: 0.4207794 (402) total: 2m 22s remaining: 32.2s 408: learn: 0.4024444 test: 0.4207462 best: 0.4207462 (408) total: 2m 23s remaining: 31.9s 409: learn: 0.4024443 test: 0.4207463 best: 0.4207462 (408) total: 2m 23s remaining: 31.6s 410: learn: 0.4024442 test: 0.4207463 best: 0.4207462 (408) total: 2m 24s remaining: 31.2s 411: learn: 0.4024405 test: 0.4207459 best: 0.4207459 (411) total: 2m 24s remaining: 30.9s 412: learn: 0.4024404 test: 0.4207457 best: 0.4207457 (412) total: 2m 24s remaining: 30.5s 413: learn: 0.4024402 test: 0.4207451 best: 0.4207451 (413) total: 2m 25s remaining: 30.2s 414: learn: 0.4024400 test: 0.4207444 best: 0.4207444 (414) total: 2m 25s remaining: 29.9s 415: learn: 0.4024318 test: 0.4207556 best: 0.4207444 (414) total: 2m 26s remaining: 29.6s 416: learn: 0.4024316 test: 0.4207543 best: 0.4207444 (414) total: 2m 26s remaining: 29.3s 417: learn: 0.4024313 test: 0.4207539 best: 0.4207444 (414) total: 2m 27s remaining: 28.9s 418: learn: 0.4024312 test: 0.4207539 best: 0.4207444 (414) total: 2m 27s remaining: 28.6s 419: learn: 0.4024311 test: 0.4207539 best: 0.4207444 (414) total: 2m 28s remaining: 28.3s 420: learn: 0.4024307 test: 0.4207539 best: 0.4207444 (414) total: 2m 28s remaining: 28s 421: learn: 0.4024307 test: 0.4207539 best: 0.4207444 (414) total: 2m 29s remaining: 27.6s 422: learn: 0.4024306 test: 0.4207527 best: 0.4207444 (414) total: 2m 29s remaining: 27.2s 423: learn: 0.4024305 test: 0.4207527 best: 0.4207444 (414) total: 2m 29s remaining: 26.8s 424: learn: 0.4024298 test: 0.4207527 best: 0.4207444 (414) total: 2m 29s remaining: 26.5s 425: learn: 0.4024282 test: 0.4207524 best: 0.4207444 (414) total: 2m 30s remaining: 26.1s 426: learn: 0.4024282 test: 0.4207519 best: 0.4207444 (414) total: 2m 30s remaining: 25.7s 427: learn: 0.4024263 test: 0.4207529 best: 0.4207444 (414) total: 2m 31s remaining: 25.4s 428: learn: 0.4024261 test: 0.4207555 best: 0.4207444 (414) total: 2m 31s remaining: 25.1s 429: learn: 0.4021918 test: 0.4206336 best: 0.4206336 (429) total: 2m 32s remaining: 24.8s 430: learn: 0.4021912 test: 0.4206346 best: 0.4206336 (429) total: 2m 32s remaining: 24.4s 431: learn: 0.4021885 test: 0.4206370 best: 0.4206336 (429) total: 2m 33s remaining: 24.1s 432: learn: 0.4021815 test: 0.4206380 best: 0.4206336 (429) total: 2m 33s remaining: 23.8s 433: learn: 0.4021778 test: 0.4206373 best: 0.4206336 (429) total: 2m 34s remaining: 23.5s 434: learn: 0.4021481 test: 0.4206478 best: 0.4206336 (429) total: 2m 34s remaining: 23.1s 435: learn: 0.4021475 test: 0.4206478 best: 0.4206336 (429) total: 2m 35s remaining: 22.8s 436: learn: 0.4021475 test: 0.4206478 best: 0.4206336 (429) total: 2m 35s remaining: 22.4s 437: learn: 0.4021473 test: 0.4206474 best: 0.4206336 (429) total: 2m 35s remaining: 22s 438: learn: 0.4021471 test: 0.4206494 best: 0.4206336 (429) total: 2m 35s remaining: 21.6s 439: learn: 0.4021449 test: 0.4206513 best: 0.4206336 (429) total: 2m 36s remaining: 21.3s 440: learn: 0.4021438 test: 0.4206523 best: 0.4206336 (429) total: 2m 36s remaining: 21s 441: learn: 0.4021437 test: 0.4206523 best: 0.4206336 (429) total: 2m 36s remaining: 20.6s 442: learn: 0.4021436 test: 0.4206520 best: 0.4206336 (429) total: 2m 37s remaining: 20.2s 443: learn: 0.4021418 test: 0.4206538 best: 0.4206336 (429) total: 2m 37s remaining: 19.9s 444: learn: 0.4021406 test: 0.4206541 best: 0.4206336 (429) total: 2m 38s remaining: 19.5s 445: learn: 0.4021404 test: 0.4206559 best: 0.4206336 (429) total: 2m 38s remaining: 19.2s 446: learn: 0.4021402 test: 0.4206559 best: 0.4206336 (429) total: 2m 39s remaining: 18.9s 447: learn: 0.4021401 test: 0.4206577 best: 0.4206336 (429) total: 2m 39s remaining: 18.5s 448: learn: 0.4021399 test: 0.4206594 best: 0.4206336 (429) total: 2m 39s remaining: 18.1s 449: learn: 0.4021398 test: 0.4206592 best: 0.4206336 (429) total: 2m 39s remaining: 17.8s 450: learn: 0.4021397 test: 0.4206592 best: 0.4206336 (429) total: 2m 39s remaining: 17.4s 451: learn: 0.4021397 test: 0.4206592 best: 0.4206336 (429) total: 2m 40s remaining: 17s 452: learn: 0.4021390 test: 0.4206592 best: 0.4206336 (429) total: 2m 40s remaining: 16.7s 453: learn: 0.4021387 test: 0.4206592 best: 0.4206336 (429) total: 2m 41s remaining: 16.3s 454: learn: 0.4021383 test: 0.4206592 best: 0.4206336 (429) total: 2m 41s remaining: 16s 455: learn: 0.4021381 test: 0.4206603 best: 0.4206336 (429) total: 2m 42s remaining: 15.7s 456: learn: 0.4021352 test: 0.4206597 best: 0.4206336 (429) total: 2m 42s remaining: 15.3s 457: learn: 0.4021350 test: 0.4206597 best: 0.4206336 (429) total: 2m 43s remaining: 15s 458: learn: 0.4021341 test: 0.4206597 best: 0.4206336 (429) total: 2m 43s remaining: 14.6s 459: learn: 0.4021339 test: 0.4206597 best: 0.4206336 (429) total: 2m 44s remaining: 14.3s 460: learn: 0.4021337 test: 0.4206614 best: 0.4206336 (429) total: 2m 44s remaining: 13.9s 461: learn: 0.4021323 test: 0.4206625 best: 0.4206336 (429) total: 2m 45s remaining: 13.6s 462: learn: 0.4021323 test: 0.4206625 best: 0.4206336 (429) total: 2m 45s remaining: 13.2s 463: learn: 0.4021322 test: 0.4206625 best: 0.4206336 (429) total: 2m 45s remaining: 12.9s 464: learn: 0.4021271 test: 0.4206625 best: 0.4206336 (429) total: 2m 46s remaining: 12.5s 465: learn: 0.4021269 test: 0.4206623 best: 0.4206336 (429) total: 2m 46s remaining: 12.2s 466: learn: 0.4021268 test: 0.4206639 best: 0.4206336 (429) total: 2m 46s remaining: 11.8s 467: learn: 0.4021268 test: 0.4206639 best: 0.4206336 (429) total: 2m 47s remaining: 11.4s 468: learn: 0.4021267 test: 0.4206654 best: 0.4206336 (429) total: 2m 47s remaining: 11s 469: learn: 0.4021267 test: 0.4206669 best: 0.4206336 (429) total: 2m 47s remaining: 10.7s 470: learn: 0.4021265 test: 0.4206678 best: 0.4206336 (429) total: 2m 47s remaining: 10.3s 471: learn: 0.4021264 test: 0.4206687 best: 0.4206336 (429) total: 2m 48s remaining: 9.97s 472: learn: 0.4021264 test: 0.4206687 best: 0.4206336 (429) total: 2m 48s remaining: 9.6s 473: learn: 0.4021247 test: 0.4206686 best: 0.4206336 (429) total: 2m 48s remaining: 9.26s 474: learn: 0.4021244 test: 0.4206695 best: 0.4206336 (429) total: 2m 49s remaining: 8.9s 475: learn: 0.4021243 test: 0.4206704 best: 0.4206336 (429) total: 2m 49s remaining: 8.54s 476: learn: 0.4021089 test: 0.4206632 best: 0.4206336 (429) total: 2m 50s remaining: 8.2s 477: learn: 0.4021088 test: 0.4206640 best: 0.4206336 (429) total: 2m 50s remaining: 7.84s 478: learn: 0.4021051 test: 0.4206680 best: 0.4206336 (429) total: 2m 50s remaining: 7.49s 479: learn: 0.4021036 test: 0.4206688 best: 0.4206336 (429) total: 2m 51s remaining: 7.14s 480: learn: 0.4019655 test: 0.4205632 best: 0.4205632 (480) total: 2m 51s remaining: 6.79s 481: learn: 0.4018544 test: 0.4205613 best: 0.4205613 (481) total: 2m 52s remaining: 6.44s 482: learn: 0.4018537 test: 0.4205613 best: 0.4205613 (481) total: 2m 52s remaining: 6.08s 483: learn: 0.4018536 test: 0.4205613 best: 0.4205613 (481) total: 2m 53s remaining: 5.73s 484: learn: 0.4018517 test: 0.4205613 best: 0.4205613 (484) total: 2m 53s remaining: 5.38s 485: learn: 0.4018505 test: 0.4205624 best: 0.4205613 (484) total: 2m 54s remaining: 5.02s 486: learn: 0.4018495 test: 0.4205627 best: 0.4205613 (484) total: 2m 54s remaining: 4.67s 487: learn: 0.4018492 test: 0.4205627 best: 0.4205613 (484) total: 2m 55s remaining: 4.31s 488: learn: 0.4016925 test: 0.4205304 best: 0.4205304 (488) total: 2m 55s remaining: 3.96s 489: learn: 0.4016914 test: 0.4205309 best: 0.4205304 (488) total: 2m 56s remaining: 3.6s 490: learn: 0.4016912 test: 0.4205314 best: 0.4205304 (488) total: 2m 57s remaining: 3.25s 491: learn: 0.4016908 test: 0.4205334 best: 0.4205304 (488) total: 2m 57s remaining: 2.89s 492: learn: 0.4016851 test: 0.4205278 best: 0.4205278 (492) total: 2m 58s remaining: 2.53s 493: learn: 0.4016841 test: 0.4205283 best: 0.4205278 (492) total: 2m 58s remaining: 2.17s 494: learn: 0.4016836 test: 0.4205283 best: 0.4205278 (492) total: 2m 58s remaining: 1.81s 495: learn: 0.4016836 test: 0.4205294 best: 0.4205278 (492) total: 2m 58s remaining: 1.44s 496: learn: 0.4016814 test: 0.4205294 best: 0.4205278 (492) total: 2m 59s remaining: 1.08s 497: learn: 0.4016813 test: 0.4205293 best: 0.4205278 (492) total: 2m 59s remaining: 721ms 498: learn: 0.4016813 test: 0.4205293 best: 0.4205278 (492) total: 2m 59s remaining: 360ms 499: learn: 0.4016812 test: 0.4205293 best: 0.4205278 (492) total: 2m 59s remaining: 0us bestTest = 0.4205278003 bestIteration = 492 Shrink model to first 493 iterations. [CV] learning_rate=0.15, l2_leaf_reg=4, iterations=500, depth=10, total= 3.0min [CV] learning_rate=0.15, l2_leaf_reg=4, iterations=500, depth=10 ..... 0: learn: 3.8288140 test: 3.8251934 best: 3.8251934 (0) total: 406ms remaining: 3m 22s 1: learn: 3.2685434 test: 3.2660919 best: 3.2660919 (1) total: 460ms remaining: 1m 54s 2: learn: 2.7954085 test: 2.7943562 best: 2.7943562 (2) total: 538ms remaining: 1m 29s 3: learn: 2.3973064 test: 2.3974819 best: 2.3974819 (3) total: 989ms remaining: 2m 2s 4: learn: 2.0599069 test: 2.0615354 best: 2.0615354 (4) total: 1.44s remaining: 2m 22s 5: learn: 1.7752004 test: 1.7773811 best: 1.7773811 (5) total: 1.59s remaining: 2m 11s 6: learn: 1.5368869 test: 1.5400177 best: 1.5400177 (6) total: 2.06s remaining: 2m 25s 7: learn: 1.3369790 test: 1.3409547 best: 1.3409547 (7) total: 2.13s remaining: 2m 11s 8: learn: 1.1713981 test: 1.1761245 best: 1.1761245 (8) total: 2.16s remaining: 1m 58s 9: learn: 1.0324793 test: 1.0382123 best: 1.0382123 (9) total: 2.41s remaining: 1m 58s 10: learn: 0.9186239 test: 0.9248767 best: 0.9248767 (10) total: 2.89s remaining: 2m 8s 11: learn: 0.8268339 test: 0.8337699 best: 0.8337699 (11) total: 3.06s remaining: 2m 4s 12: learn: 0.7522939 test: 0.7598708 best: 0.7598708 (12) total: 3.22s remaining: 2m 13: learn: 0.6931470 test: 0.7011266 best: 0.7011266 (13) total: 3.28s remaining: 1m 53s 14: learn: 0.6406663 test: 0.6490801 best: 0.6490801 (14) total: 3.77s remaining: 2m 1s 15: learn: 0.5993027 test: 0.6077991 best: 0.6077991 (15) total: 3.83s remaining: 1m 56s 16: learn: 0.5676545 test: 0.5766097 best: 0.5766097 (16) total: 3.99s remaining: 1m 53s 17: learn: 0.5423899 test: 0.5518104 best: 0.5518104 (17) total: 4.07s remaining: 1m 49s 18: learn: 0.5211061 test: 0.5312535 best: 0.5312535 (18) total: 4.36s remaining: 1m 50s 19: learn: 0.5054821 test: 0.5156624 best: 0.5156624 (19) total: 4.83s remaining: 1m 55s 20: learn: 0.4928109 test: 0.5039187 best: 0.5039187 (20) total: 5.31s remaining: 2m 1s 21: learn: 0.4834715 test: 0.4947516 best: 0.4947516 (21) total: 5.83s remaining: 2m 6s 22: learn: 0.4761182 test: 0.4871640 best: 0.4871640 (22) total: 6.01s remaining: 2m 4s 23: learn: 0.4667510 test: 0.4778790 best: 0.4778790 (23) total: 6.5s remaining: 2m 8s 24: learn: 0.4615368 test: 0.4728857 best: 0.4728857 (24) total: 7.01s remaining: 2m 13s 25: learn: 0.4566000 test: 0.4678904 best: 0.4678904 (25) total: 7.5s remaining: 2m 16s 26: learn: 0.4539626 test: 0.4652777 best: 0.4652777 (26) total: 7.97s remaining: 2m 19s 27: learn: 0.4510318 test: 0.4624473 best: 0.4624473 (27) total: 8.46s remaining: 2m 22s 28: learn: 0.4500580 test: 0.4615003 best: 0.4615003 (28) total: 8.52s remaining: 2m 18s 29: learn: 0.4462775 test: 0.4579233 best: 0.4579233 (29) total: 8.98s remaining: 2m 20s 30: learn: 0.4450532 test: 0.4568328 best: 0.4568328 (30) total: 9.47s remaining: 2m 23s 31: learn: 0.4442324 test: 0.4559832 best: 0.4559832 (31) total: 9.6s remaining: 2m 20s 32: learn: 0.4415595 test: 0.4539634 best: 0.4539634 (32) total: 10.2s remaining: 2m 23s 33: learn: 0.4399059 test: 0.4525078 best: 0.4525078 (33) total: 10.5s remaining: 2m 23s 34: learn: 0.4366847 test: 0.4500010 best: 0.4500010 (34) total: 11s remaining: 2m 26s 35: learn: 0.4364409 test: 0.4497753 best: 0.4497753 (35) total: 11.1s remaining: 2m 23s 36: learn: 0.4332910 test: 0.4472133 best: 0.4472133 (36) total: 11.7s remaining: 2m 26s 37: learn: 0.4330500 test: 0.4469967 best: 0.4469967 (37) total: 11.8s remaining: 2m 23s 38: learn: 0.4328186 test: 0.4467949 best: 0.4467949 (38) total: 12.1s remaining: 2m 23s 39: learn: 0.4323687 test: 0.4463792 best: 0.4463792 (39) total: 12.7s remaining: 2m 26s 40: learn: 0.4320772 test: 0.4462128 best: 0.4462128 (40) total: 13s remaining: 2m 25s 41: learn: 0.4304073 test: 0.4451176 best: 0.4451176 (41) total: 13.5s remaining: 2m 27s 42: learn: 0.4303283 test: 0.4450811 best: 0.4450811 (42) total: 13.6s remaining: 2m 24s 43: learn: 0.4302315 test: 0.4450164 best: 0.4450164 (43) total: 13.7s remaining: 2m 21s 44: learn: 0.4300917 test: 0.4449532 best: 0.4449532 (44) total: 13.9s remaining: 2m 20s 45: learn: 0.4300776 test: 0.4449440 best: 0.4449440 (45) total: 13.9s remaining: 2m 17s 46: learn: 0.4280601 test: 0.4430492 best: 0.4430492 (46) total: 14.3s remaining: 2m 17s 47: learn: 0.4280221 test: 0.4430310 best: 0.4430310 (47) total: 14.4s remaining: 2m 15s 48: learn: 0.4279556 test: 0.4429628 best: 0.4429628 (48) total: 14.4s remaining: 2m 12s 49: learn: 0.4278841 test: 0.4429200 best: 0.4429200 (49) total: 14.9s remaining: 2m 13s 50: learn: 0.4278116 test: 0.4429164 best: 0.4429164 (50) total: 14.9s remaining: 2m 11s 51: learn: 0.4277493 test: 0.4428631 best: 0.4428631 (51) total: 15.1s remaining: 2m 10s 52: learn: 0.4277323 test: 0.4428287 best: 0.4428287 (52) total: 15.1s remaining: 2m 7s 53: learn: 0.4277277 test: 0.4428274 best: 0.4428274 (53) total: 15.2s remaining: 2m 5s 54: learn: 0.4276962 test: 0.4428253 best: 0.4428253 (54) total: 15.4s remaining: 2m 4s 55: learn: 0.4276802 test: 0.4428120 best: 0.4428120 (55) total: 15.5s remaining: 2m 2s 56: learn: 0.4276219 test: 0.4427455 best: 0.4427455 (56) total: 15.5s remaining: 2m 57: learn: 0.4275658 test: 0.4427199 best: 0.4427199 (57) total: 15.6s remaining: 1m 58s 58: learn: 0.4256164 test: 0.4414225 best: 0.4414225 (58) total: 15.8s remaining: 1m 58s 59: learn: 0.4255859 test: 0.4414030 best: 0.4414030 (59) total: 15.9s remaining: 1m 56s 60: learn: 0.4255569 test: 0.4413871 best: 0.4413871 (60) total: 15.9s remaining: 1m 54s 61: learn: 0.4255569 test: 0.4413871 best: 0.4413871 (60) total: 16s remaining: 1m 52s 62: learn: 0.4255265 test: 0.4413548 best: 0.4413548 (62) total: 16s remaining: 1m 51s 63: learn: 0.4251071 test: 0.4409829 best: 0.4409829 (63) total: 16.5s remaining: 1m 52s 64: learn: 0.4250813 test: 0.4409533 best: 0.4409533 (64) total: 16.6s remaining: 1m 50s 65: learn: 0.4250627 test: 0.4409399 best: 0.4409399 (65) total: 16.6s remaining: 1m 49s 66: learn: 0.4234031 test: 0.4395123 best: 0.4395123 (66) total: 17.1s remaining: 1m 50s 67: learn: 0.4234008 test: 0.4395124 best: 0.4395123 (66) total: 17.1s remaining: 1m 48s 68: learn: 0.4233997 test: 0.4395124 best: 0.4395123 (66) total: 17.2s remaining: 1m 47s 69: learn: 0.4232422 test: 0.4394794 best: 0.4394794 (69) total: 17.7s remaining: 1m 48s 70: learn: 0.4232247 test: 0.4394424 best: 0.4394424 (70) total: 17.8s remaining: 1m 47s 71: learn: 0.4232219 test: 0.4394344 best: 0.4394344 (71) total: 17.8s remaining: 1m 45s 72: learn: 0.4210026 test: 0.4376216 best: 0.4376216 (72) total: 18.3s remaining: 1m 46s 73: learn: 0.4185970 test: 0.4357290 best: 0.4357290 (73) total: 18.8s remaining: 1m 48s 74: learn: 0.4185080 test: 0.4356797 best: 0.4356797 (74) total: 19.3s remaining: 1m 49s 75: learn: 0.4185070 test: 0.4356797 best: 0.4356797 (75) total: 19.4s remaining: 1m 48s 76: learn: 0.4184882 test: 0.4356799 best: 0.4356797 (75) total: 19.5s remaining: 1m 47s 77: learn: 0.4184697 test: 0.4356804 best: 0.4356797 (75) total: 19.6s remaining: 1m 45s 78: learn: 0.4184666 test: 0.4356769 best: 0.4356769 (78) total: 19.6s remaining: 1m 44s 79: learn: 0.4176662 test: 0.4350427 best: 0.4350427 (79) total: 20.2s remaining: 1m 45s 80: learn: 0.4176531 test: 0.4350270 best: 0.4350270 (80) total: 20.3s remaining: 1m 44s 81: learn: 0.4155311 test: 0.4333900 best: 0.4333900 (81) total: 20.8s remaining: 1m 46s 82: learn: 0.4154524 test: 0.4333640 best: 0.4333640 (82) total: 21.5s remaining: 1m 47s 83: learn: 0.4154114 test: 0.4333510 best: 0.4333510 (83) total: 21.7s remaining: 1m 47s 84: learn: 0.4153993 test: 0.4333321 best: 0.4333321 (84) total: 21.9s remaining: 1m 46s 85: learn: 0.4153930 test: 0.4333309 best: 0.4333309 (85) total: 22.1s remaining: 1m 46s 86: learn: 0.4152523 test: 0.4332112 best: 0.4332112 (86) total: 22.7s remaining: 1m 47s 87: learn: 0.4152415 test: 0.4332104 best: 0.4332104 (87) total: 23.5s remaining: 1m 49s 88: learn: 0.4152388 test: 0.4332105 best: 0.4332104 (87) total: 23.6s remaining: 1m 49s 89: learn: 0.4152363 test: 0.4332100 best: 0.4332100 (89) total: 23.8s remaining: 1m 48s 90: learn: 0.4152282 test: 0.4332091 best: 0.4332091 (90) total: 24s remaining: 1m 47s 91: learn: 0.4152175 test: 0.4332119 best: 0.4332091 (90) total: 24.5s remaining: 1m 48s 92: learn: 0.4151992 test: 0.4332117 best: 0.4332091 (90) total: 24.9s remaining: 1m 48s 93: learn: 0.4148155 test: 0.4329194 best: 0.4329194 (93) total: 25.3s remaining: 1m 49s 94: learn: 0.4148137 test: 0.4329194 best: 0.4329194 (94) total: 25.4s remaining: 1m 48s 95: learn: 0.4147606 test: 0.4329190 best: 0.4329190 (95) total: 25.9s remaining: 1m 49s 96: learn: 0.4147558 test: 0.4329192 best: 0.4329190 (95) total: 26.2s remaining: 1m 48s 97: learn: 0.4145335 test: 0.4327406 best: 0.4327406 (97) total: 26.8s remaining: 1m 49s 98: learn: 0.4144745 test: 0.4327146 best: 0.4327146 (98) total: 27.5s remaining: 1m 51s 99: learn: 0.4144736 test: 0.4327146 best: 0.4327146 (99) total: 27.6s remaining: 1m 50s 100: learn: 0.4143624 test: 0.4326524 best: 0.4326524 (100) total: 28.3s remaining: 1m 51s 101: learn: 0.4142825 test: 0.4326596 best: 0.4326524 (100) total: 28.9s remaining: 1m 52s 102: learn: 0.4142134 test: 0.4326609 best: 0.4326524 (100) total: 29.6s remaining: 1m 53s 103: learn: 0.4142129 test: 0.4326608 best: 0.4326524 (100) total: 29.8s remaining: 1m 53s 104: learn: 0.4142070 test: 0.4326569 best: 0.4326524 (100) total: 30.4s remaining: 1m 54s 105: learn: 0.4141634 test: 0.4326646 best: 0.4326524 (100) total: 31s remaining: 1m 55s 106: learn: 0.4141618 test: 0.4326646 best: 0.4326524 (100) total: 31s remaining: 1m 54s 107: learn: 0.4132616 test: 0.4320547 best: 0.4320547 (107) total: 31.6s remaining: 1m 54s 108: learn: 0.4126031 test: 0.4315677 best: 0.4315677 (108) total: 32.3s remaining: 1m 55s 109: learn: 0.4125889 test: 0.4315685 best: 0.4315677 (108) total: 32.9s remaining: 1m 56s 110: learn: 0.4125853 test: 0.4315682 best: 0.4315677 (108) total: 33.5s remaining: 1m 57s 111: learn: 0.4125770 test: 0.4315590 best: 0.4315590 (111) total: 34.2s remaining: 1m 58s 112: learn: 0.4125755 test: 0.4315591 best: 0.4315590 (111) total: 34.4s remaining: 1m 57s 113: learn: 0.4125562 test: 0.4315599 best: 0.4315590 (111) total: 35.1s remaining: 1m 58s 114: learn: 0.4125546 test: 0.4315597 best: 0.4315590 (111) total: 35.4s remaining: 1m 58s 115: learn: 0.4125524 test: 0.4315597 best: 0.4315590 (111) total: 35.9s remaining: 1m 58s 116: learn: 0.4116611 test: 0.4308496 best: 0.4308496 (116) total: 36.5s remaining: 1m 59s 117: learn: 0.4116599 test: 0.4308495 best: 0.4308495 (117) total: 36.6s remaining: 1m 58s 118: learn: 0.4098373 test: 0.4293928 best: 0.4293928 (118) total: 37.2s remaining: 1m 59s 119: learn: 0.4098288 test: 0.4293906 best: 0.4293906 (119) total: 37.4s remaining: 1m 58s 120: learn: 0.4097661 test: 0.4293899 best: 0.4293899 (120) total: 38s remaining: 1m 59s 121: learn: 0.4097436 test: 0.4293912 best: 0.4293899 (120) total: 38.2s remaining: 1m 58s 122: learn: 0.4097397 test: 0.4293916 best: 0.4293899 (120) total: 38.9s remaining: 1m 59s 123: learn: 0.4094425 test: 0.4292119 best: 0.4292119 (123) total: 39.5s remaining: 1m 59s 124: learn: 0.4093685 test: 0.4291726 best: 0.4291726 (124) total: 40.1s remaining: 2m 125: learn: 0.4093573 test: 0.4291659 best: 0.4291659 (125) total: 40.7s remaining: 2m 126: learn: 0.4093559 test: 0.4291671 best: 0.4291659 (125) total: 41s remaining: 2m 127: learn: 0.4093518 test: 0.4291704 best: 0.4291659 (125) total: 41.6s remaining: 2m 128: learn: 0.4093071 test: 0.4291682 best: 0.4291659 (125) total: 42.2s remaining: 2m 1s 129: learn: 0.4092893 test: 0.4291739 best: 0.4291659 (125) total: 42.9s remaining: 2m 1s 130: learn: 0.4092079 test: 0.4290914 best: 0.4290914 (130) total: 43.5s remaining: 2m 2s 131: learn: 0.4092071 test: 0.4290914 best: 0.4290914 (131) total: 43.7s remaining: 2m 1s 132: learn: 0.4091973 test: 0.4290901 best: 0.4290901 (132) total: 44.3s remaining: 2m 2s 133: learn: 0.4091737 test: 0.4290855 best: 0.4290855 (133) total: 44.9s remaining: 2m 2s 134: learn: 0.4091628 test: 0.4290857 best: 0.4290855 (133) total: 45s remaining: 2m 1s 135: learn: 0.4091522 test: 0.4290854 best: 0.4290854 (135) total: 45.6s remaining: 2m 1s 136: learn: 0.4091490 test: 0.4290894 best: 0.4290854 (135) total: 46.1s remaining: 2m 2s 137: learn: 0.4091442 test: 0.4290818 best: 0.4290818 (137) total: 46.7s remaining: 2m 2s 138: learn: 0.4091393 test: 0.4290826 best: 0.4290818 (137) total: 47.3s remaining: 2m 2s 139: learn: 0.4091303 test: 0.4290786 best: 0.4290786 (139) total: 47.9s remaining: 2m 3s 140: learn: 0.4091150 test: 0.4290886 best: 0.4290786 (139) total: 48.5s remaining: 2m 3s 141: learn: 0.4091075 test: 0.4290887 best: 0.4290786 (139) total: 49.1s remaining: 2m 3s 142: learn: 0.4091013 test: 0.4290950 best: 0.4290786 (139) total: 49.8s remaining: 2m 4s 143: learn: 0.4090946 test: 0.4290830 best: 0.4290786 (139) total: 50.6s remaining: 2m 5s 144: learn: 0.4090908 test: 0.4290830 best: 0.4290786 (139) total: 50.9s remaining: 2m 4s 145: learn: 0.4090858 test: 0.4290896 best: 0.4290786 (139) total: 51.5s remaining: 2m 4s 146: learn: 0.4090803 test: 0.4290901 best: 0.4290786 (139) total: 51.7s remaining: 2m 4s 147: learn: 0.4090728 test: 0.4290923 best: 0.4290786 (139) total: 52.3s remaining: 2m 4s 148: learn: 0.4090686 test: 0.4290924 best: 0.4290786 (139) total: 52.4s remaining: 2m 3s 149: learn: 0.4084701 test: 0.4284967 best: 0.4284967 (149) total: 52.9s remaining: 2m 3s 150: learn: 0.4084660 test: 0.4284999 best: 0.4284967 (149) total: 53.5s remaining: 2m 3s 151: learn: 0.4084653 test: 0.4285034 best: 0.4284967 (149) total: 53.9s remaining: 2m 3s 152: learn: 0.4084615 test: 0.4285050 best: 0.4284967 (149) total: 54.5s remaining: 2m 3s 153: learn: 0.4083569 test: 0.4284641 best: 0.4284641 (153) total: 55s remaining: 2m 3s 154: learn: 0.4083544 test: 0.4284645 best: 0.4284641 (153) total: 55.3s remaining: 2m 3s 155: learn: 0.4083421 test: 0.4284546 best: 0.4284546 (155) total: 55.8s remaining: 2m 3s 156: learn: 0.4083399 test: 0.4284588 best: 0.4284546 (155) total: 56.4s remaining: 2m 3s 157: learn: 0.4067998 test: 0.4274239 best: 0.4274239 (157) total: 56.9s remaining: 2m 3s 158: learn: 0.4066815 test: 0.4274067 best: 0.4274067 (158) total: 57.4s remaining: 2m 3s 159: learn: 0.4066801 test: 0.4274038 best: 0.4274038 (159) total: 57.8s remaining: 2m 2s 160: learn: 0.4066747 test: 0.4274093 best: 0.4274038 (159) total: 58.3s remaining: 2m 2s 161: learn: 0.4066686 test: 0.4274116 best: 0.4274038 (159) total: 59s remaining: 2m 3s 162: learn: 0.4066664 test: 0.4274130 best: 0.4274038 (159) total: 59.6s remaining: 2m 3s 163: learn: 0.4066621 test: 0.4274112 best: 0.4274038 (159) total: 1m remaining: 2m 3s 164: learn: 0.4066584 test: 0.4274112 best: 0.4274038 (159) total: 1m remaining: 2m 2s 165: learn: 0.4066576 test: 0.4274141 best: 0.4274038 (159) total: 1m remaining: 2m 2s 166: learn: 0.4066540 test: 0.4274130 best: 0.4274038 (159) total: 1m 1s remaining: 2m 2s 167: learn: 0.4066533 test: 0.4274128 best: 0.4274038 (159) total: 1m 2s remaining: 2m 2s 168: learn: 0.4066513 test: 0.4274134 best: 0.4274038 (159) total: 1m 2s remaining: 2m 3s 169: learn: 0.4066479 test: 0.4274153 best: 0.4274038 (159) total: 1m 3s remaining: 2m 3s 170: learn: 0.4066443 test: 0.4274154 best: 0.4274038 (159) total: 1m 4s remaining: 2m 3s 171: learn: 0.4066436 test: 0.4274154 best: 0.4274038 (159) total: 1m 4s remaining: 2m 3s 172: learn: 0.4066429 test: 0.4274179 best: 0.4274038 (159) total: 1m 5s remaining: 2m 3s 173: learn: 0.4066398 test: 0.4274179 best: 0.4274038 (159) total: 1m 5s remaining: 2m 2s 174: learn: 0.4066389 test: 0.4274179 best: 0.4274038 (159) total: 1m 5s remaining: 2m 1s 175: learn: 0.4066368 test: 0.4274216 best: 0.4274038 (159) total: 1m 5s remaining: 2m 1s 176: learn: 0.4066368 test: 0.4274216 best: 0.4274038 (159) total: 1m 6s remaining: 2m 177: learn: 0.4066355 test: 0.4274216 best: 0.4274038 (159) total: 1m 6s remaining: 2m 178: learn: 0.4066355 test: 0.4274216 best: 0.4274038 (159) total: 1m 6s remaining: 1m 59s 179: learn: 0.4066341 test: 0.4274217 best: 0.4274038 (159) total: 1m 6s remaining: 1m 58s 180: learn: 0.4066332 test: 0.4274218 best: 0.4274038 (159) total: 1m 6s remaining: 1m 58s 181: learn: 0.4065998 test: 0.4274178 best: 0.4274038 (159) total: 1m 7s remaining: 1m 57s 182: learn: 0.4065989 test: 0.4274183 best: 0.4274038 (159) total: 1m 7s remaining: 1m 57s 183: learn: 0.4065984 test: 0.4274183 best: 0.4274038 (159) total: 1m 8s remaining: 1m 57s 184: learn: 0.4063597 test: 0.4272384 best: 0.4272384 (184) total: 1m 8s remaining: 1m 57s 185: learn: 0.4063579 test: 0.4272426 best: 0.4272384 (184) total: 1m 9s remaining: 1m 56s 186: learn: 0.4063561 test: 0.4272449 best: 0.4272384 (184) total: 1m 9s remaining: 1m 56s 187: learn: 0.4063553 test: 0.4272450 best: 0.4272384 (184) total: 1m 10s remaining: 1m 56s 188: learn: 0.4063544 test: 0.4272455 best: 0.4272384 (184) total: 1m 10s remaining: 1m 56s 189: learn: 0.4063540 test: 0.4272460 best: 0.4272384 (184) total: 1m 11s remaining: 1m 56s 190: learn: 0.4063296 test: 0.4272369 best: 0.4272369 (190) total: 1m 11s remaining: 1m 56s 191: learn: 0.4063292 test: 0.4272370 best: 0.4272369 (190) total: 1m 12s remaining: 1m 56s 192: learn: 0.4063135 test: 0.4272360 best: 0.4272360 (192) total: 1m 12s remaining: 1m 55s 193: learn: 0.4063129 test: 0.4272360 best: 0.4272360 (192) total: 1m 13s remaining: 1m 55s 194: learn: 0.4063112 test: 0.4272407 best: 0.4272360 (192) total: 1m 13s remaining: 1m 55s 195: learn: 0.4063110 test: 0.4272408 best: 0.4272360 (192) total: 1m 14s remaining: 1m 54s 196: learn: 0.4063104 test: 0.4272435 best: 0.4272360 (192) total: 1m 14s remaining: 1m 54s 197: learn: 0.4063096 test: 0.4272442 best: 0.4272360 (192) total: 1m 14s remaining: 1m 54s 198: learn: 0.4063093 test: 0.4272442 best: 0.4272360 (192) total: 1m 15s remaining: 1m 53s 199: learn: 0.4063087 test: 0.4272442 best: 0.4272360 (192) total: 1m 15s remaining: 1m 53s 200: learn: 0.4063084 test: 0.4272443 best: 0.4272360 (192) total: 1m 15s remaining: 1m 53s 201: learn: 0.4063081 test: 0.4272465 best: 0.4272360 (192) total: 1m 16s remaining: 1m 52s 202: learn: 0.4063009 test: 0.4272461 best: 0.4272360 (192) total: 1m 17s remaining: 1m 52s 203: learn: 0.4063003 test: 0.4272462 best: 0.4272360 (192) total: 1m 17s remaining: 1m 52s 204: learn: 0.4062997 test: 0.4272462 best: 0.4272360 (192) total: 1m 18s remaining: 1m 52s 205: learn: 0.4062651 test: 0.4272449 best: 0.4272360 (192) total: 1m 18s remaining: 1m 52s 206: learn: 0.4062648 test: 0.4272449 best: 0.4272360 (192) total: 1m 18s remaining: 1m 51s 207: learn: 0.4041799 test: 0.4256928 best: 0.4256928 (207) total: 1m 19s remaining: 1m 51s 208: learn: 0.4041606 test: 0.4257011 best: 0.4256928 (207) total: 1m 19s remaining: 1m 51s 209: learn: 0.4041604 test: 0.4257012 best: 0.4256928 (207) total: 1m 20s remaining: 1m 51s 210: learn: 0.4041590 test: 0.4257062 best: 0.4256928 (207) total: 1m 21s remaining: 1m 51s 211: learn: 0.4041574 test: 0.4257119 best: 0.4256928 (207) total: 1m 21s remaining: 1m 50s 212: learn: 0.4041288 test: 0.4257035 best: 0.4256928 (207) total: 1m 22s remaining: 1m 50s 213: learn: 0.4041286 test: 0.4257048 best: 0.4256928 (207) total: 1m 22s remaining: 1m 50s 214: learn: 0.4041211 test: 0.4257064 best: 0.4256928 (207) total: 1m 23s remaining: 1m 50s 215: learn: 0.4041200 test: 0.4257074 best: 0.4256928 (207) total: 1m 23s remaining: 1m 50s 216: learn: 0.4041194 test: 0.4257064 best: 0.4256928 (207) total: 1m 24s remaining: 1m 49s 217: learn: 0.4041189 test: 0.4257063 best: 0.4256928 (207) total: 1m 24s remaining: 1m 49s 218: learn: 0.4041184 test: 0.4257081 best: 0.4256928 (207) total: 1m 25s remaining: 1m 49s 219: learn: 0.4041181 test: 0.4257081 best: 0.4256928 (207) total: 1m 25s remaining: 1m 49s 220: learn: 0.4041168 test: 0.4257096 best: 0.4256928 (207) total: 1m 26s remaining: 1m 49s 221: learn: 0.4040851 test: 0.4257028 best: 0.4256928 (207) total: 1m 27s remaining: 1m 49s 222: learn: 0.4040846 test: 0.4257000 best: 0.4256928 (207) total: 1m 27s remaining: 1m 49s 223: learn: 0.4040841 test: 0.4257003 best: 0.4256928 (207) total: 1m 28s remaining: 1m 48s 224: learn: 0.4040839 test: 0.4257003 best: 0.4256928 (207) total: 1m 28s remaining: 1m 48s 225: learn: 0.4040766 test: 0.4257001 best: 0.4256928 (207) total: 1m 29s remaining: 1m 48s 226: learn: 0.4040765 test: 0.4257001 best: 0.4256928 (207) total: 1m 29s remaining: 1m 47s 227: learn: 0.4040724 test: 0.4256999 best: 0.4256928 (207) total: 1m 29s remaining: 1m 47s 228: learn: 0.4040659 test: 0.4256997 best: 0.4256928 (207) total: 1m 30s remaining: 1m 46s 229: learn: 0.4040658 test: 0.4256997 best: 0.4256928 (207) total: 1m 30s remaining: 1m 46s 230: learn: 0.4040657 test: 0.4256997 best: 0.4256928 (207) total: 1m 30s remaining: 1m 45s 231: learn: 0.4040655 test: 0.4256996 best: 0.4256928 (207) total: 1m 31s remaining: 1m 45s 232: learn: 0.4040492 test: 0.4257031 best: 0.4256928 (207) total: 1m 31s remaining: 1m 45s 233: learn: 0.4040490 test: 0.4257031 best: 0.4256928 (207) total: 1m 31s remaining: 1m 44s 234: learn: 0.4040433 test: 0.4257026 best: 0.4256928 (207) total: 1m 32s remaining: 1m 43s 235: learn: 0.4035588 test: 0.4253898 best: 0.4253898 (235) total: 1m 32s remaining: 1m 43s 236: learn: 0.4035586 test: 0.4253912 best: 0.4253898 (235) total: 1m 33s remaining: 1m 43s 237: learn: 0.4035483 test: 0.4253877 best: 0.4253877 (237) total: 1m 33s remaining: 1m 43s 238: learn: 0.4035089 test: 0.4253805 best: 0.4253805 (238) total: 1m 33s remaining: 1m 42s 239: learn: 0.4035087 test: 0.4253805 best: 0.4253805 (239) total: 1m 34s remaining: 1m 41s 240: learn: 0.4035039 test: 0.4253820 best: 0.4253805 (239) total: 1m 34s remaining: 1m 41s 241: learn: 0.4035000 test: 0.4253877 best: 0.4253805 (239) total: 1m 35s remaining: 1m 41s 242: learn: 0.4034946 test: 0.4253874 best: 0.4253805 (239) total: 1m 35s remaining: 1m 41s 243: learn: 0.4034945 test: 0.4253874 best: 0.4253805 (239) total: 1m 36s remaining: 1m 41s 244: learn: 0.4034943 test: 0.4253874 best: 0.4253805 (239) total: 1m 36s remaining: 1m 40s 245: learn: 0.4034941 test: 0.4253874 best: 0.4253805 (239) total: 1m 37s remaining: 1m 40s 246: learn: 0.4034937 test: 0.4253879 best: 0.4253805 (239) total: 1m 37s remaining: 1m 39s 247: learn: 0.4034928 test: 0.4253879 best: 0.4253805 (239) total: 1m 37s remaining: 1m 39s 248: learn: 0.4034927 test: 0.4253879 best: 0.4253805 (239) total: 1m 38s remaining: 1m 38s 249: learn: 0.4034843 test: 0.4253775 best: 0.4253775 (249) total: 1m 38s remaining: 1m 38s 250: learn: 0.4034839 test: 0.4253786 best: 0.4253775 (249) total: 1m 38s remaining: 1m 38s 251: learn: 0.4034838 test: 0.4253791 best: 0.4253775 (249) total: 1m 39s remaining: 1m 37s 252: learn: 0.4034837 test: 0.4253791 best: 0.4253775 (249) total: 1m 39s remaining: 1m 36s 253: learn: 0.4034826 test: 0.4253800 best: 0.4253775 (249) total: 1m 39s remaining: 1m 36s 254: learn: 0.4034824 test: 0.4253805 best: 0.4253775 (249) total: 1m 40s remaining: 1m 36s 255: learn: 0.4034792 test: 0.4253814 best: 0.4253775 (249) total: 1m 40s remaining: 1m 36s 256: learn: 0.4033992 test: 0.4253460 best: 0.4253460 (256) total: 1m 41s remaining: 1m 35s 257: learn: 0.4033991 test: 0.4253460 best: 0.4253460 (256) total: 1m 41s remaining: 1m 35s 258: learn: 0.4033963 test: 0.4253403 best: 0.4253403 (258) total: 1m 42s remaining: 1m 35s 259: learn: 0.4033961 test: 0.4253408 best: 0.4253403 (258) total: 1m 42s remaining: 1m 35s 260: learn: 0.4033955 test: 0.4253408 best: 0.4253403 (258) total: 1m 43s remaining: 1m 34s 261: learn: 0.4033927 test: 0.4253408 best: 0.4253403 (258) total: 1m 43s remaining: 1m 34s 262: learn: 0.4033705 test: 0.4253390 best: 0.4253390 (262) total: 1m 44s remaining: 1m 33s 263: learn: 0.4033704 test: 0.4253390 best: 0.4253390 (262) total: 1m 44s remaining: 1m 33s 264: learn: 0.4033700 test: 0.4253394 best: 0.4253390 (262) total: 1m 45s remaining: 1m 33s 265: learn: 0.4033678 test: 0.4253394 best: 0.4253390 (262) total: 1m 45s remaining: 1m 33s 266: learn: 0.4033658 test: 0.4253393 best: 0.4253390 (262) total: 1m 46s remaining: 1m 32s 267: learn: 0.4033655 test: 0.4253394 best: 0.4253390 (262) total: 1m 46s remaining: 1m 31s 268: learn: 0.4033654 test: 0.4253394 best: 0.4253390 (262) total: 1m 46s remaining: 1m 31s 269: learn: 0.4033653 test: 0.4253397 best: 0.4253390 (262) total: 1m 47s remaining: 1m 31s 270: learn: 0.4033537 test: 0.4253525 best: 0.4253390 (262) total: 1m 47s remaining: 1m 31s 271: learn: 0.4033535 test: 0.4253526 best: 0.4253390 (262) total: 1m 48s remaining: 1m 30s 272: learn: 0.4033516 test: 0.4253525 best: 0.4253390 (262) total: 1m 48s remaining: 1m 30s 273: learn: 0.4033510 test: 0.4253530 best: 0.4253390 (262) total: 1m 49s remaining: 1m 29s 274: learn: 0.4033505 test: 0.4253530 best: 0.4253390 (262) total: 1m 49s remaining: 1m 29s 275: learn: 0.4033504 test: 0.4253533 best: 0.4253390 (262) total: 1m 49s remaining: 1m 29s 276: learn: 0.4033503 test: 0.4253535 best: 0.4253390 (262) total: 1m 50s remaining: 1m 28s 277: learn: 0.4033502 test: 0.4253535 best: 0.4253390 (262) total: 1m 50s remaining: 1m 28s 278: learn: 0.4033458 test: 0.4253569 best: 0.4253390 (262) total: 1m 50s remaining: 1m 27s 279: learn: 0.4033453 test: 0.4253597 best: 0.4253390 (262) total: 1m 51s remaining: 1m 27s 280: learn: 0.4033451 test: 0.4253597 best: 0.4253390 (262) total: 1m 51s remaining: 1m 27s 281: learn: 0.4033451 test: 0.4253597 best: 0.4253390 (262) total: 1m 52s remaining: 1m 26s 282: learn: 0.4033450 test: 0.4253597 best: 0.4253390 (262) total: 1m 52s remaining: 1m 25s 283: learn: 0.4024528 test: 0.4247077 best: 0.4247077 (283) total: 1m 52s remaining: 1m 25s 284: learn: 0.4024516 test: 0.4247091 best: 0.4247077 (283) total: 1m 53s remaining: 1m 25s 285: learn: 0.4024508 test: 0.4247091 best: 0.4247077 (283) total: 1m 53s remaining: 1m 24s 286: learn: 0.4024496 test: 0.4247092 best: 0.4247077 (283) total: 1m 54s remaining: 1m 24s 287: learn: 0.4024494 test: 0.4247092 best: 0.4247077 (283) total: 1m 54s remaining: 1m 24s 288: learn: 0.4024417 test: 0.4247047 best: 0.4247047 (288) total: 1m 54s remaining: 1m 23s 289: learn: 0.4024392 test: 0.4247049 best: 0.4247047 (288) total: 1m 55s remaining: 1m 23s 290: learn: 0.4024391 test: 0.4247050 best: 0.4247047 (288) total: 1m 56s remaining: 1m 23s 291: learn: 0.4024389 test: 0.4247054 best: 0.4247047 (288) total: 1m 56s remaining: 1m 23s 292: learn: 0.4024308 test: 0.4247077 best: 0.4247047 (288) total: 1m 57s remaining: 1m 22s 293: learn: 0.4024307 test: 0.4247082 best: 0.4247047 (288) total: 1m 57s remaining: 1m 22s 294: learn: 0.4024287 test: 0.4247079 best: 0.4247047 (288) total: 1m 58s remaining: 1m 22s 295: learn: 0.4024278 test: 0.4247062 best: 0.4247047 (288) total: 1m 59s remaining: 1m 22s 296: learn: 0.4024210 test: 0.4247030 best: 0.4247030 (296) total: 1m 59s remaining: 1m 21s 297: learn: 0.4024208 test: 0.4247036 best: 0.4247030 (296) total: 2m remaining: 1m 21s 298: learn: 0.4024201 test: 0.4247034 best: 0.4247030 (296) total: 2m remaining: 1m 21s 299: learn: 0.4024161 test: 0.4247056 best: 0.4247030 (296) total: 2m 1s remaining: 1m 20s 300: learn: 0.4024061 test: 0.4247099 best: 0.4247030 (296) total: 2m 2s remaining: 1m 20s 301: learn: 0.4024058 test: 0.4247099 best: 0.4247030 (296) total: 2m 2s remaining: 1m 20s 302: learn: 0.4024056 test: 0.4247097 best: 0.4247030 (296) total: 2m 2s remaining: 1m 19s 303: learn: 0.4024048 test: 0.4247136 best: 0.4247030 (296) total: 2m 3s remaining: 1m 19s 304: learn: 0.4024036 test: 0.4247133 best: 0.4247030 (296) total: 2m 3s remaining: 1m 19s 305: learn: 0.4024036 test: 0.4247133 best: 0.4247030 (296) total: 2m 4s remaining: 1m 18s 306: learn: 0.4024007 test: 0.4247174 best: 0.4247030 (296) total: 2m 4s remaining: 1m 18s 307: learn: 0.4024003 test: 0.4247175 best: 0.4247030 (296) total: 2m 4s remaining: 1m 17s 308: learn: 0.4023993 test: 0.4247196 best: 0.4247030 (296) total: 2m 5s remaining: 1m 17s 309: learn: 0.4023962 test: 0.4247193 best: 0.4247030 (296) total: 2m 6s remaining: 1m 17s 310: learn: 0.4023960 test: 0.4247198 best: 0.4247030 (296) total: 2m 6s remaining: 1m 16s 311: learn: 0.4023946 test: 0.4247193 best: 0.4247030 (296) total: 2m 7s remaining: 1m 16s 312: learn: 0.4023920 test: 0.4247214 best: 0.4247030 (296) total: 2m 7s remaining: 1m 16s 313: learn: 0.4023903 test: 0.4247213 best: 0.4247030 (296) total: 2m 8s remaining: 1m 16s 314: learn: 0.4023903 test: 0.4247213 best: 0.4247030 (296) total: 2m 8s remaining: 1m 15s 315: learn: 0.4023898 test: 0.4247207 best: 0.4247030 (296) total: 2m 9s remaining: 1m 15s 316: learn: 0.4023890 test: 0.4247221 best: 0.4247030 (296) total: 2m 9s remaining: 1m 15s 317: learn: 0.4023885 test: 0.4247239 best: 0.4247030 (296) total: 2m 10s remaining: 1m 14s 318: learn: 0.4023872 test: 0.4247236 best: 0.4247030 (296) total: 2m 11s remaining: 1m 14s 319: learn: 0.4023865 test: 0.4247245 best: 0.4247030 (296) total: 2m 12s remaining: 1m 14s 320: learn: 0.4023863 test: 0.4247242 best: 0.4247030 (296) total: 2m 12s remaining: 1m 13s 321: learn: 0.4023862 test: 0.4247243 best: 0.4247030 (296) total: 2m 13s remaining: 1m 13s 322: learn: 0.4023859 test: 0.4247242 best: 0.4247030 (296) total: 2m 13s remaining: 1m 13s 323: learn: 0.4023849 test: 0.4247276 best: 0.4247030 (296) total: 2m 14s remaining: 1m 12s 324: learn: 0.4023848 test: 0.4247276 best: 0.4247030 (296) total: 2m 14s remaining: 1m 12s 325: learn: 0.4023842 test: 0.4247281 best: 0.4247030 (296) total: 2m 15s remaining: 1m 12s 326: learn: 0.4023790 test: 0.4247066 best: 0.4247030 (296) total: 2m 16s remaining: 1m 12s 327: learn: 0.4023783 test: 0.4247083 best: 0.4247030 (296) total: 2m 16s remaining: 1m 11s 328: learn: 0.4023781 test: 0.4247093 best: 0.4247030 (296) total: 2m 17s remaining: 1m 11s 329: learn: 0.4023640 test: 0.4246920 best: 0.4246920 (329) total: 2m 17s remaining: 1m 10s 330: learn: 0.4023638 test: 0.4246921 best: 0.4246920 (329) total: 2m 18s remaining: 1m 10s 331: learn: 0.4023621 test: 0.4246925 best: 0.4246920 (329) total: 2m 18s remaining: 1m 10s 332: learn: 0.4023597 test: 0.4246927 best: 0.4246920 (329) total: 2m 19s remaining: 1m 10s 333: learn: 0.4023597 test: 0.4246927 best: 0.4246920 (329) total: 2m 20s remaining: 1m 9s 334: learn: 0.4023575 test: 0.4246929 best: 0.4246920 (329) total: 2m 21s remaining: 1m 9s 335: learn: 0.4023574 test: 0.4246925 best: 0.4246920 (329) total: 2m 21s remaining: 1m 8s 336: learn: 0.4023495 test: 0.4246803 best: 0.4246803 (336) total: 2m 21s remaining: 1m 8s 337: learn: 0.4023488 test: 0.4246807 best: 0.4246803 (336) total: 2m 22s remaining: 1m 8s 338: learn: 0.4023343 test: 0.4246850 best: 0.4246803 (336) total: 2m 23s remaining: 1m 7s 339: learn: 0.4023340 test: 0.4246853 best: 0.4246803 (336) total: 2m 23s remaining: 1m 7s 340: learn: 0.4023339 test: 0.4246854 best: 0.4246803 (336) total: 2m 24s remaining: 1m 7s 341: learn: 0.4022875 test: 0.4246766 best: 0.4246766 (341) total: 2m 24s remaining: 1m 6s 342: learn: 0.4022871 test: 0.4246770 best: 0.4246766 (341) total: 2m 25s remaining: 1m 6s 343: learn: 0.4022725 test: 0.4246697 best: 0.4246697 (343) total: 2m 25s remaining: 1m 6s 344: learn: 0.4022633 test: 0.4246750 best: 0.4246697 (343) total: 2m 26s remaining: 1m 5s 345: learn: 0.4022621 test: 0.4246745 best: 0.4246697 (343) total: 2m 26s remaining: 1m 5s 346: learn: 0.4022620 test: 0.4246745 best: 0.4246697 (343) total: 2m 26s remaining: 1m 4s 347: learn: 0.4022604 test: 0.4246746 best: 0.4246697 (343) total: 2m 27s remaining: 1m 4s 348: learn: 0.4022602 test: 0.4246751 best: 0.4246697 (343) total: 2m 27s remaining: 1m 4s 349: learn: 0.4022602 test: 0.4246752 best: 0.4246697 (343) total: 2m 28s remaining: 1m 3s 350: learn: 0.4022600 test: 0.4246752 best: 0.4246697 (343) total: 2m 28s remaining: 1m 2s 351: learn: 0.4022599 test: 0.4246756 best: 0.4246697 (343) total: 2m 28s remaining: 1m 2s 352: learn: 0.4022598 test: 0.4246758 best: 0.4246697 (343) total: 2m 29s remaining: 1m 2s 353: learn: 0.4019032 test: 0.4245306 best: 0.4245306 (353) total: 2m 29s remaining: 1m 1s 354: learn: 0.4018795 test: 0.4244955 best: 0.4244955 (354) total: 2m 30s remaining: 1m 1s 355: learn: 0.4018794 test: 0.4244968 best: 0.4244955 (354) total: 2m 30s remaining: 1m 356: learn: 0.4018793 test: 0.4244967 best: 0.4244955 (354) total: 2m 31s remaining: 1m 357: learn: 0.4018778 test: 0.4244943 best: 0.4244943 (357) total: 2m 31s remaining: 1m 358: learn: 0.4018751 test: 0.4244938 best: 0.4244938 (358) total: 2m 32s remaining: 59.9s 359: learn: 0.4018734 test: 0.4244972 best: 0.4244938 (358) total: 2m 32s remaining: 59.5s 360: learn: 0.4018733 test: 0.4244976 best: 0.4244938 (358) total: 2m 33s remaining: 59.1s 361: learn: 0.4018718 test: 0.4244975 best: 0.4244938 (358) total: 2m 34s remaining: 58.7s 362: learn: 0.4018717 test: 0.4244979 best: 0.4244938 (358) total: 2m 34s remaining: 58.3s 363: learn: 0.4018716 test: 0.4244983 best: 0.4244938 (358) total: 2m 34s remaining: 57.8s 364: learn: 0.4018702 test: 0.4244982 best: 0.4244938 (358) total: 2m 35s remaining: 57.4s 365: learn: 0.4018696 test: 0.4244987 best: 0.4244938 (358) total: 2m 35s remaining: 57.1s 366: learn: 0.4018695 test: 0.4244991 best: 0.4244938 (358) total: 2m 36s remaining: 56.7s 367: learn: 0.4018682 test: 0.4244991 best: 0.4244938 (358) total: 2m 36s remaining: 56.3s 368: learn: 0.4018681 test: 0.4244990 best: 0.4244938 (358) total: 2m 37s remaining: 55.9s 369: learn: 0.4018681 test: 0.4244990 best: 0.4244938 (358) total: 2m 37s remaining: 55.4s 370: learn: 0.4018681 test: 0.4244989 best: 0.4244938 (358) total: 2m 38s remaining: 54.9s 371: learn: 0.4018681 test: 0.4244990 best: 0.4244938 (358) total: 2m 38s remaining: 54.5s 372: learn: 0.4018668 test: 0.4244989 best: 0.4244938 (358) total: 2m 38s remaining: 54.1s 373: learn: 0.4018668 test: 0.4244990 best: 0.4244938 (358) total: 2m 39s remaining: 53.7s 374: learn: 0.4018668 test: 0.4244990 best: 0.4244938 (358) total: 2m 39s remaining: 53.1s 375: learn: 0.4018657 test: 0.4244990 best: 0.4244938 (358) total: 2m 39s remaining: 52.7s 376: learn: 0.4018656 test: 0.4244989 best: 0.4244938 (358) total: 2m 40s remaining: 52.3s 377: learn: 0.4018654 test: 0.4244989 best: 0.4244938 (358) total: 2m 40s remaining: 51.9s 378: learn: 0.4018653 test: 0.4244994 best: 0.4244938 (358) total: 2m 41s remaining: 51.5s 379: learn: 0.4018642 test: 0.4244993 best: 0.4244938 (358) total: 2m 41s remaining: 51s 380: learn: 0.4018642 test: 0.4244994 best: 0.4244938 (358) total: 2m 41s remaining: 50.5s 381: learn: 0.4018642 test: 0.4244994 best: 0.4244938 (358) total: 2m 41s remaining: 49.9s 382: learn: 0.4018642 test: 0.4244999 best: 0.4244938 (358) total: 2m 42s remaining: 49.5s 383: learn: 0.4018468 test: 0.4244798 best: 0.4244798 (383) total: 2m 42s remaining: 49.1s 384: learn: 0.4014870 test: 0.4241853 best: 0.4241853 (384) total: 2m 43s remaining: 48.7s 385: learn: 0.4014868 test: 0.4241856 best: 0.4241853 (384) total: 2m 43s remaining: 48.2s 386: learn: 0.4014853 test: 0.4241854 best: 0.4241853 (384) total: 2m 43s remaining: 47.8s 387: learn: 0.4014852 test: 0.4241854 best: 0.4241853 (384) total: 2m 43s remaining: 47.3s 388: learn: 0.4014851 test: 0.4241858 best: 0.4241853 (384) total: 2m 44s remaining: 46.9s 389: learn: 0.4014848 test: 0.4241872 best: 0.4241853 (384) total: 2m 45s remaining: 46.5s 390: learn: 0.4014847 test: 0.4241873 best: 0.4241853 (384) total: 2m 45s remaining: 46.1s 391: learn: 0.4014846 test: 0.4241873 best: 0.4241853 (384) total: 2m 45s remaining: 45.6s 392: learn: 0.4014845 test: 0.4241872 best: 0.4241853 (384) total: 2m 46s remaining: 45.3s 393: learn: 0.4014844 test: 0.4241879 best: 0.4241853 (384) total: 2m 46s remaining: 44.9s 394: learn: 0.4014844 test: 0.4241879 best: 0.4241853 (384) total: 2m 46s remaining: 44.3s 395: learn: 0.4014843 test: 0.4241884 best: 0.4241853 (384) total: 2m 47s remaining: 43.9s 396: learn: 0.4014843 test: 0.4241884 best: 0.4241853 (384) total: 2m 47s remaining: 43.4s 397: learn: 0.4014793 test: 0.4241880 best: 0.4241853 (384) total: 2m 47s remaining: 42.9s 398: learn: 0.4014793 test: 0.4241880 best: 0.4241853 (384) total: 2m 47s remaining: 42.4s 399: learn: 0.4014792 test: 0.4241878 best: 0.4241853 (384) total: 2m 47s remaining: 41.9s 400: learn: 0.4014792 test: 0.4241878 best: 0.4241853 (384) total: 2m 47s remaining: 41.4s 401: learn: 0.4014738 test: 0.4241765 best: 0.4241765 (401) total: 2m 48s remaining: 41s 402: learn: 0.4014726 test: 0.4241790 best: 0.4241765 (401) total: 2m 48s remaining: 40.7s 403: learn: 0.4014708 test: 0.4241820 best: 0.4241765 (401) total: 2m 49s remaining: 40.3s 404: learn: 0.4014707 test: 0.4241821 best: 0.4241765 (401) total: 2m 49s remaining: 39.9s 405: learn: 0.4014697 test: 0.4241821 best: 0.4241765 (401) total: 2m 50s remaining: 39.4s 406: learn: 0.4014696 test: 0.4241821 best: 0.4241765 (401) total: 2m 50s remaining: 39s 407: learn: 0.4014695 test: 0.4241821 best: 0.4241765 (401) total: 2m 50s remaining: 38.5s 408: learn: 0.4014695 test: 0.4241822 best: 0.4241765 (401) total: 2m 51s remaining: 38.1s 409: learn: 0.4014695 test: 0.4241822 best: 0.4241765 (401) total: 2m 51s remaining: 37.6s 410: learn: 0.4014685 test: 0.4241823 best: 0.4241765 (401) total: 2m 51s remaining: 37.2s 411: learn: 0.4014581 test: 0.4241734 best: 0.4241734 (411) total: 2m 52s remaining: 36.8s 412: learn: 0.4014567 test: 0.4241756 best: 0.4241734 (411) total: 2m 52s remaining: 36.4s 413: learn: 0.4014567 test: 0.4241756 best: 0.4241734 (411) total: 2m 52s remaining: 35.9s 414: learn: 0.4014561 test: 0.4241752 best: 0.4241734 (411) total: 2m 53s remaining: 35.5s 415: learn: 0.4014561 test: 0.4241752 best: 0.4241734 (411) total: 2m 53s remaining: 35.1s 416: learn: 0.4014490 test: 0.4241749 best: 0.4241734 (411) total: 2m 54s remaining: 34.7s 417: learn: 0.4014489 test: 0.4241757 best: 0.4241734 (411) total: 2m 54s remaining: 34.3s 418: learn: 0.4014469 test: 0.4241754 best: 0.4241734 (411) total: 2m 54s remaining: 33.8s 419: learn: 0.4010869 test: 0.4239336 best: 0.4239336 (419) total: 2m 55s remaining: 33.4s 420: learn: 0.4010860 test: 0.4239336 best: 0.4239336 (419) total: 2m 56s remaining: 33s 421: learn: 0.4010851 test: 0.4239336 best: 0.4239336 (421) total: 2m 56s remaining: 32.7s 422: learn: 0.4010850 test: 0.4239335 best: 0.4239335 (422) total: 2m 57s remaining: 32.3s 423: learn: 0.4010850 test: 0.4239332 best: 0.4239332 (423) total: 2m 57s remaining: 31.9s 424: learn: 0.4010753 test: 0.4239316 best: 0.4239316 (424) total: 2m 58s remaining: 31.5s 425: learn: 0.4010752 test: 0.4239317 best: 0.4239316 (424) total: 2m 58s remaining: 31.1s 426: learn: 0.4010752 test: 0.4239316 best: 0.4239316 (426) total: 2m 59s remaining: 30.7s 427: learn: 0.4010751 test: 0.4239320 best: 0.4239316 (426) total: 2m 59s remaining: 30.3s 428: learn: 0.4009645 test: 0.4238663 best: 0.4238663 (428) total: 3m remaining: 29.9s 429: learn: 0.4009643 test: 0.4238665 best: 0.4238663 (428) total: 3m 1s remaining: 29.5s 430: learn: 0.4009635 test: 0.4238665 best: 0.4238663 (428) total: 3m 1s remaining: 29s 431: learn: 0.4009628 test: 0.4238665 best: 0.4238663 (428) total: 3m 1s remaining: 28.6s 432: learn: 0.4009621 test: 0.4238664 best: 0.4238663 (428) total: 3m 1s remaining: 28.1s 433: learn: 0.4009614 test: 0.4238664 best: 0.4238663 (428) total: 3m 1s remaining: 27.7s 434: learn: 0.4009607 test: 0.4238666 best: 0.4238663 (428) total: 3m 2s remaining: 27.3s 435: learn: 0.4009607 test: 0.4238665 best: 0.4238663 (428) total: 3m 2s remaining: 26.8s 436: learn: 0.4009566 test: 0.4238675 best: 0.4238663 (428) total: 3m 3s remaining: 26.4s 437: learn: 0.4009446 test: 0.4238656 best: 0.4238656 (437) total: 3m 3s remaining: 26s 438: learn: 0.4009440 test: 0.4238656 best: 0.4238656 (438) total: 3m 3s remaining: 25.5s 439: learn: 0.4009434 test: 0.4238656 best: 0.4238656 (439) total: 3m 3s remaining: 25.1s 440: learn: 0.4009408 test: 0.4238676 best: 0.4238656 (439) total: 3m 4s remaining: 24.7s 441: learn: 0.4009408 test: 0.4238677 best: 0.4238656 (439) total: 3m 5s remaining: 24.3s 442: learn: 0.4009399 test: 0.4238681 best: 0.4238656 (439) total: 3m 5s remaining: 23.9s 443: learn: 0.4009394 test: 0.4238681 best: 0.4238656 (439) total: 3m 5s remaining: 23.4s 444: learn: 0.4009389 test: 0.4238681 best: 0.4238656 (439) total: 3m 5s remaining: 23s 445: learn: 0.4006732 test: 0.4237587 best: 0.4237587 (445) total: 3m 6s remaining: 22.6s 446: learn: 0.4006665 test: 0.4237628 best: 0.4237587 (445) total: 3m 7s remaining: 22.2s 447: learn: 0.4006664 test: 0.4237629 best: 0.4237587 (445) total: 3m 7s remaining: 21.8s 448: learn: 0.4006659 test: 0.4237635 best: 0.4237587 (445) total: 3m 8s remaining: 21.4s 449: learn: 0.4006656 test: 0.4237639 best: 0.4237587 (445) total: 3m 8s remaining: 21s 450: learn: 0.4006644 test: 0.4237647 best: 0.4237587 (445) total: 3m 9s remaining: 20.6s 451: learn: 0.4006643 test: 0.4237651 best: 0.4237587 (445) total: 3m 9s remaining: 20.1s 452: learn: 0.4006643 test: 0.4237651 best: 0.4237587 (445) total: 3m 9s remaining: 19.7s 453: learn: 0.4006642 test: 0.4237651 best: 0.4237587 (445) total: 3m 10s remaining: 19.3s 454: learn: 0.4006641 test: 0.4237655 best: 0.4237587 (445) total: 3m 10s remaining: 18.8s 455: learn: 0.4006625 test: 0.4237664 best: 0.4237587 (445) total: 3m 10s remaining: 18.4s 456: learn: 0.4006625 test: 0.4237668 best: 0.4237587 (445) total: 3m 11s remaining: 18s 457: learn: 0.4006620 test: 0.4237668 best: 0.4237587 (445) total: 3m 11s remaining: 17.6s 458: learn: 0.4006616 test: 0.4237668 best: 0.4237587 (445) total: 3m 11s remaining: 17.1s 459: learn: 0.4006615 test: 0.4237664 best: 0.4237587 (445) total: 3m 12s remaining: 16.7s 460: learn: 0.4006615 test: 0.4237664 best: 0.4237587 (445) total: 3m 12s remaining: 16.3s 461: learn: 0.4006615 test: 0.4237664 best: 0.4237587 (445) total: 3m 12s remaining: 15.8s 462: learn: 0.4006615 test: 0.4237665 best: 0.4237587 (445) total: 3m 12s remaining: 15.4s 463: learn: 0.4006615 test: 0.4237665 best: 0.4237587 (445) total: 3m 12s remaining: 15s 464: learn: 0.4006615 test: 0.4237665 best: 0.4237587 (445) total: 3m 12s remaining: 14.5s 465: learn: 0.4006610 test: 0.4237662 best: 0.4237587 (445) total: 3m 13s remaining: 14.1s 466: learn: 0.4006610 test: 0.4237662 best: 0.4237587 (445) total: 3m 13s remaining: 13.7s 467: learn: 0.4006609 test: 0.4237662 best: 0.4237587 (445) total: 3m 14s remaining: 13.3s 468: learn: 0.4006609 test: 0.4237662 best: 0.4237587 (445) total: 3m 14s remaining: 12.9s 469: learn: 0.4006608 test: 0.4237663 best: 0.4237587 (445) total: 3m 14s remaining: 12.4s 470: learn: 0.4006599 test: 0.4237645 best: 0.4237587 (445) total: 3m 15s remaining: 12s 471: learn: 0.4006599 test: 0.4237644 best: 0.4237587 (445) total: 3m 15s remaining: 11.6s 472: learn: 0.3997050 test: 0.4230516 best: 0.4230516 (472) total: 3m 16s remaining: 11.2s 473: learn: 0.3997049 test: 0.4230517 best: 0.4230516 (472) total: 3m 16s remaining: 10.8s 474: learn: 0.3997048 test: 0.4230519 best: 0.4230516 (472) total: 3m 17s remaining: 10.4s 475: learn: 0.3997044 test: 0.4230518 best: 0.4230516 (472) total: 3m 17s remaining: 9.98s 476: learn: 0.3997038 test: 0.4230508 best: 0.4230508 (476) total: 3m 18s remaining: 9.57s 477: learn: 0.3987248 test: 0.4225827 best: 0.4225827 (477) total: 3m 18s remaining: 9.15s 478: learn: 0.3987240 test: 0.4225829 best: 0.4225827 (477) total: 3m 19s remaining: 8.74s 479: learn: 0.3987237 test: 0.4225829 best: 0.4225827 (477) total: 3m 19s remaining: 8.33s 480: learn: 0.3987233 test: 0.4225827 best: 0.4225827 (477) total: 3m 20s remaining: 7.92s 481: learn: 0.3987233 test: 0.4225827 best: 0.4225827 (477) total: 3m 21s remaining: 7.51s 482: learn: 0.3985882 test: 0.4224888 best: 0.4224888 (482) total: 3m 21s remaining: 7.09s 483: learn: 0.3985877 test: 0.4224888 best: 0.4224888 (483) total: 3m 21s remaining: 6.67s 484: learn: 0.3985864 test: 0.4224885 best: 0.4224885 (484) total: 3m 22s remaining: 6.26s 485: learn: 0.3985861 test: 0.4224886 best: 0.4224885 (484) total: 3m 23s remaining: 5.85s 486: learn: 0.3985856 test: 0.4224894 best: 0.4224885 (484) total: 3m 23s remaining: 5.43s 487: learn: 0.3985122 test: 0.4224356 best: 0.4224356 (487) total: 3m 24s remaining: 5.02s 488: learn: 0.3985122 test: 0.4224355 best: 0.4224355 (488) total: 3m 24s remaining: 4.6s 489: learn: 0.3985121 test: 0.4224355 best: 0.4224355 (489) total: 3m 25s remaining: 4.19s 490: learn: 0.3983812 test: 0.4223774 best: 0.4223774 (490) total: 3m 25s remaining: 3.77s 491: learn: 0.3983802 test: 0.4223790 best: 0.4223774 (490) total: 3m 26s remaining: 3.35s 492: learn: 0.3983802 test: 0.4223790 best: 0.4223774 (490) total: 3m 26s remaining: 2.93s 493: learn: 0.3983801 test: 0.4223790 best: 0.4223774 (490) total: 3m 26s remaining: 2.51s 494: learn: 0.3983798 test: 0.4223794 best: 0.4223774 (490) total: 3m 27s remaining: 2.09s 495: learn: 0.3983797 test: 0.4223793 best: 0.4223774 (490) total: 3m 27s remaining: 1.68s 496: learn: 0.3983796 test: 0.4223794 best: 0.4223774 (490) total: 3m 28s remaining: 1.26s 497: learn: 0.3983796 test: 0.4223788 best: 0.4223774 (490) total: 3m 28s remaining: 838ms 498: learn: 0.3983795 test: 0.4223783 best: 0.4223774 (490) total: 3m 29s remaining: 419ms 499: learn: 0.3983795 test: 0.4223783 best: 0.4223774 (490) total: 3m 29s remaining: 0us bestTest = 0.4223773831 bestIteration = 490 Shrink model to first 491 iterations. [CV] learning_rate=0.15, l2_leaf_reg=4, iterations=500, depth=10, total= 3.5min [CV] learning_rate=0.15, l2_leaf_reg=4, iterations=500, depth=10 ..... 0: learn: 3.8230631 test: 3.8252913 best: 3.8252913 (0) total: 418ms remaining: 3m 28s 1: learn: 3.2644137 test: 3.2669687 best: 3.2669687 (1) total: 470ms remaining: 1m 56s 2: learn: 2.7922740 test: 2.7955187 best: 2.7955187 (2) total: 526ms remaining: 1m 27s 3: learn: 2.3924046 test: 2.3957562 best: 2.3957562 (3) total: 924ms remaining: 1m 54s 4: learn: 2.0576313 test: 2.0614767 best: 2.0614767 (4) total: 1.36s remaining: 2m 14s 5: learn: 1.7735479 test: 1.7777921 best: 1.7777921 (5) total: 1.86s remaining: 2m 33s 6: learn: 1.5351483 test: 1.5398682 best: 1.5398682 (6) total: 1.92s remaining: 2m 15s 7: learn: 1.3371887 test: 1.3420339 best: 1.3420339 (7) total: 2.02s remaining: 2m 4s 8: learn: 1.1714109 test: 1.1761767 best: 1.1761767 (8) total: 2.42s remaining: 2m 12s 9: learn: 1.0350336 test: 1.0397345 best: 1.0397345 (9) total: 2.51s remaining: 2m 2s 10: learn: 0.9225118 test: 0.9272070 best: 0.9272070 (10) total: 2.65s remaining: 1m 57s 11: learn: 0.8302045 test: 0.8345440 best: 0.8345440 (11) total: 2.71s remaining: 1m 50s 12: learn: 0.7575680 test: 0.7619256 best: 0.7619256 (12) total: 2.73s remaining: 1m 42s 13: learn: 0.6974239 test: 0.7018659 best: 0.7018659 (13) total: 2.82s remaining: 1m 37s 14: learn: 0.6498886 test: 0.6544259 best: 0.6544259 (14) total: 3.06s remaining: 1m 38s 15: learn: 0.6120880 test: 0.6165679 best: 0.6165679 (15) total: 3.12s remaining: 1m 34s 16: learn: 0.5827054 test: 0.5868132 best: 0.5868132 (16) total: 3.58s remaining: 1m 41s 17: learn: 0.5611905 test: 0.5652737 best: 0.5652737 (17) total: 3.63s remaining: 1m 37s 18: learn: 0.5367114 test: 0.5407155 best: 0.5407155 (18) total: 4.05s remaining: 1m 42s 19: learn: 0.5183028 test: 0.5220642 best: 0.5220642 (19) total: 4.55s remaining: 1m 49s 20: learn: 0.5044939 test: 0.5080878 best: 0.5080878 (20) total: 4.82s remaining: 1m 49s 21: learn: 0.4914655 test: 0.4946303 best: 0.4946303 (21) total: 5.27s remaining: 1m 54s 22: learn: 0.4827257 test: 0.4856409 best: 0.4856409 (22) total: 5.71s remaining: 1m 58s 23: learn: 0.4764903 test: 0.4793818 best: 0.4793818 (23) total: 6.17s remaining: 2m 2s 24: learn: 0.4704294 test: 0.4736419 best: 0.4736419 (24) total: 6.61s remaining: 2m 5s 25: learn: 0.4662253 test: 0.4694921 best: 0.4694921 (25) total: 6.73s remaining: 2m 2s 26: learn: 0.4630946 test: 0.4662368 best: 0.4662368 (26) total: 7.21s remaining: 2m 6s 27: learn: 0.4604593 test: 0.4635431 best: 0.4635431 (27) total: 7.75s remaining: 2m 10s 28: learn: 0.4574126 test: 0.4602823 best: 0.4602823 (28) total: 8.36s remaining: 2m 15s 29: learn: 0.4556808 test: 0.4587462 best: 0.4587462 (29) total: 8.85s remaining: 2m 18s 30: learn: 0.4547272 test: 0.4577366 best: 0.4577366 (30) total: 8.92s remaining: 2m 15s 31: learn: 0.4531780 test: 0.4560599 best: 0.4560599 (31) total: 9.37s remaining: 2m 17s 32: learn: 0.4522780 test: 0.4552557 best: 0.4552557 (32) total: 9.53s remaining: 2m 14s 33: learn: 0.4499776 test: 0.4533440 best: 0.4533440 (33) total: 10s remaining: 2m 17s 34: learn: 0.4482012 test: 0.4518660 best: 0.4518660 (34) total: 10.4s remaining: 2m 18s 35: learn: 0.4472198 test: 0.4508737 best: 0.4508737 (35) total: 10.6s remaining: 2m 16s 36: learn: 0.4437590 test: 0.4474648 best: 0.4474648 (36) total: 11s remaining: 2m 18s 37: learn: 0.4433975 test: 0.4471660 best: 0.4471660 (37) total: 11.2s remaining: 2m 15s 38: learn: 0.4408487 test: 0.4446043 best: 0.4446043 (38) total: 11.6s remaining: 2m 17s 39: learn: 0.4406138 test: 0.4444156 best: 0.4444156 (39) total: 11.8s remaining: 2m 15s 40: learn: 0.4404883 test: 0.4443487 best: 0.4443487 (40) total: 11.8s remaining: 2m 12s 41: learn: 0.4404012 test: 0.4442406 best: 0.4442406 (41) total: 11.9s remaining: 2m 9s 42: learn: 0.4390180 test: 0.4428450 best: 0.4428450 (42) total: 12.4s remaining: 2m 11s 43: learn: 0.4389492 test: 0.4427507 best: 0.4427507 (43) total: 12.4s remaining: 2m 8s 44: learn: 0.4375929 test: 0.4415487 best: 0.4415487 (44) total: 12.9s remaining: 2m 10s 45: learn: 0.4375836 test: 0.4415504 best: 0.4415487 (44) total: 12.9s remaining: 2m 7s 46: learn: 0.4374086 test: 0.4414019 best: 0.4414019 (46) total: 13.4s remaining: 2m 8s 47: learn: 0.4373590 test: 0.4413453 best: 0.4413453 (47) total: 13.4s remaining: 2m 6s 48: learn: 0.4372325 test: 0.4412732 best: 0.4412732 (48) total: 13.5s remaining: 2m 3s 49: learn: 0.4364793 test: 0.4404488 best: 0.4404488 (49) total: 13.9s remaining: 2m 5s 50: learn: 0.4353099 test: 0.4394819 best: 0.4394819 (50) total: 14.5s remaining: 2m 7s 51: learn: 0.4352299 test: 0.4394384 best: 0.4394384 (51) total: 14.6s remaining: 2m 5s 52: learn: 0.4351905 test: 0.4394055 best: 0.4394055 (52) total: 14.6s remaining: 2m 3s 53: learn: 0.4331497 test: 0.4376514 best: 0.4376514 (53) total: 15.1s remaining: 2m 4s 54: learn: 0.4331492 test: 0.4376505 best: 0.4376505 (54) total: 15.1s remaining: 2m 2s 55: learn: 0.4330603 test: 0.4376756 best: 0.4376505 (54) total: 15.2s remaining: 2m 56: learn: 0.4330594 test: 0.4376796 best: 0.4376505 (54) total: 15.2s remaining: 1m 58s 57: learn: 0.4330376 test: 0.4376830 best: 0.4376505 (54) total: 15.2s remaining: 1m 56s 58: learn: 0.4330007 test: 0.4376904 best: 0.4376505 (54) total: 15.3s remaining: 1m 54s 59: learn: 0.4316381 test: 0.4364288 best: 0.4364288 (59) total: 15.7s remaining: 1m 55s 60: learn: 0.4305990 test: 0.4355019 best: 0.4355019 (60) total: 16.2s remaining: 1m 56s 61: learn: 0.4304613 test: 0.4353898 best: 0.4353898 (61) total: 16.3s remaining: 1m 55s 62: learn: 0.4304398 test: 0.4353967 best: 0.4353898 (61) total: 16.4s remaining: 1m 53s 63: learn: 0.4304178 test: 0.4354053 best: 0.4353898 (61) total: 16.4s remaining: 1m 51s 64: learn: 0.4304044 test: 0.4353947 best: 0.4353898 (61) total: 16.5s remaining: 1m 50s 65: learn: 0.4298317 test: 0.4349516 best: 0.4349516 (65) total: 16.6s remaining: 1m 49s 66: learn: 0.4288553 test: 0.4338768 best: 0.4338768 (66) total: 17s remaining: 1m 50s 67: learn: 0.4285565 test: 0.4335603 best: 0.4335603 (67) total: 17.1s remaining: 1m 48s 68: learn: 0.4284110 test: 0.4334815 best: 0.4334815 (68) total: 17.6s remaining: 1m 50s 69: learn: 0.4282963 test: 0.4333916 best: 0.4333916 (69) total: 17.7s remaining: 1m 48s 70: learn: 0.4282016 test: 0.4333918 best: 0.4333916 (69) total: 18.2s remaining: 1m 49s 71: learn: 0.4261890 test: 0.4317281 best: 0.4317281 (71) total: 18.6s remaining: 1m 50s 72: learn: 0.4260961 test: 0.4317213 best: 0.4317213 (72) total: 18.8s remaining: 1m 49s 73: learn: 0.4259611 test: 0.4317410 best: 0.4317213 (72) total: 19.1s remaining: 1m 49s 74: learn: 0.4258985 test: 0.4317472 best: 0.4317213 (72) total: 19.5s remaining: 1m 50s 75: learn: 0.4258983 test: 0.4317493 best: 0.4317213 (72) total: 19.5s remaining: 1m 48s 76: learn: 0.4258442 test: 0.4317504 best: 0.4317213 (72) total: 19.6s remaining: 1m 47s 77: learn: 0.4257919 test: 0.4317441 best: 0.4317213 (72) total: 19.7s remaining: 1m 46s 78: learn: 0.4257742 test: 0.4317557 best: 0.4317213 (72) total: 19.7s remaining: 1m 45s 79: learn: 0.4257137 test: 0.4317291 best: 0.4317213 (72) total: 19.9s remaining: 1m 44s 80: learn: 0.4255399 test: 0.4315496 best: 0.4315496 (80) total: 20s remaining: 1m 43s 81: learn: 0.4255234 test: 0.4315660 best: 0.4315496 (80) total: 20s remaining: 1m 41s 82: learn: 0.4254693 test: 0.4315580 best: 0.4315496 (80) total: 20s remaining: 1m 40s 83: learn: 0.4254372 test: 0.4315333 best: 0.4315333 (83) total: 20.5s remaining: 1m 41s 84: learn: 0.4253964 test: 0.4315343 best: 0.4315333 (83) total: 21s remaining: 1m 42s 85: learn: 0.4253427 test: 0.4315381 best: 0.4315333 (83) total: 21.5s remaining: 1m 43s 86: learn: 0.4253092 test: 0.4315454 best: 0.4315333 (83) total: 22s remaining: 1m 44s 87: learn: 0.4252887 test: 0.4315655 best: 0.4315333 (83) total: 22.1s remaining: 1m 43s 88: learn: 0.4252589 test: 0.4315603 best: 0.4315333 (83) total: 22.5s remaining: 1m 44s 89: learn: 0.4241674 test: 0.4304394 best: 0.4304394 (89) total: 23s remaining: 1m 44s 90: learn: 0.4241233 test: 0.4304480 best: 0.4304394 (89) total: 23.6s remaining: 1m 45s 91: learn: 0.4241052 test: 0.4304543 best: 0.4304394 (89) total: 24.2s remaining: 1m 47s 92: learn: 0.4241029 test: 0.4304560 best: 0.4304394 (89) total: 24.4s remaining: 1m 46s 93: learn: 0.4240953 test: 0.4304669 best: 0.4304394 (89) total: 24.5s remaining: 1m 45s 94: learn: 0.4240376 test: 0.4304613 best: 0.4304394 (89) total: 25s remaining: 1m 46s 95: learn: 0.4239380 test: 0.4303949 best: 0.4303949 (95) total: 25.4s remaining: 1m 47s 96: learn: 0.4238722 test: 0.4303805 best: 0.4303805 (96) total: 25.9s remaining: 1m 47s 97: learn: 0.4238408 test: 0.4303419 best: 0.4303419 (97) total: 26.4s remaining: 1m 48s 98: learn: 0.4238221 test: 0.4303645 best: 0.4303419 (97) total: 26.7s remaining: 1m 48s 99: learn: 0.4224817 test: 0.4293004 best: 0.4293004 (99) total: 27.2s remaining: 1m 48s 100: learn: 0.4224640 test: 0.4293237 best: 0.4293004 (99) total: 27.7s remaining: 1m 49s 101: learn: 0.4224527 test: 0.4293381 best: 0.4293004 (99) total: 27.8s remaining: 1m 48s 102: learn: 0.4224374 test: 0.4293652 best: 0.4293004 (99) total: 27.9s remaining: 1m 47s 103: learn: 0.4223468 test: 0.4292911 best: 0.4292911 (103) total: 28.4s remaining: 1m 48s 104: learn: 0.4223313 test: 0.4293144 best: 0.4292911 (103) total: 28.9s remaining: 1m 48s 105: learn: 0.4223158 test: 0.4293373 best: 0.4292911 (103) total: 29.2s remaining: 1m 48s 106: learn: 0.4223043 test: 0.4293593 best: 0.4292911 (103) total: 29.3s remaining: 1m 47s 107: learn: 0.4222939 test: 0.4293762 best: 0.4292911 (103) total: 29.6s remaining: 1m 47s 108: learn: 0.4222458 test: 0.4293539 best: 0.4292911 (103) total: 30.1s remaining: 1m 48s 109: learn: 0.4213545 test: 0.4287836 best: 0.4287836 (109) total: 30.6s remaining: 1m 48s 110: learn: 0.4213391 test: 0.4287774 best: 0.4287774 (110) total: 31s remaining: 1m 48s 111: learn: 0.4212856 test: 0.4287399 best: 0.4287399 (111) total: 31.2s remaining: 1m 48s 112: learn: 0.4212301 test: 0.4287413 best: 0.4287399 (111) total: 31.6s remaining: 1m 48s 113: learn: 0.4212141 test: 0.4287626 best: 0.4287399 (111) total: 32.1s remaining: 1m 48s 114: learn: 0.4212034 test: 0.4287800 best: 0.4287399 (111) total: 32.7s remaining: 1m 49s 115: learn: 0.4211656 test: 0.4287633 best: 0.4287399 (111) total: 33.2s remaining: 1m 49s 116: learn: 0.4211384 test: 0.4287699 best: 0.4287399 (111) total: 33.7s remaining: 1m 50s 117: learn: 0.4199399 test: 0.4278706 best: 0.4278706 (117) total: 34.1s remaining: 1m 50s 118: learn: 0.4198794 test: 0.4278968 best: 0.4278706 (117) total: 34.7s remaining: 1m 50s 119: learn: 0.4198675 test: 0.4279203 best: 0.4278706 (117) total: 35s remaining: 1m 50s 120: learn: 0.4198619 test: 0.4279337 best: 0.4278706 (117) total: 35.2s remaining: 1m 50s 121: learn: 0.4198511 test: 0.4279565 best: 0.4278706 (117) total: 35.7s remaining: 1m 50s 122: learn: 0.4186092 test: 0.4271335 best: 0.4271335 (122) total: 36.2s remaining: 1m 50s 123: learn: 0.4182576 test: 0.4268864 best: 0.4268864 (123) total: 36.7s remaining: 1m 51s 124: learn: 0.4182431 test: 0.4268776 best: 0.4268776 (124) total: 37.2s remaining: 1m 51s 125: learn: 0.4182118 test: 0.4268774 best: 0.4268774 (125) total: 37.7s remaining: 1m 51s 126: learn: 0.4175622 test: 0.4263518 best: 0.4263518 (126) total: 38.2s remaining: 1m 52s 127: learn: 0.4175406 test: 0.4263692 best: 0.4263518 (126) total: 38.7s remaining: 1m 52s 128: learn: 0.4175322 test: 0.4263881 best: 0.4263518 (126) total: 39.2s remaining: 1m 52s 129: learn: 0.4175253 test: 0.4263942 best: 0.4263518 (126) total: 39.5s remaining: 1m 52s 130: learn: 0.4175212 test: 0.4263979 best: 0.4263518 (126) total: 40.1s remaining: 1m 52s 131: learn: 0.4175127 test: 0.4264004 best: 0.4263518 (126) total: 40.6s remaining: 1m 53s 132: learn: 0.4174208 test: 0.4263399 best: 0.4263399 (132) total: 41.1s remaining: 1m 53s 133: learn: 0.4174168 test: 0.4263454 best: 0.4263399 (132) total: 41.3s remaining: 1m 52s 134: learn: 0.4174036 test: 0.4263533 best: 0.4263399 (132) total: 41.8s remaining: 1m 52s 135: learn: 0.4174016 test: 0.4263534 best: 0.4263399 (132) total: 41.9s remaining: 1m 52s 136: learn: 0.4173933 test: 0.4263518 best: 0.4263399 (132) total: 42.4s remaining: 1m 52s 137: learn: 0.4173915 test: 0.4263518 best: 0.4263399 (132) total: 42.5s remaining: 1m 51s 138: learn: 0.4173638 test: 0.4263876 best: 0.4263399 (132) total: 43s remaining: 1m 51s 139: learn: 0.4162853 test: 0.4257475 best: 0.4257475 (139) total: 43.5s remaining: 1m 51s 140: learn: 0.4162649 test: 0.4257410 best: 0.4257410 (140) total: 44s remaining: 1m 52s 141: learn: 0.4159414 test: 0.4255092 best: 0.4255092 (141) total: 44.5s remaining: 1m 52s 142: learn: 0.4159375 test: 0.4255078 best: 0.4255078 (142) total: 45.1s remaining: 1m 52s 143: learn: 0.4159314 test: 0.4255253 best: 0.4255078 (142) total: 45.6s remaining: 1m 52s 144: learn: 0.4159197 test: 0.4255128 best: 0.4255078 (142) total: 46.1s remaining: 1m 52s 145: learn: 0.4159137 test: 0.4255267 best: 0.4255078 (142) total: 46.6s remaining: 1m 53s 146: learn: 0.4158995 test: 0.4255617 best: 0.4255078 (142) total: 47.1s remaining: 1m 53s 147: learn: 0.4158951 test: 0.4255789 best: 0.4255078 (142) total: 47.7s remaining: 1m 53s 148: learn: 0.4158861 test: 0.4256058 best: 0.4255078 (142) total: 48.1s remaining: 1m 53s 149: learn: 0.4158663 test: 0.4256008 best: 0.4255078 (142) total: 48.6s remaining: 1m 53s 150: learn: 0.4158557 test: 0.4256184 best: 0.4255078 (142) total: 49.1s remaining: 1m 53s 151: learn: 0.4158417 test: 0.4256134 best: 0.4255078 (142) total: 49.7s remaining: 1m 53s 152: learn: 0.4158392 test: 0.4256201 best: 0.4255078 (142) total: 49.8s remaining: 1m 52s 153: learn: 0.4158347 test: 0.4256336 best: 0.4255078 (142) total: 50.3s remaining: 1m 53s 154: learn: 0.4158290 test: 0.4256471 best: 0.4255078 (142) total: 50.8s remaining: 1m 53s 155: learn: 0.4158192 test: 0.4256401 best: 0.4255078 (142) total: 51.4s remaining: 1m 53s 156: learn: 0.4158151 test: 0.4256462 best: 0.4255078 (142) total: 51.6s remaining: 1m 52s 157: learn: 0.4158012 test: 0.4256591 best: 0.4255078 (142) total: 52.2s remaining: 1m 52s 158: learn: 0.4157951 test: 0.4256574 best: 0.4255078 (142) total: 52.8s remaining: 1m 53s 159: learn: 0.4157918 test: 0.4256621 best: 0.4255078 (142) total: 53.3s remaining: 1m 53s 160: learn: 0.4157247 test: 0.4256638 best: 0.4255078 (142) total: 53.8s remaining: 1m 53s 161: learn: 0.4157192 test: 0.4256816 best: 0.4255078 (142) total: 54.3s remaining: 1m 53s 162: learn: 0.4157181 test: 0.4256817 best: 0.4255078 (142) total: 54.8s remaining: 1m 53s 163: learn: 0.4157139 test: 0.4256956 best: 0.4255078 (142) total: 55.3s remaining: 1m 53s 164: learn: 0.4154735 test: 0.4256445 best: 0.4255078 (142) total: 55.9s remaining: 1m 53s 165: learn: 0.4154165 test: 0.4256743 best: 0.4255078 (142) total: 56.4s remaining: 1m 53s 166: learn: 0.4154113 test: 0.4256886 best: 0.4255078 (142) total: 56.9s remaining: 1m 53s 167: learn: 0.4154069 test: 0.4256858 best: 0.4255078 (142) total: 57.4s remaining: 1m 53s 168: learn: 0.4154034 test: 0.4256852 best: 0.4255078 (142) total: 57.9s remaining: 1m 53s 169: learn: 0.4154027 test: 0.4256886 best: 0.4255078 (142) total: 58.4s remaining: 1m 53s 170: learn: 0.4144563 test: 0.4249016 best: 0.4249016 (170) total: 58.9s remaining: 1m 53s 171: learn: 0.4144441 test: 0.4249082 best: 0.4249016 (170) total: 59.5s remaining: 1m 53s 172: learn: 0.4144416 test: 0.4249203 best: 0.4249016 (170) total: 60s remaining: 1m 53s 173: learn: 0.4144389 test: 0.4249359 best: 0.4249016 (170) total: 1m remaining: 1m 53s 174: learn: 0.4144371 test: 0.4249359 best: 0.4249016 (170) total: 1m remaining: 1m 53s 175: learn: 0.4144108 test: 0.4249648 best: 0.4249016 (170) total: 1m 1s remaining: 1m 53s 176: learn: 0.4144075 test: 0.4249656 best: 0.4249016 (170) total: 1m 2s remaining: 1m 53s 177: learn: 0.4144019 test: 0.4249674 best: 0.4249016 (170) total: 1m 2s remaining: 1m 53s 178: learn: 0.4143978 test: 0.4249752 best: 0.4249016 (170) total: 1m 3s remaining: 1m 53s 179: learn: 0.4142559 test: 0.4249022 best: 0.4249016 (170) total: 1m 3s remaining: 1m 53s 180: learn: 0.4142549 test: 0.4249051 best: 0.4249016 (170) total: 1m 4s remaining: 1m 52s 181: learn: 0.4135650 test: 0.4244932 best: 0.4244932 (181) total: 1m 4s remaining: 1m 52s 182: learn: 0.4135531 test: 0.4244932 best: 0.4244932 (181) total: 1m 5s remaining: 1m 52s 183: learn: 0.4135506 test: 0.4244943 best: 0.4244932 (181) total: 1m 5s remaining: 1m 52s 184: learn: 0.4135475 test: 0.4244847 best: 0.4244847 (184) total: 1m 6s remaining: 1m 52s 185: learn: 0.4135065 test: 0.4244988 best: 0.4244847 (184) total: 1m 6s remaining: 1m 52s 186: learn: 0.4135050 test: 0.4245093 best: 0.4244847 (184) total: 1m 7s remaining: 1m 52s 187: learn: 0.4135002 test: 0.4245179 best: 0.4244847 (184) total: 1m 7s remaining: 1m 52s 188: learn: 0.4134995 test: 0.4245202 best: 0.4244847 (184) total: 1m 7s remaining: 1m 51s 189: learn: 0.4134936 test: 0.4245286 best: 0.4244847 (184) total: 1m 8s remaining: 1m 51s 190: learn: 0.4134882 test: 0.4245308 best: 0.4244847 (184) total: 1m 8s remaining: 1m 51s 191: learn: 0.4134876 test: 0.4245325 best: 0.4244847 (184) total: 1m 8s remaining: 1m 50s 192: learn: 0.4134738 test: 0.4245603 best: 0.4244847 (184) total: 1m 9s remaining: 1m 50s 193: learn: 0.4134722 test: 0.4245628 best: 0.4244847 (184) total: 1m 9s remaining: 1m 50s 194: learn: 0.4134715 test: 0.4245663 best: 0.4244847 (184) total: 1m 10s remaining: 1m 50s 195: learn: 0.4134690 test: 0.4245690 best: 0.4244847 (184) total: 1m 10s remaining: 1m 50s 196: learn: 0.4134667 test: 0.4245740 best: 0.4244847 (184) total: 1m 11s remaining: 1m 49s 197: learn: 0.4134642 test: 0.4245759 best: 0.4244847 (184) total: 1m 12s remaining: 1m 49s 198: learn: 0.4134613 test: 0.4245779 best: 0.4244847 (184) total: 1m 12s remaining: 1m 49s 199: learn: 0.4134608 test: 0.4245791 best: 0.4244847 (184) total: 1m 13s remaining: 1m 49s 200: learn: 0.4134593 test: 0.4245864 best: 0.4244847 (184) total: 1m 13s remaining: 1m 49s 201: learn: 0.4134589 test: 0.4245879 best: 0.4244847 (184) total: 1m 13s remaining: 1m 48s 202: learn: 0.4134580 test: 0.4245861 best: 0.4244847 (184) total: 1m 13s remaining: 1m 47s 203: learn: 0.4134537 test: 0.4245829 best: 0.4244847 (184) total: 1m 14s remaining: 1m 47s 204: learn: 0.4134536 test: 0.4245839 best: 0.4244847 (184) total: 1m 14s remaining: 1m 47s 205: learn: 0.4134525 test: 0.4245855 best: 0.4244847 (184) total: 1m 14s remaining: 1m 46s 206: learn: 0.4134518 test: 0.4245840 best: 0.4244847 (184) total: 1m 15s remaining: 1m 46s 207: learn: 0.4134442 test: 0.4245837 best: 0.4244847 (184) total: 1m 15s remaining: 1m 46s 208: learn: 0.4134431 test: 0.4245855 best: 0.4244847 (184) total: 1m 16s remaining: 1m 45s 209: learn: 0.4134421 test: 0.4245869 best: 0.4244847 (184) total: 1m 16s remaining: 1m 45s 210: learn: 0.4134400 test: 0.4245889 best: 0.4244847 (184) total: 1m 17s remaining: 1m 45s 211: learn: 0.4134357 test: 0.4245933 best: 0.4244847 (184) total: 1m 17s remaining: 1m 45s 212: learn: 0.4134350 test: 0.4245955 best: 0.4244847 (184) total: 1m 18s remaining: 1m 45s 213: learn: 0.4134348 test: 0.4245965 best: 0.4244847 (184) total: 1m 18s remaining: 1m 44s 214: learn: 0.4134316 test: 0.4245958 best: 0.4244847 (184) total: 1m 18s remaining: 1m 44s 215: learn: 0.4128287 test: 0.4241215 best: 0.4241215 (215) total: 1m 19s remaining: 1m 44s 216: learn: 0.4118544 test: 0.4233853 best: 0.4233853 (216) total: 1m 19s remaining: 1m 44s 217: learn: 0.4117366 test: 0.4232970 best: 0.4232970 (217) total: 1m 20s remaining: 1m 43s 218: learn: 0.4116878 test: 0.4232816 best: 0.4232816 (218) total: 1m 20s remaining: 1m 43s 219: learn: 0.4109821 test: 0.4228709 best: 0.4228709 (219) total: 1m 21s remaining: 1m 43s 220: learn: 0.4109807 test: 0.4228766 best: 0.4228709 (219) total: 1m 21s remaining: 1m 43s 221: learn: 0.4101893 test: 0.4222975 best: 0.4222975 (221) total: 1m 22s remaining: 1m 42s 222: learn: 0.4100355 test: 0.4221975 best: 0.4221975 (222) total: 1m 22s remaining: 1m 42s 223: learn: 0.4100334 test: 0.4222023 best: 0.4221975 (222) total: 1m 23s remaining: 1m 42s 224: learn: 0.4100320 test: 0.4222115 best: 0.4221975 (222) total: 1m 23s remaining: 1m 42s 225: learn: 0.4093883 test: 0.4216862 best: 0.4216862 (225) total: 1m 24s remaining: 1m 42s 226: learn: 0.4093561 test: 0.4216596 best: 0.4216596 (226) total: 1m 24s remaining: 1m 41s 227: learn: 0.4093527 test: 0.4216673 best: 0.4216596 (226) total: 1m 25s remaining: 1m 41s 228: learn: 0.4093505 test: 0.4216724 best: 0.4216596 (226) total: 1m 25s remaining: 1m 41s 229: learn: 0.4093448 test: 0.4216710 best: 0.4216596 (226) total: 1m 26s remaining: 1m 41s 230: learn: 0.4093431 test: 0.4216748 best: 0.4216596 (226) total: 1m 26s remaining: 1m 40s 231: learn: 0.4090220 test: 0.4215844 best: 0.4215844 (231) total: 1m 27s remaining: 1m 40s 232: learn: 0.4090209 test: 0.4215888 best: 0.4215844 (231) total: 1m 27s remaining: 1m 40s 233: learn: 0.4089835 test: 0.4215986 best: 0.4215844 (231) total: 1m 28s remaining: 1m 40s 234: learn: 0.4087291 test: 0.4214178 best: 0.4214178 (234) total: 1m 28s remaining: 1m 39s 235: learn: 0.4087279 test: 0.4214188 best: 0.4214178 (234) total: 1m 29s remaining: 1m 39s 236: learn: 0.4080514 test: 0.4211619 best: 0.4211619 (236) total: 1m 29s remaining: 1m 39s 237: learn: 0.4080502 test: 0.4211687 best: 0.4211619 (236) total: 1m 30s remaining: 1m 39s 238: learn: 0.4080486 test: 0.4211733 best: 0.4211619 (236) total: 1m 30s remaining: 1m 38s 239: learn: 0.4080483 test: 0.4211764 best: 0.4211619 (236) total: 1m 31s remaining: 1m 38s 240: learn: 0.4080479 test: 0.4211792 best: 0.4211619 (236) total: 1m 31s remaining: 1m 38s 241: learn: 0.4080476 test: 0.4211836 best: 0.4211619 (236) total: 1m 32s remaining: 1m 38s 242: learn: 0.4080464 test: 0.4211828 best: 0.4211619 (236) total: 1m 32s remaining: 1m 37s 243: learn: 0.4080400 test: 0.4211839 best: 0.4211619 (236) total: 1m 33s remaining: 1m 37s 244: learn: 0.4080367 test: 0.4211827 best: 0.4211619 (236) total: 1m 33s remaining: 1m 37s 245: learn: 0.4080357 test: 0.4211869 best: 0.4211619 (236) total: 1m 34s remaining: 1m 37s 246: learn: 0.4080351 test: 0.4211910 best: 0.4211619 (236) total: 1m 34s remaining: 1m 36s 247: learn: 0.4080289 test: 0.4211889 best: 0.4211619 (236) total: 1m 34s remaining: 1m 36s 248: learn: 0.4080277 test: 0.4211882 best: 0.4211619 (236) total: 1m 35s remaining: 1m 36s 249: learn: 0.4080269 test: 0.4211923 best: 0.4211619 (236) total: 1m 35s remaining: 1m 35s 250: learn: 0.4080257 test: 0.4211969 best: 0.4211619 (236) total: 1m 36s remaining: 1m 35s 251: learn: 0.4080134 test: 0.4211974 best: 0.4211619 (236) total: 1m 36s remaining: 1m 35s 252: learn: 0.4080125 test: 0.4212044 best: 0.4211619 (236) total: 1m 37s remaining: 1m 35s 253: learn: 0.4080117 test: 0.4212052 best: 0.4211619 (236) total: 1m 37s remaining: 1m 34s 254: learn: 0.4080101 test: 0.4212076 best: 0.4211619 (236) total: 1m 38s remaining: 1m 34s 255: learn: 0.4080081 test: 0.4212109 best: 0.4211619 (236) total: 1m 38s remaining: 1m 34s 256: learn: 0.4080021 test: 0.4212137 best: 0.4211619 (236) total: 1m 39s remaining: 1m 33s 257: learn: 0.4079998 test: 0.4212149 best: 0.4211619 (236) total: 1m 39s remaining: 1m 33s 258: learn: 0.4079705 test: 0.4212150 best: 0.4211619 (236) total: 1m 40s remaining: 1m 33s 259: learn: 0.4079595 test: 0.4212153 best: 0.4211619 (236) total: 1m 41s remaining: 1m 33s 260: learn: 0.4079584 test: 0.4212188 best: 0.4211619 (236) total: 1m 41s remaining: 1m 32s 261: learn: 0.4078513 test: 0.4211676 best: 0.4211619 (236) total: 1m 42s remaining: 1m 32s 262: learn: 0.4078497 test: 0.4211707 best: 0.4211619 (236) total: 1m 42s remaining: 1m 32s 263: learn: 0.4078493 test: 0.4211707 best: 0.4211619 (236) total: 1m 42s remaining: 1m 31s 264: learn: 0.4078415 test: 0.4211705 best: 0.4211619 (236) total: 1m 43s remaining: 1m 31s 265: learn: 0.4078397 test: 0.4211733 best: 0.4211619 (236) total: 1m 43s remaining: 1m 31s 266: learn: 0.4078331 test: 0.4211742 best: 0.4211619 (236) total: 1m 44s remaining: 1m 31s 267: learn: 0.4078326 test: 0.4211744 best: 0.4211619 (236) total: 1m 44s remaining: 1m 30s 268: learn: 0.4078323 test: 0.4211748 best: 0.4211619 (236) total: 1m 45s remaining: 1m 30s 269: learn: 0.4077980 test: 0.4211752 best: 0.4211619 (236) total: 1m 45s remaining: 1m 29s 270: learn: 0.4077971 test: 0.4211761 best: 0.4211619 (236) total: 1m 45s remaining: 1m 29s 271: learn: 0.4077860 test: 0.4211761 best: 0.4211619 (236) total: 1m 46s remaining: 1m 29s 272: learn: 0.4077655 test: 0.4211761 best: 0.4211619 (236) total: 1m 46s remaining: 1m 28s 273: learn: 0.4077653 test: 0.4211786 best: 0.4211619 (236) total: 1m 47s remaining: 1m 28s 274: learn: 0.4076844 test: 0.4211281 best: 0.4211281 (274) total: 1m 47s remaining: 1m 28s 275: learn: 0.4076835 test: 0.4211290 best: 0.4211281 (274) total: 1m 48s remaining: 1m 27s 276: learn: 0.4076833 test: 0.4211313 best: 0.4211281 (274) total: 1m 48s remaining: 1m 27s 277: learn: 0.4076631 test: 0.4211268 best: 0.4211268 (277) total: 1m 49s remaining: 1m 27s 278: learn: 0.4076626 test: 0.4211293 best: 0.4211268 (277) total: 1m 49s remaining: 1m 27s 279: learn: 0.4076619 test: 0.4211326 best: 0.4211268 (277) total: 1m 50s remaining: 1m 26s 280: learn: 0.4076601 test: 0.4211370 best: 0.4211268 (277) total: 1m 50s remaining: 1m 26s 281: learn: 0.4076582 test: 0.4211369 best: 0.4211268 (277) total: 1m 51s remaining: 1m 26s 282: learn: 0.4076428 test: 0.4211370 best: 0.4211268 (277) total: 1m 51s remaining: 1m 25s 283: learn: 0.4076427 test: 0.4211391 best: 0.4211268 (277) total: 1m 52s remaining: 1m 25s 284: learn: 0.4076427 test: 0.4211391 best: 0.4211268 (277) total: 1m 52s remaining: 1m 24s 285: learn: 0.4076426 test: 0.4211412 best: 0.4211268 (277) total: 1m 53s remaining: 1m 24s 286: learn: 0.4076400 test: 0.4211400 best: 0.4211268 (277) total: 1m 53s remaining: 1m 24s 287: learn: 0.4076368 test: 0.4211419 best: 0.4211268 (277) total: 1m 53s remaining: 1m 23s 288: learn: 0.4076365 test: 0.4211437 best: 0.4211268 (277) total: 1m 54s remaining: 1m 23s 289: learn: 0.4076365 test: 0.4211416 best: 0.4211268 (277) total: 1m 54s remaining: 1m 22s 290: learn: 0.4076363 test: 0.4211441 best: 0.4211268 (277) total: 1m 55s remaining: 1m 22s 291: learn: 0.4076354 test: 0.4211440 best: 0.4211268 (277) total: 1m 55s remaining: 1m 22s 292: learn: 0.4076321 test: 0.4211469 best: 0.4211268 (277) total: 1m 55s remaining: 1m 21s 293: learn: 0.4076298 test: 0.4211485 best: 0.4211268 (277) total: 1m 56s remaining: 1m 21s 294: learn: 0.4075306 test: 0.4210906 best: 0.4210906 (294) total: 1m 56s remaining: 1m 21s 295: learn: 0.4073188 test: 0.4208842 best: 0.4208842 (295) total: 1m 57s remaining: 1m 20s 296: learn: 0.4073096 test: 0.4208875 best: 0.4208842 (295) total: 1m 57s remaining: 1m 20s 297: learn: 0.4073079 test: 0.4208875 best: 0.4208842 (295) total: 1m 58s remaining: 1m 20s 298: learn: 0.4072546 test: 0.4208733 best: 0.4208733 (298) total: 1m 58s remaining: 1m 19s 299: learn: 0.4072510 test: 0.4208718 best: 0.4208718 (299) total: 1m 59s remaining: 1m 19s 300: learn: 0.4072490 test: 0.4208701 best: 0.4208701 (300) total: 1m 59s remaining: 1m 18s 301: learn: 0.4072451 test: 0.4208525 best: 0.4208525 (301) total: 1m 59s remaining: 1m 18s 302: learn: 0.4072413 test: 0.4208505 best: 0.4208505 (302) total: 2m remaining: 1m 18s 303: learn: 0.4072391 test: 0.4208541 best: 0.4208505 (302) total: 2m remaining: 1m 17s 304: learn: 0.4072369 test: 0.4208527 best: 0.4208505 (302) total: 2m 1s remaining: 1m 17s 305: learn: 0.4072327 test: 0.4208519 best: 0.4208505 (302) total: 2m 1s remaining: 1m 17s 306: learn: 0.4072327 test: 0.4208519 best: 0.4208505 (302) total: 2m 2s remaining: 1m 16s 307: learn: 0.4072200 test: 0.4208519 best: 0.4208505 (302) total: 2m 2s remaining: 1m 16s 308: learn: 0.4072175 test: 0.4208514 best: 0.4208505 (302) total: 2m 3s remaining: 1m 16s 309: learn: 0.4072012 test: 0.4208515 best: 0.4208505 (302) total: 2m 3s remaining: 1m 15s 310: learn: 0.4072009 test: 0.4208514 best: 0.4208505 (302) total: 2m 4s remaining: 1m 15s 311: learn: 0.4071659 test: 0.4208193 best: 0.4208193 (311) total: 2m 4s remaining: 1m 15s 312: learn: 0.4071563 test: 0.4208052 best: 0.4208052 (312) total: 2m 5s remaining: 1m 14s 313: learn: 0.4071558 test: 0.4208062 best: 0.4208052 (312) total: 2m 5s remaining: 1m 14s 314: learn: 0.4071527 test: 0.4208064 best: 0.4208052 (312) total: 2m 6s remaining: 1m 14s 315: learn: 0.4068732 test: 0.4205887 best: 0.4205887 (315) total: 2m 6s remaining: 1m 13s 316: learn: 0.4068696 test: 0.4205892 best: 0.4205887 (315) total: 2m 7s remaining: 1m 13s 317: learn: 0.4068680 test: 0.4205924 best: 0.4205887 (315) total: 2m 7s remaining: 1m 13s 318: learn: 0.4068677 test: 0.4205924 best: 0.4205887 (315) total: 2m 8s remaining: 1m 12s 319: learn: 0.4068607 test: 0.4205934 best: 0.4205887 (315) total: 2m 8s remaining: 1m 12s 320: learn: 0.4068515 test: 0.4205861 best: 0.4205861 (320) total: 2m 9s remaining: 1m 12s 321: learn: 0.4068507 test: 0.4205867 best: 0.4205861 (320) total: 2m 9s remaining: 1m 11s 322: learn: 0.4068458 test: 0.4205866 best: 0.4205861 (320) total: 2m 10s remaining: 1m 11s 323: learn: 0.4068450 test: 0.4205864 best: 0.4205861 (320) total: 2m 10s remaining: 1m 11s 324: learn: 0.4068436 test: 0.4205852 best: 0.4205852 (324) total: 2m 11s remaining: 1m 10s 325: learn: 0.4068297 test: 0.4205910 best: 0.4205852 (324) total: 2m 11s remaining: 1m 10s 326: learn: 0.4068295 test: 0.4205908 best: 0.4205852 (324) total: 2m 11s remaining: 1m 9s 327: learn: 0.4068248 test: 0.4205932 best: 0.4205852 (324) total: 2m 12s remaining: 1m 9s 328: learn: 0.4068244 test: 0.4205933 best: 0.4205852 (324) total: 2m 12s remaining: 1m 9s 329: learn: 0.4068233 test: 0.4205937 best: 0.4205852 (324) total: 2m 13s remaining: 1m 8s 330: learn: 0.4068230 test: 0.4205939 best: 0.4205852 (324) total: 2m 13s remaining: 1m 8s 331: learn: 0.4068226 test: 0.4205948 best: 0.4205852 (324) total: 2m 14s remaining: 1m 7s 332: learn: 0.4068102 test: 0.4206075 best: 0.4205852 (324) total: 2m 14s remaining: 1m 7s 333: learn: 0.4062996 test: 0.4201545 best: 0.4201545 (333) total: 2m 15s remaining: 1m 7s 334: learn: 0.4056718 test: 0.4196196 best: 0.4196196 (334) total: 2m 15s remaining: 1m 6s 335: learn: 0.4056692 test: 0.4196193 best: 0.4196193 (335) total: 2m 16s remaining: 1m 6s 336: learn: 0.4056611 test: 0.4196184 best: 0.4196184 (336) total: 2m 17s remaining: 1m 6s 337: learn: 0.4056606 test: 0.4196178 best: 0.4196178 (337) total: 2m 17s remaining: 1m 5s 338: learn: 0.4053085 test: 0.4193734 best: 0.4193734 (338) total: 2m 18s remaining: 1m 5s 339: learn: 0.4052695 test: 0.4193672 best: 0.4193672 (339) total: 2m 18s remaining: 1m 5s 340: learn: 0.4052684 test: 0.4193676 best: 0.4193672 (339) total: 2m 19s remaining: 1m 4s 341: learn: 0.4052672 test: 0.4193679 best: 0.4193672 (339) total: 2m 19s remaining: 1m 4s 342: learn: 0.4049842 test: 0.4192917 best: 0.4192917 (342) total: 2m 20s remaining: 1m 4s 343: learn: 0.4049834 test: 0.4192908 best: 0.4192908 (343) total: 2m 20s remaining: 1m 3s 344: learn: 0.4049815 test: 0.4192904 best: 0.4192904 (344) total: 2m 21s remaining: 1m 3s 345: learn: 0.4049812 test: 0.4192905 best: 0.4192904 (344) total: 2m 21s remaining: 1m 3s 346: learn: 0.4049803 test: 0.4192911 best: 0.4192904 (344) total: 2m 22s remaining: 1m 2s 347: learn: 0.4049692 test: 0.4192916 best: 0.4192904 (344) total: 2m 22s remaining: 1m 2s 348: learn: 0.4049449 test: 0.4192865 best: 0.4192865 (348) total: 2m 23s remaining: 1m 2s 349: learn: 0.4049249 test: 0.4192778 best: 0.4192778 (349) total: 2m 23s remaining: 1m 1s 350: learn: 0.4049210 test: 0.4192758 best: 0.4192758 (350) total: 2m 24s remaining: 1m 1s 351: learn: 0.4049195 test: 0.4192747 best: 0.4192747 (351) total: 2m 25s remaining: 1m 352: learn: 0.4049176 test: 0.4192747 best: 0.4192747 (351) total: 2m 25s remaining: 1m 353: learn: 0.4049140 test: 0.4192849 best: 0.4192747 (351) total: 2m 26s remaining: 1m 354: learn: 0.4049135 test: 0.4192848 best: 0.4192747 (351) total: 2m 26s remaining: 60s 355: learn: 0.4049118 test: 0.4192753 best: 0.4192747 (351) total: 2m 26s remaining: 59.4s 356: learn: 0.4049097 test: 0.4192741 best: 0.4192741 (356) total: 2m 27s remaining: 58.9s 357: learn: 0.4048989 test: 0.4192627 best: 0.4192627 (357) total: 2m 27s remaining: 58.5s 358: learn: 0.4048972 test: 0.4192619 best: 0.4192619 (358) total: 2m 27s remaining: 58s 359: learn: 0.4048955 test: 0.4192611 best: 0.4192611 (359) total: 2m 28s remaining: 57.6s 360: learn: 0.4047041 test: 0.4190620 best: 0.4190620 (360) total: 2m 28s remaining: 57.2s 361: learn: 0.4047012 test: 0.4190559 best: 0.4190559 (361) total: 2m 29s remaining: 56.8s 362: learn: 0.4047006 test: 0.4190545 best: 0.4190545 (362) total: 2m 29s remaining: 56.5s 363: learn: 0.4047002 test: 0.4190549 best: 0.4190545 (362) total: 2m 29s remaining: 56s 364: learn: 0.4046762 test: 0.4190530 best: 0.4190530 (364) total: 2m 30s remaining: 55.6s 365: learn: 0.4046729 test: 0.4190485 best: 0.4190485 (365) total: 2m 30s remaining: 55.1s 366: learn: 0.4046722 test: 0.4190492 best: 0.4190485 (365) total: 2m 30s remaining: 54.7s 367: learn: 0.4046627 test: 0.4190424 best: 0.4190424 (367) total: 2m 31s remaining: 54.3s 368: learn: 0.4046600 test: 0.4190419 best: 0.4190419 (368) total: 2m 32s remaining: 54s 369: learn: 0.4046583 test: 0.4190396 best: 0.4190396 (369) total: 2m 32s remaining: 53.6s 370: learn: 0.4046581 test: 0.4190399 best: 0.4190396 (369) total: 2m 33s remaining: 53.2s 371: learn: 0.4046575 test: 0.4190397 best: 0.4190396 (369) total: 2m 33s remaining: 52.9s 372: learn: 0.4046562 test: 0.4190368 best: 0.4190368 (372) total: 2m 34s remaining: 52.5s 373: learn: 0.4046561 test: 0.4190343 best: 0.4190343 (373) total: 2m 34s remaining: 52s 374: learn: 0.4046476 test: 0.4190341 best: 0.4190341 (374) total: 2m 34s remaining: 51.7s 375: learn: 0.4046388 test: 0.4190364 best: 0.4190341 (374) total: 2m 35s remaining: 51.3s 376: learn: 0.4046378 test: 0.4190358 best: 0.4190341 (374) total: 2m 35s remaining: 50.8s 377: learn: 0.4046368 test: 0.4190356 best: 0.4190341 (374) total: 2m 36s remaining: 50.5s 378: learn: 0.4046368 test: 0.4190356 best: 0.4190341 (374) total: 2m 36s remaining: 50s 379: learn: 0.4046352 test: 0.4190517 best: 0.4190341 (374) total: 2m 36s remaining: 49.4s 380: learn: 0.4046350 test: 0.4190492 best: 0.4190341 (374) total: 2m 36s remaining: 49s 381: learn: 0.4046327 test: 0.4190469 best: 0.4190341 (374) total: 2m 37s remaining: 48.6s 382: learn: 0.4046324 test: 0.4190445 best: 0.4190341 (374) total: 2m 37s remaining: 48.2s 383: learn: 0.4046315 test: 0.4190443 best: 0.4190341 (374) total: 2m 38s remaining: 47.9s 384: learn: 0.4046305 test: 0.4190444 best: 0.4190341 (374) total: 2m 38s remaining: 47.5s 385: learn: 0.4046302 test: 0.4190443 best: 0.4190341 (374) total: 2m 39s remaining: 47.1s 386: learn: 0.4046295 test: 0.4190446 best: 0.4190341 (374) total: 2m 39s remaining: 46.7s 387: learn: 0.4046004 test: 0.4190389 best: 0.4190341 (374) total: 2m 40s remaining: 46.3s 388: learn: 0.4045976 test: 0.4190387 best: 0.4190341 (374) total: 2m 40s remaining: 45.9s 389: learn: 0.4041623 test: 0.4188495 best: 0.4188495 (389) total: 2m 41s remaining: 45.5s 390: learn: 0.4040931 test: 0.4188310 best: 0.4188310 (390) total: 2m 41s remaining: 45.2s 391: learn: 0.4040918 test: 0.4188354 best: 0.4188310 (390) total: 2m 42s remaining: 44.8s 392: learn: 0.4040915 test: 0.4188358 best: 0.4188310 (390) total: 2m 43s remaining: 44.4s 393: learn: 0.4040912 test: 0.4188358 best: 0.4188310 (390) total: 2m 43s remaining: 44s 394: learn: 0.4040887 test: 0.4188346 best: 0.4188310 (390) total: 2m 43s remaining: 43.6s 395: learn: 0.4040725 test: 0.4188478 best: 0.4188310 (390) total: 2m 44s remaining: 43.2s 396: learn: 0.4040713 test: 0.4188476 best: 0.4188310 (390) total: 2m 44s remaining: 42.8s 397: learn: 0.4040709 test: 0.4188475 best: 0.4188310 (390) total: 2m 45s remaining: 42.4s 398: learn: 0.4040688 test: 0.4188475 best: 0.4188310 (390) total: 2m 45s remaining: 42s 399: learn: 0.4040534 test: 0.4188459 best: 0.4188310 (390) total: 2m 46s remaining: 41.6s 400: learn: 0.4040529 test: 0.4188458 best: 0.4188310 (390) total: 2m 46s remaining: 41.2s 401: learn: 0.4040524 test: 0.4188458 best: 0.4188310 (390) total: 2m 47s remaining: 40.9s 402: learn: 0.4040522 test: 0.4188438 best: 0.4188310 (390) total: 2m 48s remaining: 40.5s 403: learn: 0.4040520 test: 0.4188441 best: 0.4188310 (390) total: 2m 48s remaining: 40.1s 404: learn: 0.4040514 test: 0.4188440 best: 0.4188310 (390) total: 2m 49s remaining: 39.7s 405: learn: 0.4040512 test: 0.4188420 best: 0.4188310 (390) total: 2m 49s remaining: 39.3s 406: learn: 0.4040338 test: 0.4188400 best: 0.4188310 (390) total: 2m 50s remaining: 39s 407: learn: 0.4040318 test: 0.4188399 best: 0.4188310 (390) total: 2m 51s remaining: 38.6s 408: learn: 0.4040316 test: 0.4188381 best: 0.4188310 (390) total: 2m 51s remaining: 38.1s 409: learn: 0.4040033 test: 0.4188313 best: 0.4188310 (390) total: 2m 51s remaining: 37.7s 410: learn: 0.4039101 test: 0.4188310 best: 0.4188310 (390) total: 2m 52s remaining: 37.3s 411: learn: 0.4039100 test: 0.4188315 best: 0.4188310 (390) total: 2m 52s remaining: 36.9s 412: learn: 0.4039019 test: 0.4188268 best: 0.4188268 (412) total: 2m 53s remaining: 36.5s 413: learn: 0.4038959 test: 0.4188286 best: 0.4188268 (412) total: 2m 53s remaining: 36.1s 414: learn: 0.4038858 test: 0.4188400 best: 0.4188268 (412) total: 2m 54s remaining: 35.7s 415: learn: 0.4038851 test: 0.4188352 best: 0.4188268 (412) total: 2m 54s remaining: 35.3s 416: learn: 0.4038845 test: 0.4188352 best: 0.4188268 (412) total: 2m 55s remaining: 34.9s 417: learn: 0.4038772 test: 0.4188311 best: 0.4188268 (412) total: 2m 55s remaining: 34.5s 418: learn: 0.4038766 test: 0.4188309 best: 0.4188268 (412) total: 2m 56s remaining: 34.1s 419: learn: 0.4038763 test: 0.4188308 best: 0.4188268 (412) total: 2m 56s remaining: 33.6s 420: learn: 0.4038760 test: 0.4188291 best: 0.4188268 (412) total: 2m 57s remaining: 33.3s 421: learn: 0.4038753 test: 0.4188290 best: 0.4188268 (412) total: 2m 57s remaining: 32.9s 422: learn: 0.4038753 test: 0.4188275 best: 0.4188268 (412) total: 2m 58s remaining: 32.5s 423: learn: 0.4038716 test: 0.4188420 best: 0.4188268 (412) total: 2m 58s remaining: 32.1s 424: learn: 0.4036639 test: 0.4187357 best: 0.4187357 (424) total: 2m 59s remaining: 31.7s 425: learn: 0.4036581 test: 0.4187363 best: 0.4187357 (424) total: 2m 59s remaining: 31.3s 426: learn: 0.4035643 test: 0.4186860 best: 0.4186860 (426) total: 3m remaining: 30.9s 427: learn: 0.4035640 test: 0.4186843 best: 0.4186843 (427) total: 3m 1s remaining: 30.5s 428: learn: 0.4035632 test: 0.4186855 best: 0.4186843 (427) total: 3m 1s remaining: 30.1s 429: learn: 0.4035629 test: 0.4186884 best: 0.4186843 (427) total: 3m 2s remaining: 29.6s 430: learn: 0.4035584 test: 0.4186863 best: 0.4186843 (427) total: 3m 2s remaining: 29.2s 431: learn: 0.4035467 test: 0.4186863 best: 0.4186843 (427) total: 3m 3s remaining: 28.8s 432: learn: 0.4035161 test: 0.4186882 best: 0.4186843 (427) total: 3m 3s remaining: 28.5s 433: learn: 0.4035062 test: 0.4186902 best: 0.4186843 (427) total: 3m 4s remaining: 28.1s 434: learn: 0.4035051 test: 0.4186912 best: 0.4186843 (427) total: 3m 5s remaining: 27.6s 435: learn: 0.4035039 test: 0.4186853 best: 0.4186843 (427) total: 3m 5s remaining: 27.2s 436: learn: 0.4035034 test: 0.4186862 best: 0.4186843 (427) total: 3m 6s remaining: 26.8s 437: learn: 0.4032503 test: 0.4185046 best: 0.4185046 (437) total: 3m 6s remaining: 26.4s 438: learn: 0.4032460 test: 0.4185061 best: 0.4185046 (437) total: 3m 7s remaining: 26s 439: learn: 0.4032401 test: 0.4185061 best: 0.4185046 (437) total: 3m 7s remaining: 25.6s 440: learn: 0.4032143 test: 0.4184954 best: 0.4184954 (440) total: 3m 8s remaining: 25.2s 441: learn: 0.4032118 test: 0.4184960 best: 0.4184954 (440) total: 3m 8s remaining: 24.8s 442: learn: 0.4032108 test: 0.4184960 best: 0.4184954 (440) total: 3m 9s remaining: 24.4s 443: learn: 0.4029805 test: 0.4183759 best: 0.4183759 (443) total: 3m 9s remaining: 23.9s 444: learn: 0.4029786 test: 0.4183713 best: 0.4183713 (444) total: 3m 10s remaining: 23.5s 445: learn: 0.4029779 test: 0.4183720 best: 0.4183713 (444) total: 3m 10s remaining: 23.1s 446: learn: 0.4029717 test: 0.4183721 best: 0.4183713 (444) total: 3m 11s remaining: 22.7s 447: learn: 0.4029684 test: 0.4183653 best: 0.4183653 (447) total: 3m 11s remaining: 22.2s 448: learn: 0.4029679 test: 0.4183659 best: 0.4183653 (447) total: 3m 12s remaining: 21.8s 449: learn: 0.4029674 test: 0.4183659 best: 0.4183653 (447) total: 3m 12s remaining: 21.4s 450: learn: 0.4029670 test: 0.4183657 best: 0.4183653 (447) total: 3m 12s remaining: 20.9s 451: learn: 0.4029669 test: 0.4183656 best: 0.4183653 (447) total: 3m 13s remaining: 20.5s 452: learn: 0.4029665 test: 0.4183642 best: 0.4183642 (452) total: 3m 13s remaining: 20.1s 453: learn: 0.4029659 test: 0.4183648 best: 0.4183642 (452) total: 3m 13s remaining: 19.6s 454: learn: 0.4029651 test: 0.4183604 best: 0.4183604 (454) total: 3m 14s remaining: 19.2s 455: learn: 0.4029639 test: 0.4183585 best: 0.4183585 (455) total: 3m 14s remaining: 18.8s 456: learn: 0.4029631 test: 0.4183584 best: 0.4183584 (456) total: 3m 15s remaining: 18.4s 457: learn: 0.4029628 test: 0.4183584 best: 0.4183584 (456) total: 3m 16s remaining: 18s 458: learn: 0.4029621 test: 0.4183588 best: 0.4183584 (456) total: 3m 16s remaining: 17.6s 459: learn: 0.4029501 test: 0.4183480 best: 0.4183480 (459) total: 3m 17s remaining: 17.1s 460: learn: 0.4029493 test: 0.4183478 best: 0.4183478 (460) total: 3m 17s remaining: 16.7s 461: learn: 0.4028028 test: 0.4183009 best: 0.4183009 (461) total: 3m 18s remaining: 16.3s 462: learn: 0.4028005 test: 0.4183007 best: 0.4183007 (462) total: 3m 18s remaining: 15.9s 463: learn: 0.4027729 test: 0.4182932 best: 0.4182932 (463) total: 3m 19s remaining: 15.5s 464: learn: 0.4027556 test: 0.4182989 best: 0.4182932 (463) total: 3m 19s remaining: 15s 465: learn: 0.4027551 test: 0.4182999 best: 0.4182932 (463) total: 3m 20s remaining: 14.6s 466: learn: 0.4023210 test: 0.4181555 best: 0.4181555 (466) total: 3m 20s remaining: 14.2s 467: learn: 0.4023126 test: 0.4181540 best: 0.4181540 (467) total: 3m 21s remaining: 13.8s 468: learn: 0.4022604 test: 0.4181443 best: 0.4181443 (468) total: 3m 21s remaining: 13.3s 469: learn: 0.4022544 test: 0.4181473 best: 0.4181443 (468) total: 3m 22s remaining: 12.9s 470: learn: 0.4022538 test: 0.4181482 best: 0.4181443 (468) total: 3m 22s remaining: 12.5s 471: learn: 0.4022466 test: 0.4181473 best: 0.4181443 (468) total: 3m 23s remaining: 12.1s 472: learn: 0.4022406 test: 0.4181471 best: 0.4181443 (468) total: 3m 24s remaining: 11.6s 473: learn: 0.4022395 test: 0.4181457 best: 0.4181443 (468) total: 3m 24s remaining: 11.2s 474: learn: 0.4022393 test: 0.4181457 best: 0.4181443 (468) total: 3m 25s remaining: 10.8s 475: learn: 0.4022382 test: 0.4181456 best: 0.4181443 (468) total: 3m 25s remaining: 10.4s 476: learn: 0.4022381 test: 0.4181464 best: 0.4181443 (468) total: 3m 26s remaining: 9.94s 477: learn: 0.4022379 test: 0.4181463 best: 0.4181443 (468) total: 3m 26s remaining: 9.52s 478: learn: 0.4022367 test: 0.4181462 best: 0.4181443 (468) total: 3m 27s remaining: 9.09s 479: learn: 0.4022332 test: 0.4181463 best: 0.4181443 (468) total: 3m 27s remaining: 8.66s 480: learn: 0.4022284 test: 0.4181463 best: 0.4181443 (468) total: 3m 28s remaining: 8.23s 481: learn: 0.4022281 test: 0.4181465 best: 0.4181443 (468) total: 3m 28s remaining: 7.8s 482: learn: 0.4022280 test: 0.4181454 best: 0.4181443 (468) total: 3m 29s remaining: 7.38s 483: learn: 0.4022279 test: 0.4181443 best: 0.4181443 (468) total: 3m 30s remaining: 6.94s 484: learn: 0.4022278 test: 0.4181432 best: 0.4181432 (484) total: 3m 30s remaining: 6.51s 485: learn: 0.4022278 test: 0.4181432 best: 0.4181432 (485) total: 3m 30s remaining: 6.07s 486: learn: 0.4022253 test: 0.4181432 best: 0.4181432 (485) total: 3m 31s remaining: 5.64s 487: learn: 0.4021334 test: 0.4180857 best: 0.4180857 (487) total: 3m 31s remaining: 5.21s 488: learn: 0.4021300 test: 0.4180878 best: 0.4180857 (487) total: 3m 32s remaining: 4.78s 489: learn: 0.4021277 test: 0.4180919 best: 0.4180857 (487) total: 3m 32s remaining: 4.34s 490: learn: 0.4020728 test: 0.4180460 best: 0.4180460 (490) total: 3m 33s remaining: 3.91s 491: learn: 0.4014043 test: 0.4178732 best: 0.4178732 (491) total: 3m 33s remaining: 3.48s 492: learn: 0.4012958 test: 0.4178376 best: 0.4178376 (492) total: 3m 34s remaining: 3.05s 493: learn: 0.4012912 test: 0.4178250 best: 0.4178250 (493) total: 3m 35s remaining: 2.61s 494: learn: 0.4012441 test: 0.4178337 best: 0.4178250 (493) total: 3m 35s remaining: 2.18s 495: learn: 0.4012379 test: 0.4178232 best: 0.4178232 (495) total: 3m 36s remaining: 1.74s 496: learn: 0.4012298 test: 0.4178198 best: 0.4178198 (496) total: 3m 36s remaining: 1.31s 497: learn: 0.4012275 test: 0.4178168 best: 0.4178168 (497) total: 3m 37s remaining: 873ms 498: learn: 0.4012256 test: 0.4178168 best: 0.4178168 (498) total: 3m 37s remaining: 437ms 499: learn: 0.4012246 test: 0.4178192 best: 0.4178168 (498) total: 3m 38s remaining: 0us bestTest = 0.4178168146 bestIteration = 498 Shrink model to first 499 iterations. [CV] learning_rate=0.15, l2_leaf_reg=4, iterations=500, depth=10, total= 3.7min [CV] learning_rate=0.1, l2_leaf_reg=4, iterations=875, depth=4 ....... 0: learn: 4.0436573 test: 4.0390672 best: 4.0390672 (0) total: 46.3ms remaining: 40.5s 1: learn: 3.6510562 test: 3.6468547 best: 3.6468547 (1) total: 89.3ms remaining: 39s 2: learn: 3.2957641 test: 3.2922110 best: 3.2922110 (2) total: 137ms remaining: 39.9s 3: learn: 2.9772140 test: 2.9742964 best: 2.9742964 (3) total: 186ms remaining: 40.5s 4: learn: 2.6907995 test: 2.6883240 best: 2.6883240 (4) total: 231ms remaining: 40.2s 5: learn: 2.4354716 test: 2.4333313 best: 2.4333313 (5) total: 277ms remaining: 40.2s 6: learn: 2.2049564 test: 2.2033124 best: 2.2033124 (6) total: 331ms remaining: 41s 7: learn: 1.9999043 test: 1.9987469 best: 1.9987469 (7) total: 378ms remaining: 41s 8: learn: 1.8159983 test: 1.8153073 best: 1.8153073 (8) total: 421ms remaining: 40.5s 9: learn: 1.6514403 test: 1.6511421 best: 1.6511421 (9) total: 466ms remaining: 40.3s 10: learn: 1.5048288 test: 1.5047552 best: 1.5047552 (10) total: 509ms remaining: 40s 11: learn: 1.3745304 test: 1.3747422 best: 1.3747422 (11) total: 552ms remaining: 39.7s 12: learn: 1.2605074 test: 1.2609939 best: 1.2609939 (12) total: 597ms remaining: 39.6s 13: learn: 1.1587152 test: 1.1595131 best: 1.1595131 (13) total: 640ms remaining: 39.4s 14: learn: 1.0688515 test: 1.0698825 best: 1.0698825 (14) total: 700ms remaining: 40.2s 15: learn: 0.9895984 test: 0.9908658 best: 0.9908658 (15) total: 756ms remaining: 40.6s 16: learn: 0.9203398 test: 0.9218967 best: 0.9218967 (16) total: 806ms remaining: 40.7s 17: learn: 0.8586975 test: 0.8604357 best: 0.8604357 (17) total: 849ms remaining: 40.4s 18: learn: 0.8058763 test: 0.8078782 best: 0.8078782 (18) total: 893ms remaining: 40.2s 19: learn: 0.7592880 test: 0.7615637 best: 0.7615637 (19) total: 935ms remaining: 40s 20: learn: 0.7196323 test: 0.7220020 best: 0.7220020 (20) total: 988ms remaining: 40.2s 21: learn: 0.6846463 test: 0.6873388 best: 0.6873388 (21) total: 1.03s remaining: 40.1s 22: learn: 0.6550848 test: 0.6579496 best: 0.6579496 (22) total: 1.08s remaining: 40s 23: learn: 0.6301339 test: 0.6333402 best: 0.6333402 (23) total: 1.13s remaining: 40s 24: learn: 0.6088866 test: 0.6122598 best: 0.6122598 (24) total: 1.18s remaining: 40s 25: learn: 0.5906138 test: 0.5940884 best: 0.5940884 (25) total: 1.23s remaining: 40s 26: learn: 0.5752506 test: 0.5788044 best: 0.5788044 (26) total: 1.27s remaining: 39.8s 27: learn: 0.5616759 test: 0.5653873 best: 0.5653873 (27) total: 1.31s remaining: 39.7s 28: learn: 0.5471584 test: 0.5511804 best: 0.5511804 (28) total: 1.36s remaining: 39.6s 29: learn: 0.5345208 test: 0.5385084 best: 0.5385084 (29) total: 1.39s remaining: 39.3s 30: learn: 0.5238741 test: 0.5279155 best: 0.5279155 (30) total: 1.44s remaining: 39.1s 31: learn: 0.5151019 test: 0.5192796 best: 0.5192796 (31) total: 1.48s remaining: 39s 32: learn: 0.5073219 test: 0.5114847 best: 0.5114847 (32) total: 1.52s remaining: 38.7s 33: learn: 0.5005805 test: 0.5048399 best: 0.5048399 (33) total: 1.55s remaining: 38.4s 34: learn: 0.4954081 test: 0.4997433 best: 0.4997433 (34) total: 1.59s remaining: 38.3s 35: learn: 0.4908845 test: 0.4951918 best: 0.4951918 (35) total: 1.65s remaining: 38.4s 36: learn: 0.4866826 test: 0.4910282 best: 0.4910282 (36) total: 1.69s remaining: 38.3s 37: learn: 0.4833372 test: 0.4875597 best: 0.4875597 (37) total: 1.74s remaining: 38.3s 38: learn: 0.4804403 test: 0.4843986 best: 0.4843986 (38) total: 1.78s remaining: 38.1s 39: learn: 0.4775314 test: 0.4813235 best: 0.4813235 (39) total: 1.83s remaining: 38.2s 40: learn: 0.4753659 test: 0.4791956 best: 0.4791956 (40) total: 1.88s remaining: 38.3s 41: learn: 0.4734914 test: 0.4771093 best: 0.4771093 (41) total: 1.93s remaining: 38.2s 42: learn: 0.4718295 test: 0.4753374 best: 0.4753374 (42) total: 1.99s remaining: 38.4s 43: learn: 0.4701399 test: 0.4736448 best: 0.4736448 (43) total: 2.04s remaining: 38.5s 44: learn: 0.4685569 test: 0.4721055 best: 0.4721055 (44) total: 2.09s remaining: 38.6s 45: learn: 0.4672093 test: 0.4707910 best: 0.4707910 (45) total: 2.14s remaining: 38.6s 46: learn: 0.4659885 test: 0.4694893 best: 0.4694893 (46) total: 2.19s remaining: 38.6s 47: learn: 0.4648549 test: 0.4684336 best: 0.4684336 (47) total: 2.25s remaining: 38.7s 48: learn: 0.4639359 test: 0.4674351 best: 0.4674351 (48) total: 2.29s remaining: 38.6s 49: learn: 0.4630220 test: 0.4665340 best: 0.4665340 (49) total: 2.33s remaining: 38.5s 50: learn: 0.4622854 test: 0.4656813 best: 0.4656813 (50) total: 2.38s remaining: 38.5s 51: learn: 0.4616487 test: 0.4650392 best: 0.4650392 (51) total: 2.42s remaining: 38.4s 52: learn: 0.4606932 test: 0.4640153 best: 0.4640153 (52) total: 2.47s remaining: 38.3s 53: learn: 0.4597112 test: 0.4630414 best: 0.4630414 (53) total: 2.52s remaining: 38.3s 54: learn: 0.4588694 test: 0.4620073 best: 0.4620073 (54) total: 2.56s remaining: 38.2s 55: learn: 0.4582248 test: 0.4614041 best: 0.4614041 (55) total: 2.62s remaining: 38.3s 56: learn: 0.4577284 test: 0.4608966 best: 0.4608966 (56) total: 2.67s remaining: 38.3s 57: learn: 0.4571946 test: 0.4603881 best: 0.4603881 (57) total: 2.73s remaining: 38.5s 58: learn: 0.4566332 test: 0.4598404 best: 0.4598404 (58) total: 2.8s remaining: 38.7s 59: learn: 0.4557603 test: 0.4590531 best: 0.4590531 (59) total: 2.85s remaining: 38.7s 60: learn: 0.4551303 test: 0.4584372 best: 0.4584372 (60) total: 2.91s remaining: 38.8s 61: learn: 0.4547209 test: 0.4579842 best: 0.4579842 (61) total: 2.96s remaining: 38.8s 62: learn: 0.4540415 test: 0.4573121 best: 0.4573121 (62) total: 3.02s remaining: 38.9s 63: learn: 0.4535285 test: 0.4567950 best: 0.4567950 (63) total: 3.07s remaining: 38.9s 64: learn: 0.4527334 test: 0.4561404 best: 0.4561404 (64) total: 3.12s remaining: 38.9s 65: learn: 0.4522572 test: 0.4556840 best: 0.4556840 (65) total: 3.18s remaining: 39s 66: learn: 0.4518792 test: 0.4553309 best: 0.4553309 (66) total: 3.24s remaining: 39s 67: learn: 0.4514411 test: 0.4549619 best: 0.4549619 (67) total: 3.29s remaining: 39s 68: learn: 0.4510133 test: 0.4544925 best: 0.4544925 (68) total: 3.34s remaining: 39.1s 69: learn: 0.4505771 test: 0.4540855 best: 0.4540855 (69) total: 3.4s remaining: 39.1s 70: learn: 0.4501049 test: 0.4535908 best: 0.4535908 (70) total: 3.45s remaining: 39.1s 71: learn: 0.4497746 test: 0.4532932 best: 0.4532932 (71) total: 3.5s remaining: 39s 72: learn: 0.4494505 test: 0.4529914 best: 0.4529914 (72) total: 3.54s remaining: 38.9s 73: learn: 0.4491423 test: 0.4526979 best: 0.4526979 (73) total: 3.61s remaining: 39s 74: learn: 0.4488242 test: 0.4524170 best: 0.4524170 (74) total: 3.67s remaining: 39.1s 75: learn: 0.4484905 test: 0.4520930 best: 0.4520930 (75) total: 3.73s remaining: 39.2s 76: learn: 0.4478182 test: 0.4517365 best: 0.4517365 (76) total: 3.78s remaining: 39.2s 77: learn: 0.4475108 test: 0.4514556 best: 0.4514556 (77) total: 3.83s remaining: 39.1s 78: learn: 0.4471155 test: 0.4510513 best: 0.4510513 (78) total: 3.88s remaining: 39.1s 79: learn: 0.4465783 test: 0.4505281 best: 0.4505281 (79) total: 3.92s remaining: 39s 80: learn: 0.4460314 test: 0.4499961 best: 0.4499961 (80) total: 3.97s remaining: 38.9s 81: learn: 0.4458030 test: 0.4497780 best: 0.4497780 (81) total: 4.02s remaining: 38.9s 82: learn: 0.4456121 test: 0.4496315 best: 0.4496315 (82) total: 4.08s remaining: 39s 83: learn: 0.4449394 test: 0.4487775 best: 0.4487775 (83) total: 4.14s remaining: 39s 84: learn: 0.4444582 test: 0.4483238 best: 0.4483238 (84) total: 4.2s remaining: 39s 85: learn: 0.4441528 test: 0.4481256 best: 0.4481256 (85) total: 4.25s remaining: 39s 86: learn: 0.4439541 test: 0.4478993 best: 0.4478993 (86) total: 4.32s remaining: 39.2s 87: learn: 0.4438025 test: 0.4478508 best: 0.4478508 (87) total: 4.39s remaining: 39.3s 88: learn: 0.4434361 test: 0.4474974 best: 0.4474974 (88) total: 4.44s remaining: 39.2s 89: learn: 0.4431574 test: 0.4472577 best: 0.4472577 (89) total: 4.5s remaining: 39.2s 90: learn: 0.4426754 test: 0.4470302 best: 0.4470302 (90) total: 4.54s remaining: 39.1s 91: learn: 0.4426661 test: 0.4470166 best: 0.4470166 (91) total: 4.57s remaining: 38.9s 92: learn: 0.4421145 test: 0.4464612 best: 0.4464612 (92) total: 4.62s remaining: 38.8s 93: learn: 0.4418178 test: 0.4461919 best: 0.4461919 (93) total: 4.67s remaining: 38.8s 94: learn: 0.4417931 test: 0.4461761 best: 0.4461761 (94) total: 4.71s remaining: 38.7s 95: learn: 0.4412949 test: 0.4457532 best: 0.4457532 (95) total: 4.76s remaining: 38.6s 96: learn: 0.4403091 test: 0.4446184 best: 0.4446184 (96) total: 4.82s remaining: 38.6s 97: learn: 0.4399717 test: 0.4443435 best: 0.4443435 (97) total: 4.87s remaining: 38.6s 98: learn: 0.4395668 test: 0.4440962 best: 0.4440962 (98) total: 4.91s remaining: 38.5s 99: learn: 0.4393829 test: 0.4439587 best: 0.4439587 (99) total: 4.95s remaining: 38.4s 100: learn: 0.4391085 test: 0.4436940 best: 0.4436940 (100) total: 5s remaining: 38.3s 101: learn: 0.4388063 test: 0.4435068 best: 0.4435068 (101) total: 5.05s remaining: 38.3s 102: learn: 0.4386095 test: 0.4432948 best: 0.4432948 (102) total: 5.09s remaining: 38.2s 103: learn: 0.4383100 test: 0.4430399 best: 0.4430399 (103) total: 5.14s remaining: 38.1s 104: learn: 0.4380241 test: 0.4427763 best: 0.4427763 (104) total: 5.19s remaining: 38.1s 105: learn: 0.4370392 test: 0.4415977 best: 0.4415977 (105) total: 5.24s remaining: 38s 106: learn: 0.4367698 test: 0.4413715 best: 0.4413715 (106) total: 5.28s remaining: 37.9s 107: learn: 0.4365487 test: 0.4411887 best: 0.4411887 (107) total: 5.33s remaining: 37.8s 108: learn: 0.4364064 test: 0.4411033 best: 0.4411033 (108) total: 5.38s remaining: 37.8s 109: learn: 0.4361063 test: 0.4408390 best: 0.4408390 (109) total: 5.43s remaining: 37.8s 110: learn: 0.4358682 test: 0.4406776 best: 0.4406776 (110) total: 5.49s remaining: 37.8s 111: learn: 0.4356697 test: 0.4404993 best: 0.4404993 (111) total: 5.54s remaining: 37.8s 112: learn: 0.4354093 test: 0.4402579 best: 0.4402579 (112) total: 5.59s remaining: 37.7s 113: learn: 0.4352248 test: 0.4400950 best: 0.4400950 (113) total: 5.65s remaining: 37.7s 114: learn: 0.4351025 test: 0.4400061 best: 0.4400061 (114) total: 5.71s remaining: 37.7s 115: learn: 0.4344172 test: 0.4393699 best: 0.4393699 (115) total: 5.76s remaining: 37.7s 116: learn: 0.4340820 test: 0.4390445 best: 0.4390445 (116) total: 5.81s remaining: 37.7s 117: learn: 0.4339962 test: 0.4390080 best: 0.4390080 (117) total: 5.87s remaining: 37.7s 118: learn: 0.4339879 test: 0.4390047 best: 0.4390047 (118) total: 5.9s remaining: 37.5s 119: learn: 0.4338364 test: 0.4388957 best: 0.4388957 (119) total: 5.95s remaining: 37.4s 120: learn: 0.4332719 test: 0.4382129 best: 0.4382129 (120) total: 6s remaining: 37.4s 121: learn: 0.4330580 test: 0.4380427 best: 0.4380427 (121) total: 6.04s remaining: 37.3s 122: learn: 0.4330509 test: 0.4380339 best: 0.4380339 (122) total: 6.06s remaining: 37.1s 123: learn: 0.4329201 test: 0.4379001 best: 0.4379001 (123) total: 6.11s remaining: 37s 124: learn: 0.4329120 test: 0.4378987 best: 0.4378987 (124) total: 6.16s remaining: 37s 125: learn: 0.4328747 test: 0.4378897 best: 0.4378897 (125) total: 6.22s remaining: 37s 126: learn: 0.4325104 test: 0.4375376 best: 0.4375376 (126) total: 6.27s remaining: 36.9s 127: learn: 0.4322921 test: 0.4373155 best: 0.4373155 (127) total: 6.32s remaining: 36.9s 128: learn: 0.4322870 test: 0.4373189 best: 0.4373155 (127) total: 6.37s remaining: 36.8s 129: learn: 0.4322294 test: 0.4373232 best: 0.4373155 (127) total: 6.42s remaining: 36.8s 130: learn: 0.4321363 test: 0.4372356 best: 0.4372356 (130) total: 6.48s remaining: 36.8s 131: learn: 0.4316380 test: 0.4367012 best: 0.4367012 (131) total: 6.54s remaining: 36.8s 132: learn: 0.4313449 test: 0.4365079 best: 0.4365079 (132) total: 6.62s remaining: 37s 133: learn: 0.4312768 test: 0.4364669 best: 0.4364669 (133) total: 6.68s remaining: 36.9s 134: learn: 0.4312615 test: 0.4364674 best: 0.4364669 (133) total: 6.74s remaining: 37s 135: learn: 0.4309789 test: 0.4362855 best: 0.4362855 (135) total: 6.79s remaining: 36.9s 136: learn: 0.4308750 test: 0.4362092 best: 0.4362092 (136) total: 6.85s remaining: 36.9s 137: learn: 0.4308497 test: 0.4362039 best: 0.4362039 (137) total: 6.89s remaining: 36.8s 138: learn: 0.4307544 test: 0.4361425 best: 0.4361425 (138) total: 6.95s remaining: 36.8s 139: learn: 0.4306642 test: 0.4360848 best: 0.4360848 (139) total: 7.01s remaining: 36.8s 140: learn: 0.4304559 test: 0.4359128 best: 0.4359128 (140) total: 7.07s remaining: 36.8s 141: learn: 0.4302822 test: 0.4357530 best: 0.4357530 (141) total: 7.11s remaining: 36.7s 142: learn: 0.4302183 test: 0.4356950 best: 0.4356950 (142) total: 7.16s remaining: 36.7s 143: learn: 0.4299377 test: 0.4355269 best: 0.4355269 (143) total: 7.21s remaining: 36.6s 144: learn: 0.4297066 test: 0.4353279 best: 0.4353279 (144) total: 7.25s remaining: 36.5s 145: learn: 0.4293591 test: 0.4349548 best: 0.4349548 (145) total: 7.3s remaining: 36.5s 146: learn: 0.4291465 test: 0.4348222 best: 0.4348222 (146) total: 7.35s remaining: 36.4s 147: learn: 0.4290608 test: 0.4348004 best: 0.4348004 (147) total: 7.4s remaining: 36.3s 148: learn: 0.4287239 test: 0.4346173 best: 0.4346173 (148) total: 7.44s remaining: 36.3s 149: learn: 0.4285104 test: 0.4344203 best: 0.4344203 (149) total: 7.49s remaining: 36.2s 150: learn: 0.4284938 test: 0.4344180 best: 0.4344180 (150) total: 7.53s remaining: 36.1s 151: learn: 0.4278739 test: 0.4337021 best: 0.4337021 (151) total: 7.58s remaining: 36s 152: learn: 0.4277445 test: 0.4336048 best: 0.4336048 (152) total: 7.63s remaining: 36s 153: learn: 0.4277355 test: 0.4336121 best: 0.4336048 (152) total: 7.67s remaining: 35.9s 154: learn: 0.4277302 test: 0.4336171 best: 0.4336048 (152) total: 7.71s remaining: 35.8s 155: learn: 0.4276939 test: 0.4335829 best: 0.4335829 (155) total: 7.76s remaining: 35.8s 156: learn: 0.4276375 test: 0.4335207 best: 0.4335207 (156) total: 7.81s remaining: 35.7s 157: learn: 0.4274948 test: 0.4334003 best: 0.4334003 (157) total: 7.86s remaining: 35.7s 158: learn: 0.4274003 test: 0.4333716 best: 0.4333716 (158) total: 7.91s remaining: 35.6s 159: learn: 0.4272556 test: 0.4332361 best: 0.4332361 (159) total: 7.95s remaining: 35.5s 160: learn: 0.4270649 test: 0.4330478 best: 0.4330478 (160) total: 8s remaining: 35.5s 161: learn: 0.4269060 test: 0.4329866 best: 0.4329866 (161) total: 8.05s remaining: 35.4s 162: learn: 0.4267957 test: 0.4329269 best: 0.4329269 (162) total: 8.1s remaining: 35.4s 163: learn: 0.4266028 test: 0.4326905 best: 0.4326905 (163) total: 8.15s remaining: 35.3s 164: learn: 0.4265387 test: 0.4326582 best: 0.4326582 (164) total: 8.19s remaining: 35.2s 165: learn: 0.4265330 test: 0.4326507 best: 0.4326507 (165) total: 8.23s remaining: 35.2s 166: learn: 0.4264420 test: 0.4326060 best: 0.4326060 (166) total: 8.28s remaining: 35.1s 167: learn: 0.4264138 test: 0.4325849 best: 0.4325849 (167) total: 8.32s remaining: 35s 168: learn: 0.4262281 test: 0.4324455 best: 0.4324455 (168) total: 8.37s remaining: 35s 169: learn: 0.4260275 test: 0.4323513 best: 0.4323513 (169) total: 8.41s remaining: 34.9s 170: learn: 0.4260198 test: 0.4323573 best: 0.4323513 (169) total: 8.45s remaining: 34.8s 171: learn: 0.4260113 test: 0.4323573 best: 0.4323513 (169) total: 8.49s remaining: 34.7s 172: learn: 0.4260020 test: 0.4323531 best: 0.4323513 (169) total: 8.52s remaining: 34.6s 173: learn: 0.4258403 test: 0.4322399 best: 0.4322399 (173) total: 8.57s remaining: 34.5s 174: learn: 0.4256497 test: 0.4321021 best: 0.4321021 (174) total: 8.61s remaining: 34.5s 175: learn: 0.4255384 test: 0.4320320 best: 0.4320320 (175) total: 8.66s remaining: 34.4s 176: learn: 0.4255323 test: 0.4320272 best: 0.4320272 (176) total: 8.71s remaining: 34.4s 177: learn: 0.4255281 test: 0.4320317 best: 0.4320272 (176) total: 8.77s remaining: 34.3s 178: learn: 0.4253882 test: 0.4319727 best: 0.4319727 (178) total: 8.82s remaining: 34.3s 179: learn: 0.4253286 test: 0.4319433 best: 0.4319433 (179) total: 8.87s remaining: 34.3s 180: learn: 0.4252256 test: 0.4319218 best: 0.4319218 (180) total: 8.94s remaining: 34.3s 181: learn: 0.4249574 test: 0.4317485 best: 0.4317485 (181) total: 9s remaining: 34.3s 182: learn: 0.4247472 test: 0.4315374 best: 0.4315374 (182) total: 9.06s remaining: 34.2s 183: learn: 0.4245599 test: 0.4314528 best: 0.4314528 (183) total: 9.12s remaining: 34.2s 184: learn: 0.4242600 test: 0.4309785 best: 0.4309785 (184) total: 9.17s remaining: 34.2s 185: learn: 0.4242356 test: 0.4309889 best: 0.4309785 (184) total: 9.23s remaining: 34.2s 186: learn: 0.4241790 test: 0.4309563 best: 0.4309563 (186) total: 9.28s remaining: 34.1s 187: learn: 0.4241741 test: 0.4309624 best: 0.4309563 (186) total: 9.32s remaining: 34.1s 188: learn: 0.4239964 test: 0.4308584 best: 0.4308584 (188) total: 9.37s remaining: 34s 189: learn: 0.4239212 test: 0.4307891 best: 0.4307891 (189) total: 9.42s remaining: 34s 190: learn: 0.4239170 test: 0.4307953 best: 0.4307891 (189) total: 9.47s remaining: 33.9s 191: learn: 0.4238079 test: 0.4306874 best: 0.4306874 (191) total: 9.57s remaining: 34s 192: learn: 0.4237437 test: 0.4306396 best: 0.4306396 (192) total: 9.63s remaining: 34s 193: learn: 0.4235850 test: 0.4305169 best: 0.4305169 (193) total: 9.79s remaining: 34.4s 194: learn: 0.4235200 test: 0.4304830 best: 0.4304830 (194) total: 9.87s remaining: 34.4s 195: learn: 0.4233323 test: 0.4302485 best: 0.4302485 (195) total: 9.95s remaining: 34.5s 196: learn: 0.4233088 test: 0.4302538 best: 0.4302485 (195) total: 10s remaining: 34.5s 197: learn: 0.4232083 test: 0.4301910 best: 0.4301910 (197) total: 10.1s remaining: 34.5s 198: learn: 0.4229464 test: 0.4298263 best: 0.4298263 (198) total: 10.2s remaining: 34.5s 199: learn: 0.4228500 test: 0.4297288 best: 0.4297288 (199) total: 10.2s remaining: 34.5s 200: learn: 0.4228395 test: 0.4297356 best: 0.4297288 (199) total: 10.3s remaining: 34.5s 201: learn: 0.4227074 test: 0.4296188 best: 0.4296188 (201) total: 10.3s remaining: 34.5s 202: learn: 0.4225190 test: 0.4294507 best: 0.4294507 (202) total: 10.4s remaining: 34.5s 203: learn: 0.4224093 test: 0.4294116 best: 0.4294116 (203) total: 10.5s remaining: 34.4s 204: learn: 0.4223272 test: 0.4293624 best: 0.4293624 (204) total: 10.5s remaining: 34.4s 205: learn: 0.4221307 test: 0.4292108 best: 0.4292108 (205) total: 10.6s remaining: 34.3s 206: learn: 0.4221114 test: 0.4292143 best: 0.4292108 (205) total: 10.6s remaining: 34.3s 207: learn: 0.4220345 test: 0.4291243 best: 0.4291243 (207) total: 10.7s remaining: 34.3s 208: learn: 0.4220037 test: 0.4291010 best: 0.4291010 (208) total: 10.7s remaining: 34.2s 209: learn: 0.4215826 test: 0.4286540 best: 0.4286540 (209) total: 10.8s remaining: 34.2s 210: learn: 0.4215780 test: 0.4286600 best: 0.4286540 (209) total: 10.9s remaining: 34.2s 211: learn: 0.4215722 test: 0.4286600 best: 0.4286540 (209) total: 10.9s remaining: 34.1s 212: learn: 0.4214707 test: 0.4285066 best: 0.4285066 (212) total: 11s remaining: 34.1s 213: learn: 0.4214130 test: 0.4284695 best: 0.4284695 (213) total: 11s remaining: 34.1s 214: learn: 0.4213921 test: 0.4284791 best: 0.4284695 (213) total: 11.1s remaining: 34.1s 215: learn: 0.4212716 test: 0.4283465 best: 0.4283465 (215) total: 11.2s remaining: 34.1s 216: learn: 0.4211559 test: 0.4282658 best: 0.4282658 (216) total: 11.2s remaining: 34s 217: learn: 0.4211370 test: 0.4282556 best: 0.4282556 (217) total: 11.3s remaining: 34s 218: learn: 0.4210524 test: 0.4282190 best: 0.4282190 (218) total: 11.3s remaining: 33.9s 219: learn: 0.4209803 test: 0.4281547 best: 0.4281547 (219) total: 11.4s remaining: 33.9s 220: learn: 0.4209699 test: 0.4281515 best: 0.4281515 (220) total: 11.4s remaining: 33.8s 221: learn: 0.4209281 test: 0.4281260 best: 0.4281260 (221) total: 11.5s remaining: 33.8s 222: learn: 0.4208379 test: 0.4280782 best: 0.4280782 (222) total: 11.5s remaining: 33.7s 223: learn: 0.4208364 test: 0.4280845 best: 0.4280782 (222) total: 11.6s remaining: 33.7s 224: learn: 0.4205648 test: 0.4278108 best: 0.4278108 (224) total: 11.6s remaining: 33.6s 225: learn: 0.4205624 test: 0.4278131 best: 0.4278108 (224) total: 11.7s remaining: 33.6s 226: learn: 0.4205136 test: 0.4277824 best: 0.4277824 (226) total: 11.7s remaining: 33.5s 227: learn: 0.4205022 test: 0.4277715 best: 0.4277715 (227) total: 11.8s remaining: 33.4s 228: learn: 0.4204277 test: 0.4277089 best: 0.4277089 (228) total: 11.8s remaining: 33.4s 229: learn: 0.4204226 test: 0.4277089 best: 0.4277089 (229) total: 11.9s remaining: 33.3s 230: learn: 0.4203634 test: 0.4276338 best: 0.4276338 (230) total: 11.9s remaining: 33.2s 231: learn: 0.4202745 test: 0.4275213 best: 0.4275213 (231) total: 12s remaining: 33.1s 232: learn: 0.4202702 test: 0.4275213 best: 0.4275213 (231) total: 12s remaining: 33.1s 233: learn: 0.4202556 test: 0.4275168 best: 0.4275168 (233) total: 12s remaining: 33s 234: learn: 0.4201384 test: 0.4274278 best: 0.4274278 (234) total: 12.1s remaining: 32.9s 235: learn: 0.4200402 test: 0.4273695 best: 0.4273695 (235) total: 12.1s remaining: 32.8s 236: learn: 0.4199797 test: 0.4273411 best: 0.4273411 (236) total: 12.2s remaining: 32.8s 237: learn: 0.4199771 test: 0.4273393 best: 0.4273393 (237) total: 12.2s remaining: 32.7s 238: learn: 0.4198884 test: 0.4272622 best: 0.4272622 (238) total: 12.3s remaining: 32.6s 239: learn: 0.4198870 test: 0.4272618 best: 0.4272618 (239) total: 12.3s remaining: 32.6s 240: learn: 0.4198851 test: 0.4272677 best: 0.4272618 (239) total: 12.3s remaining: 32.5s 241: learn: 0.4198830 test: 0.4272736 best: 0.4272618 (239) total: 12.4s remaining: 32.4s 242: learn: 0.4198714 test: 0.4272736 best: 0.4272618 (239) total: 12.4s remaining: 32.3s 243: learn: 0.4198501 test: 0.4272524 best: 0.4272524 (243) total: 12.5s remaining: 32.3s 244: learn: 0.4198480 test: 0.4272572 best: 0.4272524 (243) total: 12.6s remaining: 32.3s 245: learn: 0.4198320 test: 0.4272478 best: 0.4272478 (245) total: 12.6s remaining: 32.2s 246: learn: 0.4197124 test: 0.4271705 best: 0.4271705 (246) total: 12.7s remaining: 32.2s 247: learn: 0.4196500 test: 0.4271597 best: 0.4271597 (247) total: 12.7s remaining: 32.1s 248: learn: 0.4196442 test: 0.4271555 best: 0.4271555 (248) total: 12.8s remaining: 32.1s 249: learn: 0.4196280 test: 0.4271448 best: 0.4271448 (249) total: 12.8s remaining: 32s 250: learn: 0.4195573 test: 0.4270980 best: 0.4270980 (250) total: 12.8s remaining: 31.9s 251: learn: 0.4194511 test: 0.4269970 best: 0.4269970 (251) total: 12.9s remaining: 31.9s 252: learn: 0.4194510 test: 0.4269969 best: 0.4269969 (252) total: 12.9s remaining: 31.8s 253: learn: 0.4192682 test: 0.4268017 best: 0.4268017 (253) total: 13s remaining: 31.8s 254: learn: 0.4191510 test: 0.4267317 best: 0.4267317 (254) total: 13s remaining: 31.7s 255: learn: 0.4190508 test: 0.4266477 best: 0.4266477 (255) total: 13.1s remaining: 31.6s 256: learn: 0.4190040 test: 0.4265802 best: 0.4265802 (256) total: 13.1s remaining: 31.6s 257: learn: 0.4189943 test: 0.4265769 best: 0.4265769 (257) total: 13.2s remaining: 31.5s 258: learn: 0.4189878 test: 0.4265731 best: 0.4265731 (258) total: 13.2s remaining: 31.5s 259: learn: 0.4189735 test: 0.4265795 best: 0.4265731 (258) total: 13.3s remaining: 31.4s 260: learn: 0.4189685 test: 0.4265757 best: 0.4265731 (258) total: 13.3s remaining: 31.4s 261: learn: 0.4189654 test: 0.4265752 best: 0.4265731 (258) total: 13.4s remaining: 31.3s 262: learn: 0.4189289 test: 0.4265443 best: 0.4265443 (262) total: 13.4s remaining: 31.2s 263: learn: 0.4188625 test: 0.4264840 best: 0.4264840 (263) total: 13.5s remaining: 31.2s 264: learn: 0.4188598 test: 0.4264889 best: 0.4264840 (263) total: 13.5s remaining: 31.1s 265: learn: 0.4188569 test: 0.4264938 best: 0.4264840 (263) total: 13.6s remaining: 31.1s 266: learn: 0.4188373 test: 0.4264728 best: 0.4264728 (266) total: 13.6s remaining: 31s 267: learn: 0.4188313 test: 0.4264713 best: 0.4264713 (267) total: 13.7s remaining: 31s 268: learn: 0.4188287 test: 0.4264757 best: 0.4264713 (267) total: 13.7s remaining: 30.9s 269: learn: 0.4187815 test: 0.4264749 best: 0.4264713 (267) total: 13.8s remaining: 30.8s 270: learn: 0.4187793 test: 0.4264813 best: 0.4264713 (267) total: 13.8s remaining: 30.8s 271: learn: 0.4187753 test: 0.4264810 best: 0.4264713 (267) total: 13.9s remaining: 30.7s 272: learn: 0.4186368 test: 0.4263217 best: 0.4263217 (272) total: 13.9s remaining: 30.7s 273: learn: 0.4185606 test: 0.4263118 best: 0.4263118 (273) total: 14s remaining: 30.6s 274: learn: 0.4184943 test: 0.4263287 best: 0.4263118 (273) total: 14s remaining: 30.6s 275: learn: 0.4184928 test: 0.4263286 best: 0.4263118 (273) total: 14.1s remaining: 30.5s 276: learn: 0.4184570 test: 0.4263026 best: 0.4263026 (276) total: 14.1s remaining: 30.5s 277: learn: 0.4183621 test: 0.4262492 best: 0.4262492 (277) total: 14.2s remaining: 30.4s 278: learn: 0.4182294 test: 0.4261696 best: 0.4261696 (278) total: 14.2s remaining: 30.3s 279: learn: 0.4182007 test: 0.4261587 best: 0.4261587 (279) total: 14.2s remaining: 30.3s 280: learn: 0.4182003 test: 0.4261626 best: 0.4261587 (279) total: 14.3s remaining: 30.2s 281: learn: 0.4181973 test: 0.4261647 best: 0.4261587 (279) total: 14.3s remaining: 30.1s 282: learn: 0.4181960 test: 0.4261685 best: 0.4261587 (279) total: 14.4s remaining: 30s 283: learn: 0.4181300 test: 0.4260869 best: 0.4260869 (283) total: 14.4s remaining: 30s 284: learn: 0.4179077 test: 0.4258096 best: 0.4258096 (284) total: 14.4s remaining: 29.9s 285: learn: 0.4179045 test: 0.4258099 best: 0.4258096 (284) total: 14.5s remaining: 29.8s 286: learn: 0.4178119 test: 0.4257294 best: 0.4257294 (286) total: 14.5s remaining: 29.8s 287: learn: 0.4177411 test: 0.4257062 best: 0.4257062 (287) total: 14.6s remaining: 29.7s 288: learn: 0.4177377 test: 0.4257065 best: 0.4257062 (287) total: 14.6s remaining: 29.6s 289: learn: 0.4176810 test: 0.4256835 best: 0.4256835 (289) total: 14.7s remaining: 29.6s 290: learn: 0.4176794 test: 0.4256856 best: 0.4256835 (289) total: 14.7s remaining: 29.5s 291: learn: 0.4174048 test: 0.4254231 best: 0.4254231 (291) total: 14.7s remaining: 29.4s 292: learn: 0.4173879 test: 0.4254213 best: 0.4254213 (292) total: 14.8s remaining: 29.4s 293: learn: 0.4173093 test: 0.4253745 best: 0.4253745 (293) total: 14.8s remaining: 29.3s 294: learn: 0.4171446 test: 0.4252567 best: 0.4252567 (294) total: 14.9s remaining: 29.2s 295: learn: 0.4171011 test: 0.4252486 best: 0.4252486 (295) total: 14.9s remaining: 29.2s 296: learn: 0.4171005 test: 0.4252521 best: 0.4252486 (295) total: 15s remaining: 29.1s 297: learn: 0.4170988 test: 0.4252521 best: 0.4252486 (295) total: 15s remaining: 29s 298: learn: 0.4170729 test: 0.4252367 best: 0.4252367 (298) total: 15s remaining: 28.9s 299: learn: 0.4170711 test: 0.4252391 best: 0.4252367 (298) total: 15.1s remaining: 28.9s 300: learn: 0.4169865 test: 0.4251830 best: 0.4251830 (300) total: 15.1s remaining: 28.8s 301: learn: 0.4169821 test: 0.4251874 best: 0.4251830 (300) total: 15.2s remaining: 28.8s 302: learn: 0.4168374 test: 0.4251093 best: 0.4251093 (302) total: 15.2s remaining: 28.7s 303: learn: 0.4165994 test: 0.4248638 best: 0.4248638 (303) total: 15.3s remaining: 28.7s 304: learn: 0.4165916 test: 0.4248703 best: 0.4248638 (303) total: 15.3s remaining: 28.6s 305: learn: 0.4165688 test: 0.4248688 best: 0.4248638 (303) total: 15.3s remaining: 28.5s 306: learn: 0.4165675 test: 0.4248715 best: 0.4248638 (303) total: 15.4s remaining: 28.5s 307: learn: 0.4165038 test: 0.4248228 best: 0.4248228 (307) total: 15.5s remaining: 28.5s 308: learn: 0.4164595 test: 0.4247853 best: 0.4247853 (308) total: 15.5s remaining: 28.4s 309: learn: 0.4164569 test: 0.4247916 best: 0.4247853 (308) total: 15.6s remaining: 28.4s 310: learn: 0.4164474 test: 0.4247863 best: 0.4247853 (308) total: 15.6s remaining: 28.3s 311: learn: 0.4164452 test: 0.4247867 best: 0.4247853 (308) total: 15.7s remaining: 28.3s 312: learn: 0.4164205 test: 0.4247925 best: 0.4247853 (308) total: 15.7s remaining: 28.2s 313: learn: 0.4163993 test: 0.4248016 best: 0.4247853 (308) total: 15.8s remaining: 28.2s 314: learn: 0.4163971 test: 0.4248015 best: 0.4247853 (308) total: 15.8s remaining: 28.1s 315: learn: 0.4163555 test: 0.4247637 best: 0.4247637 (315) total: 15.9s remaining: 28.1s 316: learn: 0.4162271 test: 0.4246706 best: 0.4246706 (316) total: 15.9s remaining: 28s 317: learn: 0.4162247 test: 0.4246720 best: 0.4246706 (316) total: 16s remaining: 28s 318: learn: 0.4162175 test: 0.4246707 best: 0.4246706 (316) total: 16s remaining: 27.9s 319: learn: 0.4161659 test: 0.4246647 best: 0.4246647 (319) total: 16s remaining: 27.8s 320: learn: 0.4161210 test: 0.4246403 best: 0.4246403 (320) total: 16.1s remaining: 27.8s 321: learn: 0.4160882 test: 0.4246385 best: 0.4246385 (321) total: 16.1s remaining: 27.7s 322: learn: 0.4160859 test: 0.4246407 best: 0.4246385 (321) total: 16.2s remaining: 27.7s 323: learn: 0.4160205 test: 0.4245921 best: 0.4245921 (323) total: 16.2s remaining: 27.6s 324: learn: 0.4160162 test: 0.4245921 best: 0.4245921 (324) total: 16.3s remaining: 27.5s 325: learn: 0.4160157 test: 0.4245923 best: 0.4245921 (324) total: 16.3s remaining: 27.5s 326: learn: 0.4160130 test: 0.4245989 best: 0.4245921 (324) total: 16.4s remaining: 27.4s 327: learn: 0.4160082 test: 0.4246008 best: 0.4245921 (324) total: 16.4s remaining: 27.4s 328: learn: 0.4160041 test: 0.4246008 best: 0.4245921 (324) total: 16.5s remaining: 27.3s 329: learn: 0.4160003 test: 0.4246005 best: 0.4245921 (324) total: 16.5s remaining: 27.3s 330: learn: 0.4158786 test: 0.4246146 best: 0.4245921 (324) total: 16.6s remaining: 27.2s 331: learn: 0.4158765 test: 0.4246185 best: 0.4245921 (324) total: 16.6s remaining: 27.2s 332: learn: 0.4158746 test: 0.4246184 best: 0.4245921 (324) total: 16.6s remaining: 27.1s 333: learn: 0.4158588 test: 0.4246237 best: 0.4245921 (324) total: 16.7s remaining: 27s 334: learn: 0.4158585 test: 0.4246257 best: 0.4245921 (324) total: 16.7s remaining: 27s 335: learn: 0.4158510 test: 0.4246215 best: 0.4245921 (324) total: 16.8s remaining: 26.9s 336: learn: 0.4158508 test: 0.4246216 best: 0.4245921 (324) total: 16.8s remaining: 26.9s 337: learn: 0.4156818 test: 0.4244289 best: 0.4244289 (337) total: 16.9s remaining: 26.8s 338: learn: 0.4155549 test: 0.4243150 best: 0.4243150 (338) total: 16.9s remaining: 26.7s 339: learn: 0.4155540 test: 0.4243157 best: 0.4243150 (338) total: 17s remaining: 26.7s 340: learn: 0.4155520 test: 0.4243157 best: 0.4243150 (338) total: 17s remaining: 26.6s 341: learn: 0.4155511 test: 0.4243145 best: 0.4243145 (341) total: 17.1s remaining: 26.6s 342: learn: 0.4155508 test: 0.4243167 best: 0.4243145 (341) total: 17.1s remaining: 26.5s 343: learn: 0.4155313 test: 0.4242908 best: 0.4242908 (343) total: 17.1s remaining: 26.5s 344: learn: 0.4154901 test: 0.4242763 best: 0.4242763 (344) total: 17.2s remaining: 26.4s 345: learn: 0.4153804 test: 0.4242319 best: 0.4242319 (345) total: 17.2s remaining: 26.3s 346: learn: 0.4153392 test: 0.4242450 best: 0.4242319 (345) total: 17.3s remaining: 26.3s 347: learn: 0.4151606 test: 0.4241111 best: 0.4241111 (347) total: 17.3s remaining: 26.2s 348: learn: 0.4151156 test: 0.4240851 best: 0.4240851 (348) total: 17.4s remaining: 26.2s 349: learn: 0.4151029 test: 0.4240811 best: 0.4240811 (349) total: 17.4s remaining: 26.1s 350: learn: 0.4151014 test: 0.4240814 best: 0.4240811 (349) total: 17.5s remaining: 26.1s 351: learn: 0.4150995 test: 0.4240781 best: 0.4240781 (351) total: 17.5s remaining: 26s 352: learn: 0.4150929 test: 0.4240754 best: 0.4240754 (352) total: 17.6s remaining: 26s 353: learn: 0.4150473 test: 0.4240458 best: 0.4240458 (353) total: 17.6s remaining: 26s 354: learn: 0.4150371 test: 0.4240500 best: 0.4240458 (353) total: 17.7s remaining: 25.9s 355: learn: 0.4149449 test: 0.4239917 best: 0.4239917 (355) total: 17.7s remaining: 25.9s 356: learn: 0.4149422 test: 0.4239982 best: 0.4239917 (355) total: 17.8s remaining: 25.8s 357: learn: 0.4149393 test: 0.4240000 best: 0.4239917 (355) total: 17.8s remaining: 25.8s 358: learn: 0.4149292 test: 0.4239972 best: 0.4239917 (355) total: 17.9s remaining: 25.7s 359: learn: 0.4149229 test: 0.4239904 best: 0.4239904 (359) total: 17.9s remaining: 25.7s 360: learn: 0.4149215 test: 0.4239892 best: 0.4239892 (360) total: 18s remaining: 25.6s 361: learn: 0.4148336 test: 0.4239125 best: 0.4239125 (361) total: 18s remaining: 25.5s 362: learn: 0.4148240 test: 0.4239167 best: 0.4239125 (361) total: 18.1s remaining: 25.5s 363: learn: 0.4148202 test: 0.4239236 best: 0.4239125 (361) total: 18.1s remaining: 25.4s 364: learn: 0.4148202 test: 0.4239235 best: 0.4239125 (361) total: 18.1s remaining: 25.3s 365: learn: 0.4148009 test: 0.4239226 best: 0.4239125 (361) total: 18.2s remaining: 25.3s 366: learn: 0.4147519 test: 0.4238866 best: 0.4238866 (366) total: 18.2s remaining: 25.2s 367: learn: 0.4147489 test: 0.4238931 best: 0.4238866 (366) total: 18.3s remaining: 25.2s 368: learn: 0.4147208 test: 0.4238813 best: 0.4238813 (368) total: 18.3s remaining: 25.1s 369: learn: 0.4145769 test: 0.4237429 best: 0.4237429 (369) total: 18.4s remaining: 25.1s 370: learn: 0.4145751 test: 0.4237452 best: 0.4237429 (369) total: 18.4s remaining: 25s 371: learn: 0.4145732 test: 0.4237481 best: 0.4237429 (369) total: 18.5s remaining: 25s 372: learn: 0.4145730 test: 0.4237483 best: 0.4237429 (369) total: 18.5s remaining: 24.9s 373: learn: 0.4145714 test: 0.4237472 best: 0.4237429 (369) total: 18.6s remaining: 24.9s 374: learn: 0.4145533 test: 0.4237334 best: 0.4237334 (374) total: 18.6s remaining: 24.8s 375: learn: 0.4145393 test: 0.4237348 best: 0.4237334 (374) total: 18.7s remaining: 24.8s 376: learn: 0.4145389 test: 0.4237358 best: 0.4237334 (374) total: 18.7s remaining: 24.7s 377: learn: 0.4145312 test: 0.4237375 best: 0.4237334 (374) total: 18.8s remaining: 24.7s 378: learn: 0.4145278 test: 0.4237392 best: 0.4237334 (374) total: 18.8s remaining: 24.6s 379: learn: 0.4145265 test: 0.4237453 best: 0.4237334 (374) total: 18.9s remaining: 24.6s 380: learn: 0.4145246 test: 0.4237456 best: 0.4237334 (374) total: 18.9s remaining: 24.5s 381: learn: 0.4143809 test: 0.4235576 best: 0.4235576 (381) total: 19s remaining: 24.5s 382: learn: 0.4143411 test: 0.4235277 best: 0.4235277 (382) total: 19s remaining: 24.4s 383: learn: 0.4142619 test: 0.4234646 best: 0.4234646 (383) total: 19.1s remaining: 24.4s 384: learn: 0.4142616 test: 0.4234675 best: 0.4234646 (383) total: 19.1s remaining: 24.3s 385: learn: 0.4142294 test: 0.4234550 best: 0.4234550 (385) total: 19.1s remaining: 24.3s 386: learn: 0.4142256 test: 0.4234545 best: 0.4234545 (386) total: 19.2s remaining: 24.2s 387: learn: 0.4142244 test: 0.4234551 best: 0.4234545 (386) total: 19.2s remaining: 24.1s 388: learn: 0.4142243 test: 0.4234556 best: 0.4234545 (386) total: 19.3s remaining: 24.1s 389: learn: 0.4142219 test: 0.4234617 best: 0.4234545 (386) total: 19.3s remaining: 24s 390: learn: 0.4142203 test: 0.4234617 best: 0.4234545 (386) total: 19.4s remaining: 24s 391: learn: 0.4140884 test: 0.4233383 best: 0.4233383 (391) total: 19.4s remaining: 23.9s 392: learn: 0.4140882 test: 0.4233385 best: 0.4233383 (391) total: 19.5s remaining: 23.9s 393: learn: 0.4140876 test: 0.4233387 best: 0.4233383 (391) total: 19.5s remaining: 23.8s 394: learn: 0.4140870 test: 0.4233413 best: 0.4233383 (391) total: 19.6s remaining: 23.8s 395: learn: 0.4140865 test: 0.4233439 best: 0.4233383 (391) total: 19.6s remaining: 23.7s 396: learn: 0.4140182 test: 0.4233148 best: 0.4233148 (396) total: 19.7s remaining: 23.7s 397: learn: 0.4139962 test: 0.4232999 best: 0.4232999 (397) total: 19.7s remaining: 23.6s 398: learn: 0.4139564 test: 0.4232766 best: 0.4232766 (398) total: 19.8s remaining: 23.6s 399: learn: 0.4139562 test: 0.4232765 best: 0.4232765 (399) total: 19.8s remaining: 23.5s 400: learn: 0.4138320 test: 0.4231476 best: 0.4231476 (400) total: 19.9s remaining: 23.5s 401: learn: 0.4138309 test: 0.4231538 best: 0.4231476 (400) total: 19.9s remaining: 23.4s 402: learn: 0.4138203 test: 0.4231565 best: 0.4231476 (400) total: 20s remaining: 23.4s 403: learn: 0.4138193 test: 0.4231571 best: 0.4231476 (400) total: 20s remaining: 23.3s 404: learn: 0.4138151 test: 0.4231554 best: 0.4231476 (400) total: 20.1s remaining: 23.3s 405: learn: 0.4138149 test: 0.4231555 best: 0.4231476 (400) total: 20.1s remaining: 23.2s 406: learn: 0.4136581 test: 0.4230254 best: 0.4230254 (406) total: 20.1s remaining: 23.1s 407: learn: 0.4136579 test: 0.4230244 best: 0.4230244 (407) total: 20.2s remaining: 23.1s 408: learn: 0.4136522 test: 0.4230243 best: 0.4230243 (408) total: 20.2s remaining: 23s 409: learn: 0.4136465 test: 0.4230225 best: 0.4230225 (409) total: 20.3s remaining: 23s 410: learn: 0.4135550 test: 0.4229414 best: 0.4229414 (410) total: 20.3s remaining: 22.9s 411: learn: 0.4135536 test: 0.4229413 best: 0.4229413 (411) total: 20.3s remaining: 22.9s 412: learn: 0.4134892 test: 0.4228898 best: 0.4228898 (412) total: 20.4s remaining: 22.8s 413: learn: 0.4134872 test: 0.4228959 best: 0.4228898 (412) total: 20.4s remaining: 22.7s 414: learn: 0.4134864 test: 0.4228966 best: 0.4228898 (412) total: 20.5s remaining: 22.7s 415: learn: 0.4134862 test: 0.4228955 best: 0.4228898 (412) total: 20.5s remaining: 22.6s 416: learn: 0.4134853 test: 0.4228957 best: 0.4228898 (412) total: 20.6s remaining: 22.6s 417: learn: 0.4134843 test: 0.4229018 best: 0.4228898 (412) total: 20.6s remaining: 22.5s 418: learn: 0.4134828 test: 0.4229020 best: 0.4228898 (412) total: 20.6s remaining: 22.5s 419: learn: 0.4134828 test: 0.4229014 best: 0.4228898 (412) total: 20.7s remaining: 22.4s 420: learn: 0.4134822 test: 0.4229011 best: 0.4228898 (412) total: 20.7s remaining: 22.4s 421: learn: 0.4134564 test: 0.4229105 best: 0.4228898 (412) total: 20.8s remaining: 22.3s 422: learn: 0.4134519 test: 0.4229083 best: 0.4228898 (412) total: 20.8s remaining: 22.2s 423: learn: 0.4134517 test: 0.4229076 best: 0.4228898 (412) total: 20.8s remaining: 22.2s 424: learn: 0.4134505 test: 0.4229135 best: 0.4228898 (412) total: 20.9s remaining: 22.1s 425: learn: 0.4134089 test: 0.4228901 best: 0.4228898 (412) total: 20.9s remaining: 22s 426: learn: 0.4134084 test: 0.4228898 best: 0.4228898 (426) total: 21s remaining: 22s 427: learn: 0.4133963 test: 0.4228872 best: 0.4228872 (427) total: 21s remaining: 21.9s 428: learn: 0.4133677 test: 0.4228600 best: 0.4228600 (428) total: 21.1s remaining: 21.9s 429: learn: 0.4132867 test: 0.4228004 best: 0.4228004 (429) total: 21.1s remaining: 21.8s 430: learn: 0.4132593 test: 0.4227760 best: 0.4227760 (430) total: 21.1s remaining: 21.8s 431: learn: 0.4132471 test: 0.4227725 best: 0.4227725 (431) total: 21.2s remaining: 21.7s 432: learn: 0.4132453 test: 0.4227783 best: 0.4227725 (431) total: 21.2s remaining: 21.7s 433: learn: 0.4131803 test: 0.4227010 best: 0.4227010 (433) total: 21.3s remaining: 21.6s 434: learn: 0.4131782 test: 0.4226992 best: 0.4226992 (434) total: 21.3s remaining: 21.6s 435: learn: 0.4131776 test: 0.4226997 best: 0.4226992 (434) total: 21.4s remaining: 21.5s 436: learn: 0.4131571 test: 0.4226832 best: 0.4226832 (436) total: 21.4s remaining: 21.5s 437: learn: 0.4131517 test: 0.4226842 best: 0.4226832 (436) total: 21.5s remaining: 21.4s 438: learn: 0.4131516 test: 0.4226847 best: 0.4226832 (436) total: 21.5s remaining: 21.4s 439: learn: 0.4131022 test: 0.4226249 best: 0.4226249 (439) total: 21.6s remaining: 21.3s 440: learn: 0.4130995 test: 0.4226252 best: 0.4226249 (439) total: 21.6s remaining: 21.3s 441: learn: 0.4130987 test: 0.4226308 best: 0.4226249 (439) total: 21.6s remaining: 21.2s 442: learn: 0.4129919 test: 0.4225658 best: 0.4225658 (442) total: 21.7s remaining: 21.2s 443: learn: 0.4129690 test: 0.4225656 best: 0.4225656 (443) total: 21.7s remaining: 21.1s 444: learn: 0.4129690 test: 0.4225655 best: 0.4225655 (444) total: 21.8s remaining: 21s 445: learn: 0.4128761 test: 0.4225424 best: 0.4225424 (445) total: 21.8s remaining: 21s 446: learn: 0.4128752 test: 0.4225424 best: 0.4225424 (446) total: 21.9s remaining: 20.9s 447: learn: 0.4128648 test: 0.4225330 best: 0.4225330 (447) total: 21.9s remaining: 20.9s 448: learn: 0.4128506 test: 0.4225350 best: 0.4225330 (447) total: 22s remaining: 20.8s 449: learn: 0.4128409 test: 0.4225372 best: 0.4225330 (447) total: 22s remaining: 20.8s 450: learn: 0.4127401 test: 0.4224702 best: 0.4224702 (450) total: 22.1s remaining: 20.7s 451: learn: 0.4127389 test: 0.4224717 best: 0.4224702 (450) total: 22.1s remaining: 20.7s 452: learn: 0.4127009 test: 0.4224465 best: 0.4224465 (452) total: 22.2s remaining: 20.6s 453: learn: 0.4125927 test: 0.4223600 best: 0.4223600 (453) total: 22.2s remaining: 20.6s 454: learn: 0.4125927 test: 0.4223586 best: 0.4223586 (454) total: 22.3s remaining: 20.5s 455: learn: 0.4125927 test: 0.4223585 best: 0.4223585 (455) total: 22.3s remaining: 20.5s 456: learn: 0.4125102 test: 0.4223013 best: 0.4223013 (456) total: 22.3s remaining: 20.4s 457: learn: 0.4124357 test: 0.4222358 best: 0.4222358 (457) total: 22.4s remaining: 20.4s 458: learn: 0.4123421 test: 0.4221986 best: 0.4221986 (458) total: 22.4s remaining: 20.3s 459: learn: 0.4123403 test: 0.4221962 best: 0.4221962 (459) total: 22.5s remaining: 20.3s 460: learn: 0.4122895 test: 0.4221608 best: 0.4221608 (460) total: 22.5s remaining: 20.2s 461: learn: 0.4121869 test: 0.4220943 best: 0.4220943 (461) total: 22.6s remaining: 20.2s 462: learn: 0.4121853 test: 0.4220943 best: 0.4220943 (461) total: 22.6s remaining: 20.1s 463: learn: 0.4121694 test: 0.4220943 best: 0.4220943 (463) total: 22.7s remaining: 20.1s 464: learn: 0.4121693 test: 0.4220942 best: 0.4220942 (464) total: 22.7s remaining: 20s 465: learn: 0.4121086 test: 0.4220472 best: 0.4220472 (465) total: 22.8s remaining: 20s 466: learn: 0.4121074 test: 0.4220526 best: 0.4220472 (465) total: 22.8s remaining: 19.9s 467: learn: 0.4120615 test: 0.4220395 best: 0.4220395 (467) total: 22.8s remaining: 19.9s 468: learn: 0.4120614 test: 0.4220377 best: 0.4220377 (468) total: 22.9s remaining: 19.8s 469: learn: 0.4120049 test: 0.4219917 best: 0.4219917 (469) total: 22.9s remaining: 19.8s 470: learn: 0.4120044 test: 0.4219928 best: 0.4219917 (469) total: 23s remaining: 19.7s 471: learn: 0.4120039 test: 0.4219926 best: 0.4219917 (469) total: 23s remaining: 19.6s 472: learn: 0.4120033 test: 0.4219933 best: 0.4219917 (469) total: 23.1s remaining: 19.6s 473: learn: 0.4119990 test: 0.4220043 best: 0.4219917 (469) total: 23.1s remaining: 19.5s 474: learn: 0.4119959 test: 0.4220047 best: 0.4219917 (469) total: 23.1s remaining: 19.5s 475: learn: 0.4119836 test: 0.4219990 best: 0.4219917 (469) total: 23.2s remaining: 19.4s 476: learn: 0.4119826 test: 0.4220043 best: 0.4219917 (469) total: 23.2s remaining: 19.4s 477: learn: 0.4119104 test: 0.4219531 best: 0.4219531 (477) total: 23.3s remaining: 19.3s 478: learn: 0.4119103 test: 0.4219530 best: 0.4219530 (478) total: 23.3s remaining: 19.3s 479: learn: 0.4119088 test: 0.4219534 best: 0.4219530 (478) total: 23.4s remaining: 19.2s 480: learn: 0.4119076 test: 0.4219537 best: 0.4219530 (478) total: 23.4s remaining: 19.2s 481: learn: 0.4119067 test: 0.4219590 best: 0.4219530 (478) total: 23.5s remaining: 19.1s 482: learn: 0.4119062 test: 0.4219598 best: 0.4219530 (478) total: 23.5s remaining: 19.1s 483: learn: 0.4118825 test: 0.4219692 best: 0.4219530 (478) total: 23.5s remaining: 19s 484: learn: 0.4118762 test: 0.4219614 best: 0.4219530 (478) total: 23.6s remaining: 19s 485: learn: 0.4118488 test: 0.4219524 best: 0.4219524 (485) total: 23.6s remaining: 18.9s 486: learn: 0.4118485 test: 0.4219527 best: 0.4219524 (485) total: 23.7s remaining: 18.9s 487: learn: 0.4117835 test: 0.4219488 best: 0.4219488 (487) total: 23.7s remaining: 18.8s 488: learn: 0.4117794 test: 0.4219499 best: 0.4219488 (487) total: 23.8s remaining: 18.8s 489: learn: 0.4117220 test: 0.4219131 best: 0.4219131 (489) total: 23.8s remaining: 18.7s 490: learn: 0.4117214 test: 0.4219131 best: 0.4219131 (490) total: 23.9s remaining: 18.7s 491: learn: 0.4117084 test: 0.4219092 best: 0.4219092 (491) total: 23.9s remaining: 18.6s 492: learn: 0.4117074 test: 0.4219100 best: 0.4219092 (491) total: 24s remaining: 18.6s 493: learn: 0.4117069 test: 0.4219107 best: 0.4219092 (491) total: 24s remaining: 18.5s 494: learn: 0.4117069 test: 0.4219106 best: 0.4219092 (491) total: 24s remaining: 18.5s 495: learn: 0.4115888 test: 0.4217614 best: 0.4217614 (495) total: 24.1s remaining: 18.4s 496: learn: 0.4115876 test: 0.4217592 best: 0.4217592 (496) total: 24.1s remaining: 18.4s 497: learn: 0.4115874 test: 0.4217590 best: 0.4217590 (497) total: 24.2s remaining: 18.3s 498: learn: 0.4115197 test: 0.4216886 best: 0.4216886 (498) total: 24.2s remaining: 18.3s 499: learn: 0.4115187 test: 0.4216844 best: 0.4216844 (499) total: 24.3s remaining: 18.2s 500: learn: 0.4115182 test: 0.4216844 best: 0.4216844 (500) total: 24.3s remaining: 18.1s 501: learn: 0.4115012 test: 0.4216706 best: 0.4216706 (501) total: 24.4s remaining: 18.1s 502: learn: 0.4114990 test: 0.4216707 best: 0.4216706 (501) total: 24.4s remaining: 18.1s 503: learn: 0.4114981 test: 0.4216707 best: 0.4216706 (501) total: 24.5s remaining: 18s 504: learn: 0.4114940 test: 0.4216707 best: 0.4216706 (501) total: 24.5s remaining: 18s 505: learn: 0.4114935 test: 0.4216707 best: 0.4216706 (501) total: 24.6s remaining: 17.9s 506: learn: 0.4114878 test: 0.4216656 best: 0.4216656 (506) total: 24.6s remaining: 17.9s 507: learn: 0.4114866 test: 0.4216661 best: 0.4216656 (506) total: 24.6s remaining: 17.8s 508: learn: 0.4114860 test: 0.4216714 best: 0.4216656 (506) total: 24.7s remaining: 17.7s 509: learn: 0.4113564 test: 0.4215954 best: 0.4215954 (509) total: 24.7s remaining: 17.7s 510: learn: 0.4113494 test: 0.4215777 best: 0.4215777 (510) total: 24.8s remaining: 17.6s 511: learn: 0.4113491 test: 0.4215752 best: 0.4215752 (511) total: 24.8s remaining: 17.6s 512: learn: 0.4113088 test: 0.4215204 best: 0.4215204 (512) total: 24.9s remaining: 17.5s 513: learn: 0.4113082 test: 0.4215210 best: 0.4215204 (512) total: 24.9s remaining: 17.5s 514: learn: 0.4113072 test: 0.4215219 best: 0.4215204 (512) total: 24.9s remaining: 17.4s 515: learn: 0.4113048 test: 0.4215166 best: 0.4215166 (515) total: 25s remaining: 17.4s 516: learn: 0.4113037 test: 0.4215170 best: 0.4215166 (515) total: 25s remaining: 17.3s 517: learn: 0.4113024 test: 0.4215251 best: 0.4215166 (515) total: 25s remaining: 17.3s 518: learn: 0.4112126 test: 0.4214854 best: 0.4214854 (518) total: 25.1s remaining: 17.2s 519: learn: 0.4111466 test: 0.4214821 best: 0.4214821 (519) total: 25.1s remaining: 17.2s 520: learn: 0.4111449 test: 0.4214825 best: 0.4214821 (519) total: 25.2s remaining: 17.1s 521: learn: 0.4111444 test: 0.4214876 best: 0.4214821 (519) total: 25.2s remaining: 17s 522: learn: 0.4111436 test: 0.4214890 best: 0.4214821 (519) total: 25.3s remaining: 17s 523: learn: 0.4110778 test: 0.4214495 best: 0.4214495 (523) total: 25.3s remaining: 16.9s 524: learn: 0.4110769 test: 0.4214500 best: 0.4214495 (523) total: 25.3s remaining: 16.9s 525: learn: 0.4110749 test: 0.4214517 best: 0.4214495 (523) total: 25.4s remaining: 16.8s 526: learn: 0.4110742 test: 0.4214524 best: 0.4214495 (523) total: 25.4s remaining: 16.8s 527: learn: 0.4110740 test: 0.4214528 best: 0.4214495 (523) total: 25.5s remaining: 16.8s 528: learn: 0.4109949 test: 0.4213866 best: 0.4213866 (528) total: 25.6s remaining: 16.7s 529: learn: 0.4109940 test: 0.4213868 best: 0.4213866 (528) total: 25.7s remaining: 16.7s 530: learn: 0.4109934 test: 0.4213897 best: 0.4213866 (528) total: 25.7s remaining: 16.7s 531: learn: 0.4109813 test: 0.4213837 best: 0.4213837 (531) total: 25.8s remaining: 16.6s 532: learn: 0.4109808 test: 0.4213886 best: 0.4213837 (531) total: 25.9s remaining: 16.6s 533: learn: 0.4109804 test: 0.4213894 best: 0.4213837 (531) total: 25.9s remaining: 16.6s 534: learn: 0.4109776 test: 0.4213894 best: 0.4213837 (531) total: 26s remaining: 16.5s 535: learn: 0.4109760 test: 0.4213894 best: 0.4213837 (531) total: 26s remaining: 16.5s 536: learn: 0.4109540 test: 0.4213744 best: 0.4213744 (536) total: 26.1s remaining: 16.4s 537: learn: 0.4109455 test: 0.4213732 best: 0.4213732 (537) total: 26.1s remaining: 16.4s 538: learn: 0.4109416 test: 0.4213748 best: 0.4213732 (537) total: 26.2s remaining: 16.3s 539: learn: 0.4109398 test: 0.4213777 best: 0.4213732 (537) total: 26.2s remaining: 16.3s 540: learn: 0.4109393 test: 0.4213826 best: 0.4213732 (537) total: 26.3s remaining: 16.2s 541: learn: 0.4109260 test: 0.4213828 best: 0.4213732 (537) total: 26.3s remaining: 16.2s 542: learn: 0.4108681 test: 0.4213398 best: 0.4213398 (542) total: 26.4s remaining: 16.1s 543: learn: 0.4107907 test: 0.4212645 best: 0.4212645 (543) total: 26.4s remaining: 16.1s 544: learn: 0.4107886 test: 0.4212643 best: 0.4212643 (544) total: 26.5s remaining: 16s 545: learn: 0.4107884 test: 0.4212650 best: 0.4212643 (544) total: 26.5s remaining: 16s 546: learn: 0.4107690 test: 0.4212667 best: 0.4212643 (544) total: 26.6s remaining: 15.9s 547: learn: 0.4107367 test: 0.4212658 best: 0.4212643 (544) total: 26.7s remaining: 15.9s 548: learn: 0.4107301 test: 0.4212607 best: 0.4212607 (548) total: 26.7s remaining: 15.9s 549: learn: 0.4107300 test: 0.4212607 best: 0.4212607 (549) total: 26.8s remaining: 15.8s 550: learn: 0.4107296 test: 0.4212607 best: 0.4212607 (550) total: 26.8s remaining: 15.8s 551: learn: 0.4107295 test: 0.4212607 best: 0.4212607 (551) total: 26.9s remaining: 15.7s 552: learn: 0.4107294 test: 0.4212581 best: 0.4212581 (552) total: 26.9s remaining: 15.7s 553: learn: 0.4107137 test: 0.4212565 best: 0.4212565 (553) total: 27s remaining: 15.6s 554: learn: 0.4107135 test: 0.4212568 best: 0.4212565 (553) total: 27s remaining: 15.6s 555: learn: 0.4107111 test: 0.4212614 best: 0.4212565 (553) total: 27s remaining: 15.5s 556: learn: 0.4107105 test: 0.4212618 best: 0.4212565 (553) total: 27.1s remaining: 15.5s 557: learn: 0.4107092 test: 0.4212622 best: 0.4212565 (553) total: 27.1s remaining: 15.4s 558: learn: 0.4107041 test: 0.4212628 best: 0.4212565 (553) total: 27.2s remaining: 15.3s 559: learn: 0.4107036 test: 0.4212631 best: 0.4212565 (553) total: 27.2s remaining: 15.3s 560: learn: 0.4107031 test: 0.4212633 best: 0.4212565 (553) total: 27.2s remaining: 15.2s 561: learn: 0.4107030 test: 0.4212636 best: 0.4212565 (553) total: 27.3s remaining: 15.2s 562: learn: 0.4106806 test: 0.4212591 best: 0.4212565 (553) total: 27.3s remaining: 15.1s 563: learn: 0.4106803 test: 0.4212561 best: 0.4212561 (563) total: 27.4s remaining: 15.1s 564: learn: 0.4106216 test: 0.4212096 best: 0.4212096 (564) total: 27.4s remaining: 15s 565: learn: 0.4106192 test: 0.4212099 best: 0.4212096 (564) total: 27.5s remaining: 15s 566: learn: 0.4106187 test: 0.4212099 best: 0.4212096 (564) total: 27.5s remaining: 14.9s 567: learn: 0.4106181 test: 0.4212103 best: 0.4212096 (564) total: 27.5s remaining: 14.9s 568: learn: 0.4106167 test: 0.4212103 best: 0.4212096 (564) total: 27.6s remaining: 14.8s 569: learn: 0.4106129 test: 0.4212106 best: 0.4212096 (564) total: 27.6s remaining: 14.8s 570: learn: 0.4105824 test: 0.4212038 best: 0.4212038 (570) total: 27.7s remaining: 14.7s 571: learn: 0.4105809 test: 0.4212082 best: 0.4212038 (570) total: 27.7s remaining: 14.7s 572: learn: 0.4105799 test: 0.4212085 best: 0.4212038 (570) total: 27.8s remaining: 14.6s 573: learn: 0.4105799 test: 0.4212085 best: 0.4212038 (570) total: 27.8s remaining: 14.6s 574: learn: 0.4105648 test: 0.4212069 best: 0.4212038 (570) total: 27.8s remaining: 14.5s 575: learn: 0.4105638 test: 0.4212073 best: 0.4212038 (570) total: 27.9s remaining: 14.5s 576: learn: 0.4105627 test: 0.4212116 best: 0.4212038 (570) total: 27.9s remaining: 14.4s 577: learn: 0.4105192 test: 0.4211805 best: 0.4211805 (577) total: 28s remaining: 14.4s 578: learn: 0.4104826 test: 0.4211675 best: 0.4211675 (578) total: 28s remaining: 14.3s 579: learn: 0.4104091 test: 0.4211179 best: 0.4211179 (579) total: 28.1s remaining: 14.3s 580: learn: 0.4104088 test: 0.4211179 best: 0.4211179 (580) total: 28.1s remaining: 14.2s 581: learn: 0.4104085 test: 0.4211179 best: 0.4211179 (580) total: 28.2s remaining: 14.2s 582: learn: 0.4103423 test: 0.4210865 best: 0.4210865 (582) total: 28.2s remaining: 14.1s 583: learn: 0.4103367 test: 0.4210852 best: 0.4210852 (583) total: 28.3s remaining: 14.1s 584: learn: 0.4103358 test: 0.4210855 best: 0.4210852 (583) total: 28.3s remaining: 14s 585: learn: 0.4103353 test: 0.4210859 best: 0.4210852 (583) total: 28.4s remaining: 14s 586: learn: 0.4103325 test: 0.4210878 best: 0.4210852 (583) total: 28.4s remaining: 13.9s 587: learn: 0.4103152 test: 0.4210871 best: 0.4210852 (583) total: 28.5s remaining: 13.9s 588: learn: 0.4103063 test: 0.4210939 best: 0.4210852 (583) total: 28.5s remaining: 13.8s 589: learn: 0.4103017 test: 0.4210965 best: 0.4210852 (583) total: 28.6s remaining: 13.8s 590: learn: 0.4102994 test: 0.4210970 best: 0.4210852 (583) total: 28.6s remaining: 13.7s 591: learn: 0.4102990 test: 0.4211011 best: 0.4210852 (583) total: 28.7s remaining: 13.7s 592: learn: 0.4101716 test: 0.4209682 best: 0.4209682 (592) total: 28.7s remaining: 13.7s 593: learn: 0.4101702 test: 0.4209714 best: 0.4209682 (592) total: 28.8s remaining: 13.6s 594: learn: 0.4101452 test: 0.4209533 best: 0.4209533 (594) total: 28.8s remaining: 13.6s 595: learn: 0.4101446 test: 0.4209533 best: 0.4209533 (595) total: 28.9s remaining: 13.5s 596: learn: 0.4101246 test: 0.4209430 best: 0.4209430 (596) total: 28.9s remaining: 13.5s 597: learn: 0.4100885 test: 0.4209256 best: 0.4209256 (597) total: 29s remaining: 13.4s 598: learn: 0.4100865 test: 0.4209225 best: 0.4209225 (598) total: 29s remaining: 13.4s 599: learn: 0.4100690 test: 0.4209123 best: 0.4209123 (599) total: 29.1s remaining: 13.3s 600: learn: 0.4099872 test: 0.4208481 best: 0.4208481 (600) total: 29.1s remaining: 13.3s 601: learn: 0.4099582 test: 0.4208315 best: 0.4208315 (601) total: 29.2s remaining: 13.2s 602: learn: 0.4099581 test: 0.4208317 best: 0.4208315 (601) total: 29.2s remaining: 13.2s 603: learn: 0.4099581 test: 0.4208319 best: 0.4208315 (601) total: 29.3s remaining: 13.1s 604: learn: 0.4099571 test: 0.4208359 best: 0.4208315 (601) total: 29.3s remaining: 13.1s 605: learn: 0.4099555 test: 0.4208384 best: 0.4208315 (601) total: 29.3s remaining: 13s 606: learn: 0.4099554 test: 0.4208386 best: 0.4208315 (601) total: 29.4s remaining: 13s 607: learn: 0.4099551 test: 0.4208426 best: 0.4208315 (601) total: 29.4s remaining: 12.9s 608: learn: 0.4099476 test: 0.4208296 best: 0.4208296 (608) total: 29.5s remaining: 12.9s 609: learn: 0.4099475 test: 0.4208296 best: 0.4208296 (609) total: 29.5s remaining: 12.8s 610: learn: 0.4099449 test: 0.4208263 best: 0.4208263 (610) total: 29.6s remaining: 12.8s 611: learn: 0.4099449 test: 0.4208267 best: 0.4208263 (610) total: 29.6s remaining: 12.7s 612: learn: 0.4099445 test: 0.4208267 best: 0.4208263 (610) total: 29.6s remaining: 12.7s 613: learn: 0.4099437 test: 0.4208273 best: 0.4208263 (610) total: 29.7s remaining: 12.6s 614: learn: 0.4099396 test: 0.4208264 best: 0.4208263 (610) total: 29.7s remaining: 12.6s 615: learn: 0.4098696 test: 0.4207917 best: 0.4207917 (615) total: 29.8s remaining: 12.5s 616: learn: 0.4098669 test: 0.4207935 best: 0.4207917 (615) total: 29.8s remaining: 12.5s 617: learn: 0.4098665 test: 0.4207972 best: 0.4207917 (615) total: 29.9s remaining: 12.4s 618: learn: 0.4098480 test: 0.4207809 best: 0.4207809 (618) total: 29.9s remaining: 12.4s 619: learn: 0.4098435 test: 0.4207764 best: 0.4207764 (619) total: 30s remaining: 12.3s 620: learn: 0.4098409 test: 0.4207716 best: 0.4207716 (620) total: 30s remaining: 12.3s 621: learn: 0.4098406 test: 0.4207751 best: 0.4207716 (620) total: 30.1s remaining: 12.2s 622: learn: 0.4098250 test: 0.4207614 best: 0.4207614 (622) total: 30.1s remaining: 12.2s 623: learn: 0.4098167 test: 0.4207639 best: 0.4207614 (622) total: 30.2s remaining: 12.1s 624: learn: 0.4097264 test: 0.4207155 best: 0.4207155 (624) total: 30.2s remaining: 12.1s 625: learn: 0.4097262 test: 0.4207156 best: 0.4207155 (624) total: 30.3s remaining: 12s 626: learn: 0.4097256 test: 0.4207155 best: 0.4207155 (626) total: 30.3s remaining: 12s 627: learn: 0.4097254 test: 0.4207158 best: 0.4207155 (626) total: 30.4s remaining: 12s 628: learn: 0.4097202 test: 0.4207162 best: 0.4207155 (626) total: 30.4s remaining: 11.9s 629: learn: 0.4097149 test: 0.4207097 best: 0.4207097 (629) total: 30.5s remaining: 11.9s 630: learn: 0.4097146 test: 0.4207125 best: 0.4207097 (629) total: 30.6s remaining: 11.8s 631: learn: 0.4097116 test: 0.4207141 best: 0.4207097 (629) total: 30.6s remaining: 11.8s 632: learn: 0.4096909 test: 0.4206854 best: 0.4206854 (632) total: 30.7s remaining: 11.7s 633: learn: 0.4096650 test: 0.4206812 best: 0.4206812 (633) total: 30.7s remaining: 11.7s 634: learn: 0.4096042 test: 0.4206494 best: 0.4206494 (634) total: 30.8s remaining: 11.6s 635: learn: 0.4096033 test: 0.4206487 best: 0.4206487 (635) total: 30.8s remaining: 11.6s 636: learn: 0.4095990 test: 0.4206529 best: 0.4206487 (635) total: 30.9s remaining: 11.5s 637: learn: 0.4095987 test: 0.4206527 best: 0.4206487 (635) total: 30.9s remaining: 11.5s 638: learn: 0.4095844 test: 0.4206440 best: 0.4206440 (638) total: 31s remaining: 11.4s 639: learn: 0.4095836 test: 0.4206432 best: 0.4206432 (639) total: 31s remaining: 11.4s 640: learn: 0.4095835 test: 0.4206426 best: 0.4206426 (640) total: 31.1s remaining: 11.3s 641: learn: 0.4095825 test: 0.4206450 best: 0.4206426 (640) total: 31.1s remaining: 11.3s 642: learn: 0.4095371 test: 0.4206349 best: 0.4206349 (642) total: 31.1s remaining: 11.2s 643: learn: 0.4095362 test: 0.4206381 best: 0.4206349 (642) total: 31.2s remaining: 11.2s 644: learn: 0.4095360 test: 0.4206408 best: 0.4206349 (642) total: 31.2s remaining: 11.1s 645: learn: 0.4095322 test: 0.4206379 best: 0.4206349 (642) total: 31.3s remaining: 11.1s 646: learn: 0.4095315 test: 0.4206393 best: 0.4206349 (642) total: 31.3s remaining: 11s 647: learn: 0.4095164 test: 0.4206306 best: 0.4206306 (647) total: 31.4s remaining: 11s 648: learn: 0.4095161 test: 0.4206310 best: 0.4206306 (647) total: 31.4s remaining: 10.9s 649: learn: 0.4095159 test: 0.4206307 best: 0.4206306 (647) total: 31.5s remaining: 10.9s 650: learn: 0.4095013 test: 0.4206304 best: 0.4206304 (650) total: 31.5s remaining: 10.9s 651: learn: 0.4094758 test: 0.4206078 best: 0.4206078 (651) total: 31.6s remaining: 10.8s 652: learn: 0.4094736 test: 0.4206076 best: 0.4206076 (652) total: 31.6s remaining: 10.8s 653: learn: 0.4094731 test: 0.4206076 best: 0.4206076 (653) total: 31.7s remaining: 10.7s 654: learn: 0.4094727 test: 0.4206079 best: 0.4206076 (653) total: 31.7s remaining: 10.7s 655: learn: 0.4094460 test: 0.4206050 best: 0.4206050 (655) total: 31.8s remaining: 10.6s 656: learn: 0.4094329 test: 0.4206019 best: 0.4206019 (656) total: 31.8s remaining: 10.6s 657: learn: 0.4094329 test: 0.4206019 best: 0.4206019 (656) total: 31.9s remaining: 10.5s 658: learn: 0.4094285 test: 0.4205831 best: 0.4205831 (658) total: 31.9s remaining: 10.5s 659: learn: 0.4094239 test: 0.4205935 best: 0.4205831 (658) total: 32s remaining: 10.4s 660: learn: 0.4094233 test: 0.4205931 best: 0.4205831 (658) total: 32s remaining: 10.4s 661: learn: 0.4094162 test: 0.4205928 best: 0.4205831 (658) total: 32.1s remaining: 10.3s 662: learn: 0.4094160 test: 0.4205957 best: 0.4205831 (658) total: 32.1s remaining: 10.3s 663: learn: 0.4093318 test: 0.4205480 best: 0.4205480 (663) total: 32.2s remaining: 10.2s 664: learn: 0.4093310 test: 0.4205508 best: 0.4205480 (663) total: 32.2s remaining: 10.2s 665: learn: 0.4093298 test: 0.4205508 best: 0.4205480 (663) total: 32.3s remaining: 10.1s 666: learn: 0.4093295 test: 0.4205508 best: 0.4205480 (663) total: 32.3s remaining: 10.1s 667: learn: 0.4092935 test: 0.4205263 best: 0.4205263 (667) total: 32.3s remaining: 10s 668: learn: 0.4092935 test: 0.4205258 best: 0.4205258 (668) total: 32.4s remaining: 9.97s 669: learn: 0.4092933 test: 0.4205259 best: 0.4205258 (668) total: 32.5s remaining: 9.93s 670: learn: 0.4092851 test: 0.4205248 best: 0.4205248 (670) total: 32.5s remaining: 9.89s 671: learn: 0.4092842 test: 0.4205245 best: 0.4205245 (671) total: 32.6s remaining: 9.85s 672: learn: 0.4092841 test: 0.4205245 best: 0.4205245 (672) total: 32.7s remaining: 9.8s 673: learn: 0.4092839 test: 0.4205248 best: 0.4205245 (672) total: 32.7s remaining: 9.76s 674: learn: 0.4092771 test: 0.4205203 best: 0.4205203 (674) total: 32.8s remaining: 9.71s 675: learn: 0.4092724 test: 0.4205189 best: 0.4205189 (675) total: 32.9s remaining: 9.67s 676: learn: 0.4092720 test: 0.4205188 best: 0.4205188 (676) total: 32.9s remaining: 9.63s 677: learn: 0.4092715 test: 0.4205188 best: 0.4205188 (676) total: 33s remaining: 9.57s 678: learn: 0.4092491 test: 0.4205056 best: 0.4205056 (678) total: 33s remaining: 9.53s 679: learn: 0.4092489 test: 0.4205056 best: 0.4205056 (678) total: 33s remaining: 9.47s 680: learn: 0.4092485 test: 0.4205056 best: 0.4205056 (680) total: 33.1s remaining: 9.43s 681: learn: 0.4092476 test: 0.4205058 best: 0.4205056 (680) total: 33.1s remaining: 9.37s 682: learn: 0.4092470 test: 0.4205058 best: 0.4205056 (680) total: 33.2s remaining: 9.33s 683: learn: 0.4092463 test: 0.4205058 best: 0.4205056 (680) total: 33.2s remaining: 9.28s 684: learn: 0.4092453 test: 0.4205047 best: 0.4205047 (684) total: 33.3s remaining: 9.23s 685: learn: 0.4092350 test: 0.4205099 best: 0.4205047 (684) total: 33.3s remaining: 9.19s 686: learn: 0.4092043 test: 0.4205107 best: 0.4205047 (684) total: 33.4s remaining: 9.14s 687: learn: 0.4092015 test: 0.4205092 best: 0.4205047 (684) total: 33.5s remaining: 9.09s 688: learn: 0.4092010 test: 0.4205121 best: 0.4205047 (684) total: 33.5s remaining: 9.04s 689: learn: 0.4090925 test: 0.4204081 best: 0.4204081 (689) total: 33.6s remaining: 9s 690: learn: 0.4090918 test: 0.4204048 best: 0.4204048 (690) total: 33.6s remaining: 8.95s 691: learn: 0.4090915 test: 0.4204048 best: 0.4204048 (690) total: 33.6s remaining: 8.9s 692: learn: 0.4090872 test: 0.4204036 best: 0.4204036 (692) total: 33.7s remaining: 8.85s 693: learn: 0.4089998 test: 0.4203575 best: 0.4203575 (693) total: 33.7s remaining: 8.8s 694: learn: 0.4089903 test: 0.4203627 best: 0.4203575 (693) total: 33.8s remaining: 8.75s 695: learn: 0.4089807 test: 0.4203576 best: 0.4203575 (693) total: 33.8s remaining: 8.71s 696: learn: 0.4089806 test: 0.4203580 best: 0.4203575 (693) total: 33.9s remaining: 8.66s 697: learn: 0.4089758 test: 0.4203515 best: 0.4203515 (697) total: 33.9s remaining: 8.61s 698: learn: 0.4089752 test: 0.4203515 best: 0.4203515 (698) total: 34s remaining: 8.56s 699: learn: 0.4089745 test: 0.4203543 best: 0.4203515 (698) total: 34s remaining: 8.51s 700: learn: 0.4089739 test: 0.4203571 best: 0.4203515 (698) total: 34.1s remaining: 8.46s 701: learn: 0.4089738 test: 0.4203570 best: 0.4203515 (698) total: 34.1s remaining: 8.41s 702: learn: 0.4089729 test: 0.4203572 best: 0.4203515 (698) total: 34.2s remaining: 8.36s 703: learn: 0.4089724 test: 0.4203572 best: 0.4203515 (698) total: 34.2s remaining: 8.31s 704: learn: 0.4088946 test: 0.4202928 best: 0.4202928 (704) total: 34.3s remaining: 8.27s 705: learn: 0.4088937 test: 0.4202921 best: 0.4202921 (705) total: 34.3s remaining: 8.22s 706: learn: 0.4088879 test: 0.4202976 best: 0.4202921 (705) total: 34.4s remaining: 8.17s 707: learn: 0.4088878 test: 0.4202977 best: 0.4202921 (705) total: 34.4s remaining: 8.12s 708: learn: 0.4088582 test: 0.4202828 best: 0.4202828 (708) total: 34.5s remaining: 8.07s 709: learn: 0.4088488 test: 0.4202787 best: 0.4202787 (709) total: 34.5s remaining: 8.03s 710: learn: 0.4088485 test: 0.4202815 best: 0.4202787 (709) total: 34.6s remaining: 7.98s 711: learn: 0.4088483 test: 0.4202815 best: 0.4202787 (709) total: 34.6s remaining: 7.93s 712: learn: 0.4088481 test: 0.4202815 best: 0.4202787 (709) total: 34.7s remaining: 7.88s 713: learn: 0.4088481 test: 0.4202815 best: 0.4202787 (709) total: 34.7s remaining: 7.83s 714: learn: 0.4088151 test: 0.4202494 best: 0.4202494 (714) total: 34.8s remaining: 7.78s 715: learn: 0.4087844 test: 0.4202425 best: 0.4202425 (715) total: 34.8s remaining: 7.73s 716: learn: 0.4087841 test: 0.4202416 best: 0.4202416 (716) total: 34.9s remaining: 7.68s 717: learn: 0.4087386 test: 0.4202418 best: 0.4202416 (716) total: 34.9s remaining: 7.63s 718: learn: 0.4087385 test: 0.4202417 best: 0.4202416 (716) total: 35s remaining: 7.58s 719: learn: 0.4087383 test: 0.4202418 best: 0.4202416 (716) total: 35s remaining: 7.53s 720: learn: 0.4087382 test: 0.4202418 best: 0.4202416 (716) total: 35s remaining: 7.48s 721: learn: 0.4087366 test: 0.4202410 best: 0.4202410 (721) total: 35.1s remaining: 7.43s 722: learn: 0.4087359 test: 0.4202411 best: 0.4202410 (721) total: 35.1s remaining: 7.38s 723: learn: 0.4087357 test: 0.4202410 best: 0.4202410 (723) total: 35.2s remaining: 7.33s 724: learn: 0.4087250 test: 0.4202388 best: 0.4202388 (724) total: 35.2s remaining: 7.29s 725: learn: 0.4086439 test: 0.4201733 best: 0.4201733 (725) total: 35.3s remaining: 7.24s 726: learn: 0.4086438 test: 0.4201734 best: 0.4201733 (725) total: 35.3s remaining: 7.19s 727: learn: 0.4086433 test: 0.4201733 best: 0.4201733 (727) total: 35.4s remaining: 7.14s 728: learn: 0.4086431 test: 0.4201737 best: 0.4201733 (727) total: 35.4s remaining: 7.09s 729: learn: 0.4086430 test: 0.4201737 best: 0.4201733 (727) total: 35.4s remaining: 7.04s 730: learn: 0.4086406 test: 0.4201707 best: 0.4201707 (730) total: 35.5s remaining: 6.99s 731: learn: 0.4086390 test: 0.4201684 best: 0.4201684 (731) total: 35.5s remaining: 6.94s 732: learn: 0.4086362 test: 0.4201685 best: 0.4201684 (731) total: 35.6s remaining: 6.89s 733: learn: 0.4086121 test: 0.4201621 best: 0.4201621 (733) total: 35.6s remaining: 6.84s 734: learn: 0.4086119 test: 0.4201620 best: 0.4201620 (734) total: 35.7s remaining: 6.79s 735: learn: 0.4086116 test: 0.4201621 best: 0.4201620 (734) total: 35.7s remaining: 6.74s 736: learn: 0.4085719 test: 0.4201567 best: 0.4201567 (736) total: 35.7s remaining: 6.69s 737: learn: 0.4085716 test: 0.4201567 best: 0.4201567 (736) total: 35.8s remaining: 6.64s 738: learn: 0.4085342 test: 0.4201334 best: 0.4201334 (738) total: 35.8s remaining: 6.59s 739: learn: 0.4084977 test: 0.4201096 best: 0.4201096 (739) total: 35.9s remaining: 6.54s 740: learn: 0.4084970 test: 0.4201096 best: 0.4201096 (740) total: 35.9s remaining: 6.49s 741: learn: 0.4084697 test: 0.4200955 best: 0.4200955 (741) total: 35.9s remaining: 6.44s 742: learn: 0.4084357 test: 0.4200698 best: 0.4200698 (742) total: 36s remaining: 6.39s 743: learn: 0.4084176 test: 0.4200736 best: 0.4200698 (742) total: 36s remaining: 6.34s 744: learn: 0.4084175 test: 0.4200736 best: 0.4200698 (742) total: 36.1s remaining: 6.29s 745: learn: 0.4084170 test: 0.4200735 best: 0.4200698 (742) total: 36.1s remaining: 6.24s 746: learn: 0.4083588 test: 0.4200502 best: 0.4200502 (746) total: 36.1s remaining: 6.19s 747: learn: 0.4083571 test: 0.4200502 best: 0.4200502 (747) total: 36.2s remaining: 6.14s 748: learn: 0.4083335 test: 0.4200401 best: 0.4200401 (748) total: 36.2s remaining: 6.09s 749: learn: 0.4083328 test: 0.4200430 best: 0.4200401 (748) total: 36.3s remaining: 6.04s 750: learn: 0.4083326 test: 0.4200430 best: 0.4200401 (748) total: 36.3s remaining: 5.99s 751: learn: 0.4082697 test: 0.4200045 best: 0.4200045 (751) total: 36.3s remaining: 5.94s 752: learn: 0.4082697 test: 0.4200045 best: 0.4200045 (751) total: 36.4s remaining: 5.9s 753: learn: 0.4082610 test: 0.4200025 best: 0.4200025 (753) total: 36.4s remaining: 5.85s 754: learn: 0.4082048 test: 0.4199549 best: 0.4199549 (754) total: 36.5s remaining: 5.8s 755: learn: 0.4082048 test: 0.4199548 best: 0.4199548 (755) total: 36.5s remaining: 5.75s 756: learn: 0.4081381 test: 0.4199061 best: 0.4199061 (756) total: 36.6s remaining: 5.7s 757: learn: 0.4081380 test: 0.4199061 best: 0.4199061 (756) total: 36.6s remaining: 5.65s 758: learn: 0.4081379 test: 0.4199061 best: 0.4199061 (756) total: 36.7s remaining: 5.6s 759: learn: 0.4081013 test: 0.4198694 best: 0.4198694 (759) total: 36.7s remaining: 5.56s 760: learn: 0.4081009 test: 0.4198723 best: 0.4198694 (759) total: 36.8s remaining: 5.51s 761: learn: 0.4080981 test: 0.4198714 best: 0.4198694 (759) total: 36.8s remaining: 5.46s 762: learn: 0.4080979 test: 0.4198742 best: 0.4198694 (759) total: 36.8s remaining: 5.41s 763: learn: 0.4080964 test: 0.4198755 best: 0.4198694 (759) total: 36.9s remaining: 5.36s 764: learn: 0.4080949 test: 0.4198761 best: 0.4198694 (759) total: 36.9s remaining: 5.31s 765: learn: 0.4080909 test: 0.4198749 best: 0.4198694 (759) total: 37s remaining: 5.26s 766: learn: 0.4080905 test: 0.4198750 best: 0.4198694 (759) total: 37s remaining: 5.21s 767: learn: 0.4080896 test: 0.4198777 best: 0.4198694 (759) total: 37s remaining: 5.16s 768: learn: 0.4080895 test: 0.4198804 best: 0.4198694 (759) total: 37.1s remaining: 5.11s 769: learn: 0.4080890 test: 0.4198803 best: 0.4198694 (759) total: 37.1s remaining: 5.06s 770: learn: 0.4080468 test: 0.4198270 best: 0.4198270 (770) total: 37.2s remaining: 5.01s 771: learn: 0.4080306 test: 0.4198277 best: 0.4198270 (770) total: 37.2s remaining: 4.97s 772: learn: 0.4080304 test: 0.4198276 best: 0.4198270 (770) total: 37.3s remaining: 4.92s 773: learn: 0.4080264 test: 0.4198268 best: 0.4198268 (773) total: 37.3s remaining: 4.87s 774: learn: 0.4080250 test: 0.4198270 best: 0.4198268 (773) total: 37.4s remaining: 4.82s 775: learn: 0.4080092 test: 0.4198103 best: 0.4198103 (775) total: 37.4s remaining: 4.77s 776: learn: 0.4080065 test: 0.4198110 best: 0.4198103 (775) total: 37.5s remaining: 4.73s 777: learn: 0.4079739 test: 0.4197876 best: 0.4197876 (777) total: 37.5s remaining: 4.68s 778: learn: 0.4079737 test: 0.4197876 best: 0.4197876 (777) total: 37.6s remaining: 4.63s 779: learn: 0.4079668 test: 0.4197890 best: 0.4197876 (777) total: 37.6s remaining: 4.58s 780: learn: 0.4079262 test: 0.4197449 best: 0.4197449 (780) total: 37.7s remaining: 4.53s 781: learn: 0.4078500 test: 0.4196907 best: 0.4196907 (781) total: 37.7s remaining: 4.49s 782: learn: 0.4078494 test: 0.4196916 best: 0.4196907 (781) total: 37.8s remaining: 4.44s 783: learn: 0.4078434 test: 0.4196902 best: 0.4196902 (783) total: 37.8s remaining: 4.39s 784: learn: 0.4078423 test: 0.4196902 best: 0.4196902 (783) total: 37.8s remaining: 4.34s 785: learn: 0.4077629 test: 0.4196171 best: 0.4196171 (785) total: 37.9s remaining: 4.29s 786: learn: 0.4076738 test: 0.4195826 best: 0.4195826 (786) total: 37.9s remaining: 4.24s 787: learn: 0.4076732 test: 0.4195839 best: 0.4195826 (786) total: 38s remaining: 4.19s 788: learn: 0.4076730 test: 0.4195865 best: 0.4195826 (786) total: 38s remaining: 4.14s 789: learn: 0.4076728 test: 0.4195890 best: 0.4195826 (786) total: 38s remaining: 4.09s 790: learn: 0.4076708 test: 0.4195899 best: 0.4195826 (786) total: 38.1s remaining: 4.04s 791: learn: 0.4076707 test: 0.4195899 best: 0.4195826 (786) total: 38.1s remaining: 4s 792: learn: 0.4076692 test: 0.4195908 best: 0.4195826 (786) total: 38.2s remaining: 3.95s 793: learn: 0.4076686 test: 0.4195907 best: 0.4195826 (786) total: 38.3s remaining: 3.9s 794: learn: 0.4076630 test: 0.4195930 best: 0.4195826 (786) total: 38.3s remaining: 3.85s 795: learn: 0.4076624 test: 0.4195922 best: 0.4195826 (786) total: 38.4s remaining: 3.81s 796: learn: 0.4076621 test: 0.4195948 best: 0.4195826 (786) total: 38.4s remaining: 3.76s 797: learn: 0.4076532 test: 0.4195898 best: 0.4195826 (786) total: 38.5s remaining: 3.71s 798: learn: 0.4076530 test: 0.4195898 best: 0.4195826 (786) total: 38.5s remaining: 3.66s 799: learn: 0.4076529 test: 0.4195898 best: 0.4195826 (786) total: 38.5s remaining: 3.61s 800: learn: 0.4076522 test: 0.4195898 best: 0.4195826 (786) total: 38.6s remaining: 3.56s 801: learn: 0.4076453 test: 0.4195832 best: 0.4195826 (786) total: 38.6s remaining: 3.52s 802: learn: 0.4076452 test: 0.4195830 best: 0.4195826 (786) total: 38.7s remaining: 3.47s 803: learn: 0.4076447 test: 0.4195822 best: 0.4195822 (803) total: 38.8s remaining: 3.42s 804: learn: 0.4076433 test: 0.4195826 best: 0.4195822 (803) total: 38.8s remaining: 3.38s 805: learn: 0.4076331 test: 0.4195832 best: 0.4195822 (803) total: 38.9s remaining: 3.33s 806: learn: 0.4075967 test: 0.4195810 best: 0.4195810 (806) total: 38.9s remaining: 3.28s 807: learn: 0.4075915 test: 0.4195807 best: 0.4195807 (807) total: 39s remaining: 3.23s 808: learn: 0.4075907 test: 0.4195809 best: 0.4195807 (807) total: 39s remaining: 3.18s 809: learn: 0.4075862 test: 0.4195766 best: 0.4195766 (809) total: 39s remaining: 3.13s 810: learn: 0.4075860 test: 0.4195791 best: 0.4195766 (809) total: 39.1s remaining: 3.08s 811: learn: 0.4075139 test: 0.4195223 best: 0.4195223 (811) total: 39.1s remaining: 3.04s 812: learn: 0.4075136 test: 0.4195235 best: 0.4195223 (811) total: 39.2s remaining: 2.99s 813: learn: 0.4075122 test: 0.4195259 best: 0.4195223 (811) total: 39.2s remaining: 2.94s 814: learn: 0.4075118 test: 0.4195259 best: 0.4195223 (811) total: 39.2s remaining: 2.89s 815: learn: 0.4075017 test: 0.4194989 best: 0.4194989 (815) total: 39.3s remaining: 2.84s 816: learn: 0.4074908 test: 0.4194777 best: 0.4194777 (816) total: 39.3s remaining: 2.79s 817: learn: 0.4074907 test: 0.4194777 best: 0.4194777 (816) total: 39.4s remaining: 2.74s 818: learn: 0.4074900 test: 0.4194780 best: 0.4194777 (816) total: 39.4s remaining: 2.69s 819: learn: 0.4074896 test: 0.4194780 best: 0.4194777 (816) total: 39.5s remaining: 2.65s 820: learn: 0.4074834 test: 0.4194782 best: 0.4194777 (816) total: 39.5s remaining: 2.6s 821: learn: 0.4074761 test: 0.4194778 best: 0.4194777 (816) total: 39.6s remaining: 2.55s 822: learn: 0.4074044 test: 0.4193916 best: 0.4193916 (822) total: 39.6s remaining: 2.5s 823: learn: 0.4074037 test: 0.4193910 best: 0.4193910 (823) total: 39.7s remaining: 2.45s 824: learn: 0.4074033 test: 0.4193912 best: 0.4193910 (823) total: 39.7s remaining: 2.41s 825: learn: 0.4073862 test: 0.4193889 best: 0.4193889 (825) total: 39.7s remaining: 2.36s 826: learn: 0.4073854 test: 0.4193916 best: 0.4193889 (825) total: 39.8s remaining: 2.31s 827: learn: 0.4073727 test: 0.4193887 best: 0.4193887 (827) total: 39.8s remaining: 2.26s 828: learn: 0.4073674 test: 0.4193866 best: 0.4193866 (828) total: 39.9s remaining: 2.21s 829: learn: 0.4073466 test: 0.4193844 best: 0.4193844 (829) total: 39.9s remaining: 2.16s 830: learn: 0.4073435 test: 0.4193832 best: 0.4193832 (830) total: 40s remaining: 2.12s 831: learn: 0.4073434 test: 0.4193855 best: 0.4193832 (830) total: 40s remaining: 2.07s 832: learn: 0.4073429 test: 0.4193880 best: 0.4193832 (830) total: 40.1s remaining: 2.02s 833: learn: 0.4073423 test: 0.4193880 best: 0.4193832 (830) total: 40.1s remaining: 1.97s 834: learn: 0.4073417 test: 0.4193883 best: 0.4193832 (830) total: 40.2s remaining: 1.92s 835: learn: 0.4073412 test: 0.4193881 best: 0.4193832 (830) total: 40.2s remaining: 1.88s 836: learn: 0.4073410 test: 0.4193881 best: 0.4193832 (830) total: 40.2s remaining: 1.83s 837: learn: 0.4073405 test: 0.4193881 best: 0.4193832 (830) total: 40.3s remaining: 1.78s 838: learn: 0.4073400 test: 0.4193906 best: 0.4193832 (830) total: 40.3s remaining: 1.73s 839: learn: 0.4073394 test: 0.4193930 best: 0.4193832 (830) total: 40.4s remaining: 1.68s 840: learn: 0.4073383 test: 0.4193919 best: 0.4193832 (830) total: 40.4s remaining: 1.63s 841: learn: 0.4073378 test: 0.4193918 best: 0.4193832 (830) total: 40.5s remaining: 1.59s 842: learn: 0.4073377 test: 0.4193918 best: 0.4193832 (830) total: 40.5s remaining: 1.54s 843: learn: 0.4073207 test: 0.4193798 best: 0.4193798 (843) total: 40.6s remaining: 1.49s 844: learn: 0.4072821 test: 0.4193777 best: 0.4193777 (844) total: 40.6s remaining: 1.44s 845: learn: 0.4072173 test: 0.4193067 best: 0.4193067 (845) total: 40.7s remaining: 1.4s 846: learn: 0.4072144 test: 0.4193078 best: 0.4193067 (845) total: 40.8s remaining: 1.35s 847: learn: 0.4071202 test: 0.4192843 best: 0.4192843 (847) total: 40.8s remaining: 1.3s 848: learn: 0.4071097 test: 0.4192835 best: 0.4192835 (848) total: 40.9s remaining: 1.25s 849: learn: 0.4071091 test: 0.4192838 best: 0.4192835 (848) total: 40.9s remaining: 1.2s 850: learn: 0.4071090 test: 0.4192862 best: 0.4192835 (848) total: 41s remaining: 1.16s 851: learn: 0.4070802 test: 0.4192790 best: 0.4192790 (851) total: 41s remaining: 1.11s 852: learn: 0.4070300 test: 0.4192360 best: 0.4192360 (852) total: 41.1s remaining: 1.06s 853: learn: 0.4070289 test: 0.4192359 best: 0.4192359 (853) total: 41.2s remaining: 1.01s 854: learn: 0.4070285 test: 0.4192358 best: 0.4192358 (854) total: 41.2s remaining: 965ms 855: learn: 0.4069565 test: 0.4191553 best: 0.4191553 (855) total: 41.4s remaining: 918ms 856: learn: 0.4069557 test: 0.4191543 best: 0.4191543 (856) total: 41.5s remaining: 871ms 857: learn: 0.4069523 test: 0.4191568 best: 0.4191543 (856) total: 41.6s remaining: 824ms 858: learn: 0.4069482 test: 0.4191542 best: 0.4191542 (858) total: 41.6s remaining: 776ms 859: learn: 0.4069410 test: 0.4191481 best: 0.4191481 (859) total: 41.7s remaining: 727ms 860: learn: 0.4069002 test: 0.4191245 best: 0.4191245 (860) total: 41.8s remaining: 679ms 861: learn: 0.4068988 test: 0.4191246 best: 0.4191245 (860) total: 41.8s remaining: 631ms 862: learn: 0.4068500 test: 0.4191034 best: 0.4191034 (862) total: 41.9s remaining: 583ms 863: learn: 0.4068499 test: 0.4191032 best: 0.4191032 (863) total: 42s remaining: 534ms 864: learn: 0.4068306 test: 0.4190950 best: 0.4190950 (864) total: 42s remaining: 486ms 865: learn: 0.4068302 test: 0.4190950 best: 0.4190950 (864) total: 42.1s remaining: 437ms 866: learn: 0.4068203 test: 0.4190918 best: 0.4190918 (866) total: 42.1s remaining: 389ms 867: learn: 0.4068200 test: 0.4190918 best: 0.4190918 (866) total: 42.2s remaining: 340ms 868: learn: 0.4068113 test: 0.4190897 best: 0.4190897 (868) total: 42.2s remaining: 291ms 869: learn: 0.4068005 test: 0.4190920 best: 0.4190897 (868) total: 42.3s remaining: 243ms 870: learn: 0.4067928 test: 0.4190923 best: 0.4190897 (868) total: 42.3s remaining: 194ms 871: learn: 0.4067912 test: 0.4190924 best: 0.4190897 (868) total: 42.4s remaining: 146ms 872: learn: 0.4067899 test: 0.4190898 best: 0.4190897 (868) total: 42.4s remaining: 97.2ms 873: learn: 0.4067761 test: 0.4190929 best: 0.4190897 (868) total: 42.5s remaining: 48.6ms 874: learn: 0.4067753 test: 0.4190929 best: 0.4190897 (868) total: 42.5s remaining: 0us bestTest = 0.419089698 bestIteration = 868 Shrink model to first 869 iterations. [CV] learning_rate=0.1, l2_leaf_reg=4, iterations=875, depth=4, total= 43.9s [CV] learning_rate=0.1, l2_leaf_reg=4, iterations=875, depth=4 ....... 0: learn: 4.0410898 test: 4.0366653 best: 4.0366653 (0) total: 43.7ms remaining: 38.2s 1: learn: 3.6457261 test: 3.6422605 best: 3.6422605 (1) total: 89.4ms remaining: 39s 2: learn: 3.2915041 test: 3.2888168 best: 3.2888168 (2) total: 137ms remaining: 39.7s 3: learn: 2.9732046 test: 2.9712364 best: 2.9712364 (3) total: 183ms remaining: 39.9s 4: learn: 2.6881315 test: 2.6866336 best: 2.6866336 (4) total: 235ms remaining: 40.9s 5: learn: 2.4324532 test: 2.4316135 best: 2.4316135 (5) total: 287ms remaining: 41.5s 6: learn: 2.2040290 test: 2.2038030 best: 2.2038030 (6) total: 327ms remaining: 40.6s 7: learn: 1.9997085 test: 1.9999855 best: 1.9999855 (7) total: 373ms remaining: 40.4s 8: learn: 1.8169358 test: 1.8175504 best: 1.8175504 (8) total: 421ms remaining: 40.5s 9: learn: 1.6527720 test: 1.6536849 best: 1.6536849 (9) total: 465ms remaining: 40.3s 10: learn: 1.5067939 test: 1.5085024 best: 1.5085024 (10) total: 513ms remaining: 40.3s 11: learn: 1.3767542 test: 1.3789234 best: 1.3789234 (11) total: 560ms remaining: 40.3s 12: learn: 1.2618703 test: 1.2644026 best: 1.2644026 (12) total: 611ms remaining: 40.5s 13: learn: 1.1594135 test: 1.1622315 best: 1.1622315 (13) total: 652ms remaining: 40.1s 14: learn: 1.0688872 test: 1.0722674 best: 1.0722674 (14) total: 701ms remaining: 40.2s 15: learn: 0.9896615 test: 0.9936392 best: 0.9936392 (15) total: 746ms remaining: 40.1s 16: learn: 0.9203841 test: 0.9247680 best: 0.9247680 (16) total: 790ms remaining: 39.9s 17: learn: 0.8588189 test: 0.8635636 best: 0.8635636 (17) total: 839ms remaining: 40s 18: learn: 0.8049324 test: 0.8100272 best: 0.8100272 (18) total: 890ms remaining: 40.1s 19: learn: 0.7582940 test: 0.7636827 best: 0.7636827 (19) total: 932ms remaining: 39.9s 20: learn: 0.7177965 test: 0.7233005 best: 0.7233005 (20) total: 979ms remaining: 39.8s 21: learn: 0.6841579 test: 0.6898836 best: 0.6898836 (21) total: 1.02s remaining: 39.7s 22: learn: 0.6548017 test: 0.6608578 best: 0.6608578 (22) total: 1.07s remaining: 39.8s 23: learn: 0.6302229 test: 0.6366480 best: 0.6366480 (23) total: 1.12s remaining: 39.7s 24: learn: 0.6076365 test: 0.6142831 best: 0.6142831 (24) total: 1.17s remaining: 39.7s 25: learn: 0.5891645 test: 0.5959628 best: 0.5959628 (25) total: 1.21s remaining: 39.6s 26: learn: 0.5702086 test: 0.5772205 best: 0.5772205 (26) total: 1.26s remaining: 39.6s 27: learn: 0.5534462 test: 0.5604005 best: 0.5604005 (27) total: 1.3s remaining: 39.3s 28: learn: 0.5392483 test: 0.5462074 best: 0.5462074 (28) total: 1.34s remaining: 39.1s 29: learn: 0.5272882 test: 0.5342135 best: 0.5342135 (29) total: 1.38s remaining: 38.9s 30: learn: 0.5172590 test: 0.5244756 best: 0.5244756 (30) total: 1.42s remaining: 38.7s 31: learn: 0.5093765 test: 0.5166353 best: 0.5166353 (31) total: 1.47s remaining: 38.6s 32: learn: 0.5026450 test: 0.5100198 best: 0.5100198 (32) total: 1.51s remaining: 38.5s 33: learn: 0.4965760 test: 0.5040559 best: 0.5040559 (33) total: 1.56s remaining: 38.7s 34: learn: 0.4910863 test: 0.4984720 best: 0.4984720 (34) total: 1.61s remaining: 38.6s 35: learn: 0.4866355 test: 0.4941178 best: 0.4941178 (35) total: 1.66s remaining: 38.8s 36: learn: 0.4829615 test: 0.4906037 best: 0.4906037 (36) total: 1.71s remaining: 38.8s 37: learn: 0.4797456 test: 0.4870030 best: 0.4870030 (37) total: 1.75s remaining: 38.6s 38: learn: 0.4771842 test: 0.4842701 best: 0.4842701 (38) total: 1.79s remaining: 38.4s 39: learn: 0.4748309 test: 0.4817828 best: 0.4817828 (39) total: 1.84s remaining: 38.4s 40: learn: 0.4727114 test: 0.4796878 best: 0.4796878 (40) total: 1.88s remaining: 38.3s 41: learn: 0.4706205 test: 0.4777528 best: 0.4777528 (41) total: 1.93s remaining: 38.3s 42: learn: 0.4683581 test: 0.4755923 best: 0.4755923 (42) total: 1.98s remaining: 38.3s 43: learn: 0.4669972 test: 0.4741462 best: 0.4741462 (43) total: 2.02s remaining: 38.2s 44: learn: 0.4653850 test: 0.4726135 best: 0.4726135 (44) total: 2.07s remaining: 38.2s 45: learn: 0.4640834 test: 0.4712133 best: 0.4712133 (45) total: 2.12s remaining: 38.2s 46: learn: 0.4626473 test: 0.4699192 best: 0.4699192 (46) total: 2.16s remaining: 38s 47: learn: 0.4615233 test: 0.4687306 best: 0.4687306 (47) total: 2.21s remaining: 38.1s 48: learn: 0.4605452 test: 0.4677832 best: 0.4677832 (48) total: 2.25s remaining: 38s 49: learn: 0.4594677 test: 0.4667973 best: 0.4667973 (49) total: 2.3s remaining: 38s 50: learn: 0.4586682 test: 0.4660962 best: 0.4660962 (50) total: 2.35s remaining: 38s 51: learn: 0.4574780 test: 0.4651021 best: 0.4651021 (51) total: 2.39s remaining: 37.8s 52: learn: 0.4565435 test: 0.4641537 best: 0.4641537 (52) total: 2.43s remaining: 37.7s 53: learn: 0.4556670 test: 0.4633297 best: 0.4633297 (53) total: 2.48s remaining: 37.8s 54: learn: 0.4547244 test: 0.4625427 best: 0.4625427 (54) total: 2.54s remaining: 37.9s 55: learn: 0.4539743 test: 0.4618761 best: 0.4618761 (55) total: 2.59s remaining: 37.9s 56: learn: 0.4534743 test: 0.4613615 best: 0.4613615 (56) total: 2.64s remaining: 37.9s 57: learn: 0.4528415 test: 0.4607545 best: 0.4607545 (57) total: 2.69s remaining: 37.9s 58: learn: 0.4519205 test: 0.4599266 best: 0.4599266 (58) total: 2.73s remaining: 37.8s 59: learn: 0.4511071 test: 0.4590584 best: 0.4590584 (59) total: 2.78s remaining: 37.7s 60: learn: 0.4504853 test: 0.4584695 best: 0.4584695 (60) total: 2.82s remaining: 37.7s 61: learn: 0.4496523 test: 0.4577955 best: 0.4577955 (61) total: 2.87s remaining: 37.6s 62: learn: 0.4488876 test: 0.4571622 best: 0.4571622 (62) total: 2.91s remaining: 37.5s 63: learn: 0.4483285 test: 0.4566887 best: 0.4566887 (63) total: 2.95s remaining: 37.4s 64: learn: 0.4475747 test: 0.4559659 best: 0.4559659 (64) total: 3s remaining: 37.4s 65: learn: 0.4467944 test: 0.4550761 best: 0.4550761 (65) total: 3.04s remaining: 37.3s 66: learn: 0.4463976 test: 0.4547408 best: 0.4547408 (66) total: 3.09s remaining: 37.3s 67: learn: 0.4460250 test: 0.4544195 best: 0.4544195 (67) total: 3.13s remaining: 37.2s 68: learn: 0.4456364 test: 0.4541766 best: 0.4541766 (68) total: 3.19s remaining: 37.3s 69: learn: 0.4451813 test: 0.4537478 best: 0.4537478 (69) total: 3.24s remaining: 37.2s 70: learn: 0.4447304 test: 0.4533144 best: 0.4533144 (70) total: 3.28s remaining: 37.2s 71: learn: 0.4441184 test: 0.4527276 best: 0.4527276 (71) total: 3.34s remaining: 37.2s 72: learn: 0.4438013 test: 0.4524877 best: 0.4524877 (72) total: 3.39s remaining: 37.3s 73: learn: 0.4433762 test: 0.4521759 best: 0.4521759 (73) total: 3.44s remaining: 37.3s 74: learn: 0.4430089 test: 0.4518644 best: 0.4518644 (74) total: 3.5s remaining: 37.3s 75: learn: 0.4428271 test: 0.4516913 best: 0.4516913 (75) total: 3.55s remaining: 37.4s 76: learn: 0.4426929 test: 0.4515586 best: 0.4515586 (76) total: 3.61s remaining: 37.4s 77: learn: 0.4422355 test: 0.4511660 best: 0.4511660 (77) total: 3.66s remaining: 37.4s 78: learn: 0.4417906 test: 0.4508543 best: 0.4508543 (78) total: 3.71s remaining: 37.4s 79: learn: 0.4414031 test: 0.4505687 best: 0.4505687 (79) total: 3.76s remaining: 37.4s 80: learn: 0.4406429 test: 0.4496038 best: 0.4496038 (80) total: 3.81s remaining: 37.4s 81: learn: 0.4403063 test: 0.4494031 best: 0.4494031 (81) total: 3.86s remaining: 37.3s 82: learn: 0.4400084 test: 0.4491315 best: 0.4491315 (82) total: 3.91s remaining: 37.3s 83: learn: 0.4395078 test: 0.4489415 best: 0.4489415 (83) total: 3.96s remaining: 37.3s 84: learn: 0.4391418 test: 0.4486483 best: 0.4486483 (84) total: 4s remaining: 37.1s 85: learn: 0.4387193 test: 0.4482667 best: 0.4482667 (85) total: 4.04s remaining: 37.1s 86: learn: 0.4383087 test: 0.4481701 best: 0.4481701 (86) total: 4.08s remaining: 37s 87: learn: 0.4378772 test: 0.4478262 best: 0.4478262 (87) total: 4.13s remaining: 37s 88: learn: 0.4376284 test: 0.4476450 best: 0.4476450 (88) total: 4.18s remaining: 36.9s 89: learn: 0.4374036 test: 0.4474625 best: 0.4474625 (89) total: 4.22s remaining: 36.8s 90: learn: 0.4369585 test: 0.4471921 best: 0.4471921 (90) total: 4.26s remaining: 36.7s 91: learn: 0.4366525 test: 0.4469745 best: 0.4469745 (91) total: 4.3s remaining: 36.6s 92: learn: 0.4361903 test: 0.4466329 best: 0.4466329 (92) total: 4.36s remaining: 36.6s 93: learn: 0.4361755 test: 0.4466261 best: 0.4466261 (93) total: 4.41s remaining: 36.6s 94: learn: 0.4357972 test: 0.4463715 best: 0.4463715 (94) total: 4.46s remaining: 36.6s 95: learn: 0.4354265 test: 0.4461363 best: 0.4461363 (95) total: 4.53s remaining: 36.8s 96: learn: 0.4350045 test: 0.4458116 best: 0.4458116 (96) total: 4.58s remaining: 36.7s 97: learn: 0.4348742 test: 0.4457123 best: 0.4457123 (97) total: 4.63s remaining: 36.7s 98: learn: 0.4345565 test: 0.4454737 best: 0.4454737 (98) total: 4.69s remaining: 36.7s 99: learn: 0.4341906 test: 0.4451390 best: 0.4451390 (99) total: 4.74s remaining: 36.7s 100: learn: 0.4338698 test: 0.4448830 best: 0.4448830 (100) total: 4.8s remaining: 36.8s 101: learn: 0.4337028 test: 0.4447165 best: 0.4447165 (101) total: 4.84s remaining: 36.7s 102: learn: 0.4334066 test: 0.4444377 best: 0.4444377 (102) total: 4.89s remaining: 36.7s 103: learn: 0.4333529 test: 0.4443873 best: 0.4443873 (103) total: 4.94s remaining: 36.6s 104: learn: 0.4330359 test: 0.4440545 best: 0.4440545 (104) total: 4.98s remaining: 36.5s 105: learn: 0.4326401 test: 0.4437458 best: 0.4437458 (105) total: 5.02s remaining: 36.4s 106: learn: 0.4323682 test: 0.4435546 best: 0.4435546 (106) total: 5.06s remaining: 36.4s 107: learn: 0.4323266 test: 0.4435548 best: 0.4435546 (106) total: 5.11s remaining: 36.3s 108: learn: 0.4320023 test: 0.4432524 best: 0.4432524 (108) total: 5.16s remaining: 36.2s 109: learn: 0.4315359 test: 0.4429805 best: 0.4429805 (109) total: 5.2s remaining: 36.2s 110: learn: 0.4312158 test: 0.4426658 best: 0.4426658 (110) total: 5.25s remaining: 36.1s 111: learn: 0.4308617 test: 0.4423350 best: 0.4423350 (111) total: 5.29s remaining: 36.1s 112: learn: 0.4306075 test: 0.4419911 best: 0.4419911 (112) total: 5.34s remaining: 36s 113: learn: 0.4303739 test: 0.4418405 best: 0.4418405 (113) total: 5.38s remaining: 35.9s 114: learn: 0.4302058 test: 0.4417270 best: 0.4417270 (114) total: 5.43s remaining: 35.9s 115: learn: 0.4299223 test: 0.4414807 best: 0.4414807 (115) total: 5.47s remaining: 35.8s 116: learn: 0.4295509 test: 0.4412295 best: 0.4412295 (116) total: 5.52s remaining: 35.8s 117: learn: 0.4292804 test: 0.4410114 best: 0.4410114 (117) total: 5.57s remaining: 35.7s 118: learn: 0.4291602 test: 0.4409719 best: 0.4409719 (118) total: 5.62s remaining: 35.7s 119: learn: 0.4290406 test: 0.4408608 best: 0.4408608 (119) total: 5.67s remaining: 35.7s 120: learn: 0.4289149 test: 0.4407370 best: 0.4407370 (120) total: 5.73s remaining: 35.7s 121: learn: 0.4285648 test: 0.4405092 best: 0.4405092 (121) total: 5.78s remaining: 35.7s 122: learn: 0.4283135 test: 0.4403112 best: 0.4403112 (122) total: 5.83s remaining: 35.7s 123: learn: 0.4282043 test: 0.4402237 best: 0.4402237 (123) total: 5.88s remaining: 35.6s 124: learn: 0.4281914 test: 0.4402175 best: 0.4402175 (124) total: 5.93s remaining: 35.6s 125: learn: 0.4278475 test: 0.4399228 best: 0.4399228 (125) total: 5.97s remaining: 35.5s 126: learn: 0.4276038 test: 0.4396818 best: 0.4396818 (126) total: 6.02s remaining: 35.4s 127: learn: 0.4273488 test: 0.4394859 best: 0.4394859 (127) total: 6.06s remaining: 35.4s 128: learn: 0.4271104 test: 0.4392907 best: 0.4392907 (128) total: 6.11s remaining: 35.3s 129: learn: 0.4270711 test: 0.4392801 best: 0.4392801 (129) total: 6.15s remaining: 35.3s 130: learn: 0.4267229 test: 0.4388421 best: 0.4388421 (130) total: 6.2s remaining: 35.2s 131: learn: 0.4258823 test: 0.4378455 best: 0.4378455 (131) total: 6.24s remaining: 35.1s 132: learn: 0.4257214 test: 0.4377861 best: 0.4377861 (132) total: 6.29s remaining: 35.1s 133: learn: 0.4255035 test: 0.4375854 best: 0.4375854 (133) total: 6.34s remaining: 35s 134: learn: 0.4252808 test: 0.4373913 best: 0.4373913 (134) total: 6.38s remaining: 35s 135: learn: 0.4247347 test: 0.4367540 best: 0.4367540 (135) total: 6.42s remaining: 34.9s 136: learn: 0.4244688 test: 0.4364890 best: 0.4364890 (136) total: 6.47s remaining: 34.8s 137: learn: 0.4242640 test: 0.4364593 best: 0.4364593 (137) total: 6.52s remaining: 34.8s 138: learn: 0.4242068 test: 0.4364277 best: 0.4364277 (138) total: 6.56s remaining: 34.7s 139: learn: 0.4241600 test: 0.4363915 best: 0.4363915 (139) total: 6.61s remaining: 34.7s 140: learn: 0.4237985 test: 0.4360879 best: 0.4360879 (140) total: 6.67s remaining: 34.7s 141: learn: 0.4236892 test: 0.4359912 best: 0.4359912 (141) total: 6.71s remaining: 34.7s 142: learn: 0.4235521 test: 0.4358699 best: 0.4358699 (142) total: 6.76s remaining: 34.6s 143: learn: 0.4233935 test: 0.4357443 best: 0.4357443 (143) total: 6.82s remaining: 34.6s 144: learn: 0.4233779 test: 0.4357419 best: 0.4357419 (144) total: 6.88s remaining: 34.6s 145: learn: 0.4230729 test: 0.4356489 best: 0.4356489 (145) total: 6.93s remaining: 34.6s 146: learn: 0.4229666 test: 0.4355785 best: 0.4355785 (146) total: 6.99s remaining: 34.6s 147: learn: 0.4227434 test: 0.4353980 best: 0.4353980 (147) total: 7.04s remaining: 34.6s 148: learn: 0.4226641 test: 0.4353241 best: 0.4353241 (148) total: 7.08s remaining: 34.5s 149: learn: 0.4224721 test: 0.4352438 best: 0.4352438 (149) total: 7.13s remaining: 34.5s 150: learn: 0.4221624 test: 0.4350801 best: 0.4350801 (150) total: 7.18s remaining: 34.4s 151: learn: 0.4218976 test: 0.4349518 best: 0.4349518 (151) total: 7.22s remaining: 34.3s 152: learn: 0.4218186 test: 0.4348839 best: 0.4348839 (152) total: 7.26s remaining: 34.3s 153: learn: 0.4214746 test: 0.4343230 best: 0.4343230 (153) total: 7.31s remaining: 34.2s 154: learn: 0.4212410 test: 0.4341288 best: 0.4341288 (154) total: 7.36s remaining: 34.2s 155: learn: 0.4209808 test: 0.4338394 best: 0.4338394 (155) total: 7.41s remaining: 34.1s 156: learn: 0.4208692 test: 0.4337765 best: 0.4337765 (156) total: 7.45s remaining: 34.1s 157: learn: 0.4207655 test: 0.4336828 best: 0.4336828 (157) total: 7.51s remaining: 34.1s 158: learn: 0.4207352 test: 0.4336883 best: 0.4336828 (157) total: 7.55s remaining: 34s 159: learn: 0.4207027 test: 0.4336502 best: 0.4336502 (159) total: 7.6s remaining: 34s 160: learn: 0.4203773 test: 0.4333524 best: 0.4333524 (160) total: 7.65s remaining: 33.9s 161: learn: 0.4202921 test: 0.4332831 best: 0.4332831 (161) total: 7.7s remaining: 33.9s 162: learn: 0.4202758 test: 0.4332760 best: 0.4332760 (162) total: 7.75s remaining: 33.9s 163: learn: 0.4201518 test: 0.4331762 best: 0.4331762 (163) total: 7.8s remaining: 33.8s 164: learn: 0.4200341 test: 0.4331448 best: 0.4331448 (164) total: 7.85s remaining: 33.8s 165: learn: 0.4198561 test: 0.4329645 best: 0.4329645 (165) total: 7.89s remaining: 33.7s 166: learn: 0.4198106 test: 0.4329644 best: 0.4329644 (166) total: 7.95s remaining: 33.7s 167: learn: 0.4196683 test: 0.4328862 best: 0.4328862 (167) total: 8s remaining: 33.7s 168: learn: 0.4195161 test: 0.4327880 best: 0.4327880 (168) total: 8.05s remaining: 33.6s 169: learn: 0.4193830 test: 0.4326695 best: 0.4326695 (169) total: 8.1s remaining: 33.6s 170: learn: 0.4191700 test: 0.4325239 best: 0.4325239 (170) total: 8.15s remaining: 33.6s 171: learn: 0.4190051 test: 0.4323949 best: 0.4323949 (171) total: 8.2s remaining: 33.5s 172: learn: 0.4187713 test: 0.4322155 best: 0.4322155 (172) total: 8.24s remaining: 33.4s 173: learn: 0.4186546 test: 0.4321224 best: 0.4321224 (173) total: 8.29s remaining: 33.4s 174: learn: 0.4186259 test: 0.4321200 best: 0.4321200 (174) total: 8.34s remaining: 33.3s 175: learn: 0.4185972 test: 0.4321276 best: 0.4321200 (174) total: 8.38s remaining: 33.3s 176: learn: 0.4185407 test: 0.4320942 best: 0.4320942 (176) total: 8.43s remaining: 33.2s 177: learn: 0.4185113 test: 0.4320819 best: 0.4320819 (177) total: 8.47s remaining: 33.2s 178: learn: 0.4184189 test: 0.4320312 best: 0.4320312 (178) total: 8.52s remaining: 33.1s 179: learn: 0.4183185 test: 0.4319231 best: 0.4319231 (179) total: 8.56s remaining: 33.1s 180: learn: 0.4181490 test: 0.4318077 best: 0.4318077 (180) total: 8.61s remaining: 33s 181: learn: 0.4180274 test: 0.4317032 best: 0.4317032 (181) total: 8.66s remaining: 33s 182: learn: 0.4179010 test: 0.4315953 best: 0.4315953 (182) total: 8.72s remaining: 33s 183: learn: 0.4177831 test: 0.4315124 best: 0.4315124 (183) total: 8.76s remaining: 32.9s 184: learn: 0.4176194 test: 0.4313955 best: 0.4313955 (184) total: 8.81s remaining: 32.9s 185: learn: 0.4174776 test: 0.4313302 best: 0.4313302 (185) total: 8.85s remaining: 32.8s 186: learn: 0.4173899 test: 0.4312450 best: 0.4312450 (186) total: 8.9s remaining: 32.7s 187: learn: 0.4173686 test: 0.4312357 best: 0.4312357 (187) total: 8.94s remaining: 32.7s 188: learn: 0.4173009 test: 0.4312371 best: 0.4312357 (187) total: 8.98s remaining: 32.6s 189: learn: 0.4171958 test: 0.4311617 best: 0.4311617 (189) total: 9.03s remaining: 32.5s 190: learn: 0.4168011 test: 0.4307890 best: 0.4307890 (190) total: 9.07s remaining: 32.5s 191: learn: 0.4165797 test: 0.4305896 best: 0.4305896 (191) total: 9.12s remaining: 32.5s 192: learn: 0.4163767 test: 0.4303296 best: 0.4303296 (192) total: 9.2s remaining: 32.5s 193: learn: 0.4162617 test: 0.4302222 best: 0.4302222 (193) total: 9.25s remaining: 32.5s 194: learn: 0.4162318 test: 0.4302203 best: 0.4302203 (194) total: 9.3s remaining: 32.4s 195: learn: 0.4162012 test: 0.4302064 best: 0.4302064 (195) total: 9.35s remaining: 32.4s 196: learn: 0.4161126 test: 0.4301370 best: 0.4301370 (196) total: 9.39s remaining: 32.3s 197: learn: 0.4160780 test: 0.4301043 best: 0.4301043 (197) total: 9.44s remaining: 32.3s 198: learn: 0.4159838 test: 0.4300158 best: 0.4300158 (198) total: 9.52s remaining: 32.3s 199: learn: 0.4157120 test: 0.4298951 best: 0.4298951 (199) total: 9.57s remaining: 32.3s 200: learn: 0.4157030 test: 0.4298970 best: 0.4298951 (199) total: 9.63s remaining: 32.3s 201: learn: 0.4156326 test: 0.4298843 best: 0.4298843 (201) total: 9.68s remaining: 32.2s 202: learn: 0.4155637 test: 0.4298243 best: 0.4298243 (202) total: 9.73s remaining: 32.2s 203: learn: 0.4155524 test: 0.4298239 best: 0.4298239 (203) total: 9.78s remaining: 32.2s 204: learn: 0.4154586 test: 0.4297399 best: 0.4297399 (204) total: 9.83s remaining: 32.1s 205: learn: 0.4154150 test: 0.4297341 best: 0.4297341 (205) total: 9.88s remaining: 32.1s 206: learn: 0.4154091 test: 0.4297376 best: 0.4297341 (205) total: 9.92s remaining: 32s 207: learn: 0.4152947 test: 0.4296337 best: 0.4296337 (207) total: 9.98s remaining: 32s 208: learn: 0.4152924 test: 0.4296340 best: 0.4296337 (207) total: 10s remaining: 31.9s 209: learn: 0.4152372 test: 0.4295587 best: 0.4295587 (209) total: 10.1s remaining: 31.9s 210: learn: 0.4151049 test: 0.4294338 best: 0.4294338 (210) total: 10.1s remaining: 31.8s 211: learn: 0.4151043 test: 0.4294337 best: 0.4294337 (211) total: 10.2s remaining: 31.8s 212: learn: 0.4149827 test: 0.4293310 best: 0.4293310 (212) total: 10.2s remaining: 31.7s 213: learn: 0.4149705 test: 0.4293361 best: 0.4293310 (212) total: 10.2s remaining: 31.7s 214: learn: 0.4149624 test: 0.4293381 best: 0.4293310 (212) total: 10.3s remaining: 31.6s 215: learn: 0.4148595 test: 0.4292473 best: 0.4292473 (215) total: 10.3s remaining: 31.5s 216: learn: 0.4146618 test: 0.4290763 best: 0.4290763 (216) total: 10.4s remaining: 31.5s 217: learn: 0.4146479 test: 0.4290724 best: 0.4290724 (217) total: 10.4s remaining: 31.5s 218: learn: 0.4146405 test: 0.4290731 best: 0.4290724 (217) total: 10.5s remaining: 31.4s 219: learn: 0.4145831 test: 0.4290294 best: 0.4290294 (219) total: 10.5s remaining: 31.4s 220: learn: 0.4144862 test: 0.4289546 best: 0.4289546 (220) total: 10.6s remaining: 31.4s 221: learn: 0.4143945 test: 0.4289080 best: 0.4289080 (221) total: 10.7s remaining: 31.3s 222: learn: 0.4141720 test: 0.4285083 best: 0.4285083 (222) total: 10.7s remaining: 31.3s 223: learn: 0.4141639 test: 0.4285067 best: 0.4285067 (223) total: 10.7s remaining: 31.2s 224: learn: 0.4140596 test: 0.4284084 best: 0.4284084 (224) total: 10.8s remaining: 31.2s 225: learn: 0.4140046 test: 0.4283858 best: 0.4283858 (225) total: 10.8s remaining: 31.1s 226: learn: 0.4139458 test: 0.4283530 best: 0.4283530 (226) total: 10.9s remaining: 31.1s 227: learn: 0.4136466 test: 0.4279335 best: 0.4279335 (227) total: 10.9s remaining: 31s 228: learn: 0.4136348 test: 0.4279377 best: 0.4279335 (227) total: 11s remaining: 31s 229: learn: 0.4135073 test: 0.4278468 best: 0.4278468 (229) total: 11s remaining: 30.9s 230: learn: 0.4134835 test: 0.4278311 best: 0.4278311 (230) total: 11.1s remaining: 30.8s 231: learn: 0.4134712 test: 0.4278257 best: 0.4278257 (231) total: 11.1s remaining: 30.8s 232: learn: 0.4134038 test: 0.4277980 best: 0.4277980 (232) total: 11.2s remaining: 30.7s 233: learn: 0.4133996 test: 0.4278019 best: 0.4277980 (232) total: 11.2s remaining: 30.7s 234: learn: 0.4133185 test: 0.4277127 best: 0.4277127 (234) total: 11.2s remaining: 30.6s 235: learn: 0.4132793 test: 0.4276718 best: 0.4276718 (235) total: 11.3s remaining: 30.6s 236: learn: 0.4132372 test: 0.4276535 best: 0.4276535 (236) total: 11.3s remaining: 30.5s 237: learn: 0.4132247 test: 0.4276546 best: 0.4276535 (236) total: 11.4s remaining: 30.5s 238: learn: 0.4132114 test: 0.4276456 best: 0.4276456 (238) total: 11.4s remaining: 30.5s 239: learn: 0.4131368 test: 0.4275909 best: 0.4275909 (239) total: 11.5s remaining: 30.4s 240: learn: 0.4130157 test: 0.4274955 best: 0.4274955 (240) total: 11.6s remaining: 30.4s 241: learn: 0.4130123 test: 0.4274991 best: 0.4274955 (240) total: 11.6s remaining: 30.3s 242: learn: 0.4129803 test: 0.4274595 best: 0.4274595 (242) total: 11.7s remaining: 30.3s 243: learn: 0.4129324 test: 0.4274295 best: 0.4274295 (243) total: 11.7s remaining: 30.3s 244: learn: 0.4129186 test: 0.4274303 best: 0.4274295 (243) total: 11.8s remaining: 30.2s 245: learn: 0.4129159 test: 0.4274303 best: 0.4274295 (243) total: 11.8s remaining: 30.2s 246: learn: 0.4128995 test: 0.4274132 best: 0.4274132 (246) total: 11.9s remaining: 30.1s 247: learn: 0.4128591 test: 0.4273991 best: 0.4273991 (247) total: 11.9s remaining: 30.1s 248: learn: 0.4128280 test: 0.4273834 best: 0.4273834 (248) total: 12s remaining: 30.1s 249: learn: 0.4127873 test: 0.4273762 best: 0.4273762 (249) total: 12s remaining: 30s 250: learn: 0.4127709 test: 0.4273652 best: 0.4273652 (250) total: 12.1s remaining: 30s 251: learn: 0.4125278 test: 0.4271713 best: 0.4271713 (251) total: 12.1s remaining: 30s 252: learn: 0.4125158 test: 0.4271745 best: 0.4271713 (251) total: 12.2s remaining: 29.9s 253: learn: 0.4125053 test: 0.4271624 best: 0.4271624 (253) total: 12.2s remaining: 29.9s 254: learn: 0.4124268 test: 0.4270930 best: 0.4270930 (254) total: 12.3s remaining: 29.8s 255: learn: 0.4123735 test: 0.4270698 best: 0.4270698 (255) total: 12.3s remaining: 29.8s 256: learn: 0.4122835 test: 0.4269640 best: 0.4269640 (256) total: 12.3s remaining: 29.7s 257: learn: 0.4122809 test: 0.4269716 best: 0.4269640 (256) total: 12.4s remaining: 29.6s 258: learn: 0.4122762 test: 0.4269751 best: 0.4269640 (256) total: 12.4s remaining: 29.6s 259: learn: 0.4122615 test: 0.4269750 best: 0.4269640 (256) total: 12.5s remaining: 29.5s 260: learn: 0.4122368 test: 0.4269696 best: 0.4269640 (256) total: 12.5s remaining: 29.5s 261: learn: 0.4122161 test: 0.4269701 best: 0.4269640 (256) total: 12.6s remaining: 29.5s 262: learn: 0.4120755 test: 0.4269600 best: 0.4269600 (262) total: 12.6s remaining: 29.4s 263: learn: 0.4120654 test: 0.4269736 best: 0.4269600 (262) total: 12.7s remaining: 29.4s 264: learn: 0.4119680 test: 0.4269134 best: 0.4269134 (264) total: 12.8s remaining: 29.4s 265: learn: 0.4118516 test: 0.4267962 best: 0.4267962 (265) total: 12.8s remaining: 29.4s 266: learn: 0.4118351 test: 0.4267897 best: 0.4267897 (266) total: 12.9s remaining: 29.3s 267: learn: 0.4116832 test: 0.4266236 best: 0.4266236 (267) total: 12.9s remaining: 29.3s 268: learn: 0.4115880 test: 0.4265393 best: 0.4265393 (268) total: 13s remaining: 29.2s 269: learn: 0.4115502 test: 0.4265210 best: 0.4265210 (269) total: 13s remaining: 29.2s 270: learn: 0.4115413 test: 0.4265132 best: 0.4265132 (270) total: 13.1s remaining: 29.1s 271: learn: 0.4115069 test: 0.4264811 best: 0.4264811 (271) total: 13.1s remaining: 29s 272: learn: 0.4114790 test: 0.4264731 best: 0.4264731 (272) total: 13.1s remaining: 29s 273: learn: 0.4114777 test: 0.4264737 best: 0.4264731 (272) total: 13.2s remaining: 28.9s 274: learn: 0.4113807 test: 0.4264041 best: 0.4264041 (274) total: 13.2s remaining: 28.9s 275: learn: 0.4112658 test: 0.4263116 best: 0.4263116 (275) total: 13.3s remaining: 28.9s 276: learn: 0.4111653 test: 0.4262195 best: 0.4262195 (276) total: 13.4s remaining: 28.9s 277: learn: 0.4110736 test: 0.4261614 best: 0.4261614 (277) total: 13.5s remaining: 28.9s 278: learn: 0.4110345 test: 0.4261386 best: 0.4261386 (278) total: 13.5s remaining: 28.9s 279: learn: 0.4108879 test: 0.4260052 best: 0.4260052 (279) total: 13.6s remaining: 28.8s 280: learn: 0.4108367 test: 0.4259681 best: 0.4259681 (280) total: 13.6s remaining: 28.8s 281: learn: 0.4108064 test: 0.4259239 best: 0.4259239 (281) total: 13.7s remaining: 28.8s 282: learn: 0.4107292 test: 0.4258931 best: 0.4258931 (282) total: 13.7s remaining: 28.7s 283: learn: 0.4107291 test: 0.4258931 best: 0.4258931 (282) total: 13.8s remaining: 28.7s 284: learn: 0.4107200 test: 0.4258942 best: 0.4258931 (282) total: 13.9s remaining: 28.7s 285: learn: 0.4106900 test: 0.4258889 best: 0.4258889 (285) total: 13.9s remaining: 28.7s 286: learn: 0.4106570 test: 0.4258852 best: 0.4258852 (286) total: 14s remaining: 28.6s 287: learn: 0.4106437 test: 0.4258803 best: 0.4258803 (287) total: 14s remaining: 28.6s 288: learn: 0.4105611 test: 0.4258407 best: 0.4258407 (288) total: 14.1s remaining: 28.5s 289: learn: 0.4105374 test: 0.4258121 best: 0.4258121 (289) total: 14.1s remaining: 28.5s 290: learn: 0.4105259 test: 0.4258064 best: 0.4258064 (290) total: 14.2s remaining: 28.4s 291: learn: 0.4105231 test: 0.4258063 best: 0.4258063 (291) total: 14.2s remaining: 28.4s 292: learn: 0.4105182 test: 0.4258048 best: 0.4258048 (292) total: 14.3s remaining: 28.3s 293: learn: 0.4104816 test: 0.4257560 best: 0.4257560 (293) total: 14.3s remaining: 28.3s 294: learn: 0.4104535 test: 0.4257401 best: 0.4257401 (294) total: 14.4s remaining: 28.2s 295: learn: 0.4103783 test: 0.4256953 best: 0.4256953 (295) total: 14.4s remaining: 28.2s 296: learn: 0.4103757 test: 0.4256954 best: 0.4256953 (295) total: 14.4s remaining: 28.1s 297: learn: 0.4102350 test: 0.4256334 best: 0.4256334 (297) total: 14.5s remaining: 28.1s 298: learn: 0.4102230 test: 0.4256316 best: 0.4256316 (298) total: 14.5s remaining: 28s 299: learn: 0.4101038 test: 0.4255663 best: 0.4255663 (299) total: 14.6s remaining: 28s 300: learn: 0.4101023 test: 0.4255683 best: 0.4255663 (299) total: 14.6s remaining: 27.9s 301: learn: 0.4100876 test: 0.4255624 best: 0.4255624 (301) total: 14.7s remaining: 27.9s 302: learn: 0.4100696 test: 0.4255593 best: 0.4255593 (302) total: 14.7s remaining: 27.8s 303: learn: 0.4099906 test: 0.4255144 best: 0.4255144 (303) total: 14.8s remaining: 27.8s 304: learn: 0.4099890 test: 0.4255138 best: 0.4255138 (304) total: 14.8s remaining: 27.7s 305: learn: 0.4099779 test: 0.4255138 best: 0.4255138 (305) total: 14.9s remaining: 27.7s 306: learn: 0.4099408 test: 0.4254954 best: 0.4254954 (306) total: 14.9s remaining: 27.6s 307: learn: 0.4098742 test: 0.4254453 best: 0.4254453 (307) total: 15s remaining: 27.5s 308: learn: 0.4098740 test: 0.4254448 best: 0.4254448 (308) total: 15s remaining: 27.5s 309: learn: 0.4098051 test: 0.4254043 best: 0.4254043 (309) total: 15.1s remaining: 27.4s 310: learn: 0.4097912 test: 0.4253628 best: 0.4253628 (310) total: 15.1s remaining: 27.4s 311: learn: 0.4096429 test: 0.4252004 best: 0.4252004 (311) total: 15.1s remaining: 27.3s 312: learn: 0.4096377 test: 0.4252026 best: 0.4252004 (311) total: 15.2s remaining: 27.3s 313: learn: 0.4096183 test: 0.4251995 best: 0.4251995 (313) total: 15.2s remaining: 27.2s 314: learn: 0.4096155 test: 0.4251990 best: 0.4251990 (314) total: 15.3s remaining: 27.2s 315: learn: 0.4093711 test: 0.4249441 best: 0.4249441 (315) total: 15.3s remaining: 27.1s 316: learn: 0.4093675 test: 0.4249448 best: 0.4249441 (315) total: 15.4s remaining: 27.1s 317: learn: 0.4093640 test: 0.4249449 best: 0.4249441 (315) total: 15.4s remaining: 27s 318: learn: 0.4093604 test: 0.4249417 best: 0.4249417 (318) total: 15.5s remaining: 26.9s 319: learn: 0.4093441 test: 0.4249480 best: 0.4249417 (318) total: 15.5s remaining: 26.9s 320: learn: 0.4093393 test: 0.4249482 best: 0.4249417 (318) total: 15.5s remaining: 26.8s 321: learn: 0.4092403 test: 0.4249381 best: 0.4249381 (321) total: 15.6s remaining: 26.8s 322: learn: 0.4092266 test: 0.4249378 best: 0.4249378 (322) total: 15.6s remaining: 26.7s 323: learn: 0.4092186 test: 0.4249331 best: 0.4249331 (323) total: 15.7s remaining: 26.6s 324: learn: 0.4091792 test: 0.4249290 best: 0.4249290 (324) total: 15.7s remaining: 26.6s 325: learn: 0.4091760 test: 0.4249264 best: 0.4249264 (325) total: 15.8s remaining: 26.6s 326: learn: 0.4091618 test: 0.4249264 best: 0.4249264 (326) total: 15.8s remaining: 26.5s 327: learn: 0.4090353 test: 0.4247356 best: 0.4247356 (327) total: 15.9s remaining: 26.5s 328: learn: 0.4089063 test: 0.4245605 best: 0.4245605 (328) total: 15.9s remaining: 26.4s 329: learn: 0.4089035 test: 0.4245611 best: 0.4245605 (328) total: 16s remaining: 26.4s 330: learn: 0.4088974 test: 0.4245605 best: 0.4245605 (328) total: 16s remaining: 26.3s 331: learn: 0.4088957 test: 0.4245604 best: 0.4245604 (331) total: 16.1s remaining: 26.3s 332: learn: 0.4088773 test: 0.4245541 best: 0.4245541 (332) total: 16.1s remaining: 26.2s 333: learn: 0.4088765 test: 0.4245540 best: 0.4245540 (333) total: 16.2s remaining: 26.2s 334: learn: 0.4088631 test: 0.4245539 best: 0.4245539 (334) total: 16.2s remaining: 26.2s 335: learn: 0.4086314 test: 0.4244770 best: 0.4244770 (335) total: 16.3s remaining: 26.1s 336: learn: 0.4086307 test: 0.4244764 best: 0.4244764 (336) total: 16.3s remaining: 26.1s 337: learn: 0.4086205 test: 0.4244757 best: 0.4244757 (337) total: 16.4s remaining: 26s 338: learn: 0.4084028 test: 0.4243506 best: 0.4243506 (338) total: 16.4s remaining: 26s 339: learn: 0.4083933 test: 0.4243489 best: 0.4243489 (339) total: 16.5s remaining: 25.9s 340: learn: 0.4083910 test: 0.4243516 best: 0.4243489 (339) total: 16.5s remaining: 25.9s 341: learn: 0.4083792 test: 0.4243515 best: 0.4243489 (339) total: 16.6s remaining: 25.8s 342: learn: 0.4082765 test: 0.4242436 best: 0.4242436 (342) total: 16.6s remaining: 25.8s 343: learn: 0.4082503 test: 0.4242077 best: 0.4242077 (343) total: 16.7s remaining: 25.7s 344: learn: 0.4082453 test: 0.4242074 best: 0.4242074 (344) total: 16.7s remaining: 25.7s 345: learn: 0.4081588 test: 0.4241310 best: 0.4241310 (345) total: 16.8s remaining: 25.6s 346: learn: 0.4081562 test: 0.4241321 best: 0.4241310 (345) total: 16.8s remaining: 25.6s 347: learn: 0.4081541 test: 0.4241318 best: 0.4241310 (345) total: 16.9s remaining: 25.5s 348: learn: 0.4081366 test: 0.4241194 best: 0.4241194 (348) total: 16.9s remaining: 25.5s 349: learn: 0.4081233 test: 0.4241184 best: 0.4241184 (349) total: 16.9s remaining: 25.4s 350: learn: 0.4080911 test: 0.4241419 best: 0.4241184 (349) total: 17s remaining: 25.3s 351: learn: 0.4080674 test: 0.4241348 best: 0.4241184 (349) total: 17s remaining: 25.3s 352: learn: 0.4080176 test: 0.4241005 best: 0.4241005 (352) total: 17.1s remaining: 25.2s 353: learn: 0.4080087 test: 0.4241000 best: 0.4241000 (353) total: 17.1s remaining: 25.2s 354: learn: 0.4080062 test: 0.4241001 best: 0.4241000 (353) total: 17.1s remaining: 25.1s 355: learn: 0.4080058 test: 0.4241002 best: 0.4241000 (353) total: 17.2s remaining: 25s 356: learn: 0.4079833 test: 0.4240961 best: 0.4240961 (356) total: 17.2s remaining: 25s 357: learn: 0.4079823 test: 0.4240961 best: 0.4240961 (356) total: 17.3s remaining: 24.9s 358: learn: 0.4078108 test: 0.4240031 best: 0.4240031 (358) total: 17.3s remaining: 24.9s 359: learn: 0.4078016 test: 0.4239933 best: 0.4239933 (359) total: 17.3s remaining: 24.8s 360: learn: 0.4077956 test: 0.4239918 best: 0.4239918 (360) total: 17.4s remaining: 24.8s 361: learn: 0.4077889 test: 0.4239933 best: 0.4239918 (360) total: 17.4s remaining: 24.7s 362: learn: 0.4077869 test: 0.4239934 best: 0.4239918 (360) total: 17.5s remaining: 24.7s 363: learn: 0.4077810 test: 0.4239927 best: 0.4239918 (360) total: 17.5s remaining: 24.6s 364: learn: 0.4077013 test: 0.4239195 best: 0.4239195 (364) total: 17.6s remaining: 24.5s 365: learn: 0.4076901 test: 0.4239195 best: 0.4239195 (365) total: 17.6s remaining: 24.5s 366: learn: 0.4076256 test: 0.4238692 best: 0.4238692 (366) total: 17.7s remaining: 24.4s 367: learn: 0.4073866 test: 0.4237123 best: 0.4237123 (367) total: 17.7s remaining: 24.4s 368: learn: 0.4073824 test: 0.4237134 best: 0.4237123 (367) total: 17.8s remaining: 24.3s 369: learn: 0.4073751 test: 0.4237236 best: 0.4237123 (367) total: 17.8s remaining: 24.3s 370: learn: 0.4073021 test: 0.4236688 best: 0.4236688 (370) total: 17.8s remaining: 24.2s 371: learn: 0.4072281 test: 0.4235930 best: 0.4235930 (371) total: 17.9s remaining: 24.2s 372: learn: 0.4072033 test: 0.4235159 best: 0.4235159 (372) total: 17.9s remaining: 24.1s 373: learn: 0.4072017 test: 0.4235153 best: 0.4235153 (373) total: 18s remaining: 24.1s 374: learn: 0.4070892 test: 0.4234105 best: 0.4234105 (374) total: 18s remaining: 24s 375: learn: 0.4070876 test: 0.4234109 best: 0.4234105 (374) total: 18.1s remaining: 24s 376: learn: 0.4070697 test: 0.4234031 best: 0.4234031 (376) total: 18.1s remaining: 23.9s 377: learn: 0.4070679 test: 0.4234032 best: 0.4234031 (376) total: 18.2s remaining: 23.9s 378: learn: 0.4070664 test: 0.4234028 best: 0.4234028 (378) total: 18.2s remaining: 23.8s 379: learn: 0.4069615 test: 0.4233631 best: 0.4233631 (379) total: 18.2s remaining: 23.8s 380: learn: 0.4069518 test: 0.4233533 best: 0.4233533 (380) total: 18.3s remaining: 23.7s 381: learn: 0.4069233 test: 0.4233470 best: 0.4233470 (381) total: 18.3s remaining: 23.7s 382: learn: 0.4068374 test: 0.4232128 best: 0.4232128 (382) total: 18.4s remaining: 23.6s 383: learn: 0.4068333 test: 0.4232071 best: 0.4232071 (383) total: 18.4s remaining: 23.6s 384: learn: 0.4068312 test: 0.4232075 best: 0.4232071 (383) total: 18.5s remaining: 23.5s 385: learn: 0.4068246 test: 0.4232026 best: 0.4232026 (385) total: 18.6s remaining: 23.5s 386: learn: 0.4068101 test: 0.4231888 best: 0.4231888 (386) total: 18.6s remaining: 23.5s 387: learn: 0.4068032 test: 0.4231921 best: 0.4231888 (386) total: 18.7s remaining: 23.4s 388: learn: 0.4066423 test: 0.4230545 best: 0.4230545 (388) total: 18.7s remaining: 23.4s 389: learn: 0.4064890 test: 0.4229489 best: 0.4229489 (389) total: 18.8s remaining: 23.4s 390: learn: 0.4064714 test: 0.4229477 best: 0.4229477 (390) total: 18.8s remaining: 23.3s 391: learn: 0.4064714 test: 0.4229478 best: 0.4229477 (390) total: 18.9s remaining: 23.2s 392: learn: 0.4064594 test: 0.4229188 best: 0.4229188 (392) total: 18.9s remaining: 23.2s 393: learn: 0.4064578 test: 0.4229164 best: 0.4229164 (393) total: 18.9s remaining: 23.1s 394: learn: 0.4064220 test: 0.4229044 best: 0.4229044 (394) total: 19s remaining: 23.1s 395: learn: 0.4064071 test: 0.4229044 best: 0.4229044 (394) total: 19s remaining: 23s 396: learn: 0.4063970 test: 0.4229044 best: 0.4229044 (394) total: 19.1s remaining: 23s 397: learn: 0.4063678 test: 0.4228743 best: 0.4228743 (397) total: 19.1s remaining: 22.9s 398: learn: 0.4063579 test: 0.4228743 best: 0.4228743 (398) total: 19.2s remaining: 22.9s 399: learn: 0.4063554 test: 0.4228740 best: 0.4228740 (399) total: 19.2s remaining: 22.8s 400: learn: 0.4063484 test: 0.4228740 best: 0.4228740 (400) total: 19.3s remaining: 22.8s 401: learn: 0.4063478 test: 0.4228741 best: 0.4228740 (400) total: 19.3s remaining: 22.7s 402: learn: 0.4063424 test: 0.4228863 best: 0.4228740 (400) total: 19.4s remaining: 22.7s 403: learn: 0.4062997 test: 0.4228636 best: 0.4228636 (403) total: 19.4s remaining: 22.6s 404: learn: 0.4062914 test: 0.4228474 best: 0.4228474 (404) total: 19.5s remaining: 22.6s 405: learn: 0.4061909 test: 0.4227641 best: 0.4227641 (405) total: 19.5s remaining: 22.5s 406: learn: 0.4061827 test: 0.4227605 best: 0.4227605 (406) total: 19.6s remaining: 22.5s 407: learn: 0.4061684 test: 0.4227622 best: 0.4227605 (406) total: 19.6s remaining: 22.4s 408: learn: 0.4060911 test: 0.4226900 best: 0.4226900 (408) total: 19.7s remaining: 22.4s 409: learn: 0.4060855 test: 0.4226949 best: 0.4226900 (408) total: 19.7s remaining: 22.4s 410: learn: 0.4060822 test: 0.4226981 best: 0.4226900 (408) total: 19.8s remaining: 22.3s 411: learn: 0.4060818 test: 0.4226982 best: 0.4226900 (408) total: 19.8s remaining: 22.3s 412: learn: 0.4060362 test: 0.4226770 best: 0.4226770 (412) total: 19.9s remaining: 22.2s 413: learn: 0.4060362 test: 0.4226771 best: 0.4226770 (412) total: 19.9s remaining: 22.2s 414: learn: 0.4059591 test: 0.4226395 best: 0.4226395 (414) total: 19.9s remaining: 22.1s 415: learn: 0.4059478 test: 0.4226282 best: 0.4226282 (415) total: 20s remaining: 22.1s 416: learn: 0.4059396 test: 0.4226282 best: 0.4226282 (416) total: 20s remaining: 22s 417: learn: 0.4059335 test: 0.4226324 best: 0.4226282 (416) total: 20.1s remaining: 22s 418: learn: 0.4059077 test: 0.4226194 best: 0.4226194 (418) total: 20.1s remaining: 21.9s 419: learn: 0.4059073 test: 0.4226191 best: 0.4226191 (419) total: 20.2s remaining: 21.9s 420: learn: 0.4059030 test: 0.4226178 best: 0.4226178 (420) total: 20.2s remaining: 21.8s 421: learn: 0.4058976 test: 0.4226121 best: 0.4226121 (421) total: 20.3s remaining: 21.8s 422: learn: 0.4058292 test: 0.4225776 best: 0.4225776 (422) total: 20.3s remaining: 21.7s 423: learn: 0.4057212 test: 0.4224796 best: 0.4224796 (423) total: 20.4s remaining: 21.7s 424: learn: 0.4057185 test: 0.4224767 best: 0.4224767 (424) total: 20.4s remaining: 21.6s 425: learn: 0.4056483 test: 0.4224329 best: 0.4224329 (425) total: 20.5s remaining: 21.6s 426: learn: 0.4055953 test: 0.4224145 best: 0.4224145 (426) total: 20.6s remaining: 21.6s 427: learn: 0.4055180 test: 0.4223787 best: 0.4223787 (427) total: 20.6s remaining: 21.5s 428: learn: 0.4054741 test: 0.4223757 best: 0.4223757 (428) total: 20.7s remaining: 21.5s 429: learn: 0.4054702 test: 0.4223768 best: 0.4223757 (428) total: 20.7s remaining: 21.4s 430: learn: 0.4053053 test: 0.4221499 best: 0.4221499 (430) total: 20.8s remaining: 21.4s 431: learn: 0.4052158 test: 0.4221582 best: 0.4221499 (430) total: 20.8s remaining: 21.3s 432: learn: 0.4051994 test: 0.4221474 best: 0.4221474 (432) total: 20.8s remaining: 21.3s 433: learn: 0.4051969 test: 0.4221478 best: 0.4221474 (432) total: 20.9s remaining: 21.2s 434: learn: 0.4051223 test: 0.4220932 best: 0.4220932 (434) total: 20.9s remaining: 21.2s 435: learn: 0.4051199 test: 0.4220963 best: 0.4220932 (434) total: 21s remaining: 21.1s 436: learn: 0.4051062 test: 0.4221019 best: 0.4220932 (434) total: 21s remaining: 21.1s 437: learn: 0.4050904 test: 0.4220777 best: 0.4220777 (437) total: 21.1s remaining: 21s 438: learn: 0.4050172 test: 0.4220186 best: 0.4220186 (438) total: 21.1s remaining: 21s 439: learn: 0.4050012 test: 0.4220157 best: 0.4220157 (439) total: 21.2s remaining: 20.9s 440: learn: 0.4048866 test: 0.4219019 best: 0.4219019 (440) total: 21.2s remaining: 20.9s 441: learn: 0.4048669 test: 0.4218828 best: 0.4218828 (441) total: 21.2s remaining: 20.8s 442: learn: 0.4048624 test: 0.4218851 best: 0.4218828 (441) total: 21.3s remaining: 20.8s 443: learn: 0.4047948 test: 0.4218811 best: 0.4218811 (443) total: 21.3s remaining: 20.7s 444: learn: 0.4047889 test: 0.4218837 best: 0.4218811 (443) total: 21.4s remaining: 20.7s 445: learn: 0.4047707 test: 0.4218775 best: 0.4218775 (445) total: 21.4s remaining: 20.6s 446: learn: 0.4047682 test: 0.4218767 best: 0.4218767 (446) total: 21.5s remaining: 20.6s 447: learn: 0.4047596 test: 0.4218383 best: 0.4218383 (447) total: 21.5s remaining: 20.5s 448: learn: 0.4047287 test: 0.4217904 best: 0.4217904 (448) total: 21.6s remaining: 20.5s 449: learn: 0.4047249 test: 0.4217859 best: 0.4217859 (449) total: 21.6s remaining: 20.4s 450: learn: 0.4047212 test: 0.4217829 best: 0.4217829 (450) total: 21.7s remaining: 20.4s 451: learn: 0.4047100 test: 0.4217693 best: 0.4217693 (451) total: 21.7s remaining: 20.3s 452: learn: 0.4046834 test: 0.4217683 best: 0.4217683 (452) total: 21.7s remaining: 20.3s 453: learn: 0.4046801 test: 0.4217160 best: 0.4217160 (453) total: 21.8s remaining: 20.2s 454: learn: 0.4046671 test: 0.4217168 best: 0.4217160 (453) total: 21.8s remaining: 20.2s 455: learn: 0.4046410 test: 0.4217019 best: 0.4217019 (455) total: 21.9s remaining: 20.1s 456: learn: 0.4046045 test: 0.4216762 best: 0.4216762 (456) total: 21.9s remaining: 20s 457: learn: 0.4046029 test: 0.4216745 best: 0.4216745 (457) total: 22s remaining: 20s 458: learn: 0.4045922 test: 0.4216639 best: 0.4216639 (458) total: 22s remaining: 20s 459: learn: 0.4045688 test: 0.4216471 best: 0.4216471 (459) total: 22.1s remaining: 19.9s 460: learn: 0.4045682 test: 0.4216469 best: 0.4216469 (460) total: 22.1s remaining: 19.9s 461: learn: 0.4044824 test: 0.4215652 best: 0.4215652 (461) total: 22.2s remaining: 19.8s 462: learn: 0.4044211 test: 0.4215394 best: 0.4215394 (462) total: 22.2s remaining: 19.8s 463: learn: 0.4044108 test: 0.4215299 best: 0.4215299 (463) total: 22.2s remaining: 19.7s 464: learn: 0.4043495 test: 0.4214869 best: 0.4214869 (464) total: 22.3s remaining: 19.7s 465: learn: 0.4043429 test: 0.4214851 best: 0.4214851 (465) total: 22.3s remaining: 19.6s 466: learn: 0.4043192 test: 0.4214854 best: 0.4214851 (465) total: 22.4s remaining: 19.6s 467: learn: 0.4042821 test: 0.4214570 best: 0.4214570 (467) total: 22.5s remaining: 19.5s 468: learn: 0.4042784 test: 0.4214579 best: 0.4214570 (467) total: 22.5s remaining: 19.5s 469: learn: 0.4042763 test: 0.4214543 best: 0.4214543 (469) total: 22.6s remaining: 19.5s 470: learn: 0.4042105 test: 0.4213924 best: 0.4213924 (470) total: 22.6s remaining: 19.4s 471: learn: 0.4042060 test: 0.4213915 best: 0.4213915 (471) total: 22.7s remaining: 19.4s 472: learn: 0.4041266 test: 0.4213742 best: 0.4213742 (472) total: 22.7s remaining: 19.3s 473: learn: 0.4041234 test: 0.4213725 best: 0.4213725 (473) total: 22.8s remaining: 19.3s 474: learn: 0.4041215 test: 0.4213694 best: 0.4213694 (474) total: 22.8s remaining: 19.2s 475: learn: 0.4041205 test: 0.4213681 best: 0.4213681 (475) total: 22.9s remaining: 19.2s 476: learn: 0.4041199 test: 0.4213680 best: 0.4213680 (476) total: 22.9s remaining: 19.1s 477: learn: 0.4041074 test: 0.4213792 best: 0.4213680 (476) total: 23s remaining: 19.1s 478: learn: 0.4041031 test: 0.4213783 best: 0.4213680 (476) total: 23s remaining: 19s 479: learn: 0.4040924 test: 0.4213758 best: 0.4213680 (476) total: 23s remaining: 19s 480: learn: 0.4040806 test: 0.4213729 best: 0.4213680 (476) total: 23.1s remaining: 18.9s 481: learn: 0.4040766 test: 0.4213655 best: 0.4213655 (481) total: 23.2s remaining: 18.9s 482: learn: 0.4040752 test: 0.4213673 best: 0.4213655 (481) total: 23.2s remaining: 18.8s 483: learn: 0.4039815 test: 0.4213538 best: 0.4213538 (483) total: 23.3s remaining: 18.8s 484: learn: 0.4039525 test: 0.4213495 best: 0.4213495 (484) total: 23.3s remaining: 18.7s 485: learn: 0.4039509 test: 0.4213493 best: 0.4213493 (485) total: 23.4s remaining: 18.7s 486: learn: 0.4039491 test: 0.4213518 best: 0.4213493 (485) total: 23.4s remaining: 18.7s 487: learn: 0.4039490 test: 0.4213517 best: 0.4213493 (485) total: 23.5s remaining: 18.6s 488: learn: 0.4039470 test: 0.4213521 best: 0.4213493 (485) total: 23.5s remaining: 18.6s 489: learn: 0.4039299 test: 0.4213626 best: 0.4213493 (485) total: 23.6s remaining: 18.5s 490: learn: 0.4039270 test: 0.4213624 best: 0.4213493 (485) total: 23.6s remaining: 18.5s 491: learn: 0.4039251 test: 0.4213612 best: 0.4213493 (485) total: 23.7s remaining: 18.4s 492: learn: 0.4039232 test: 0.4213611 best: 0.4213493 (485) total: 23.7s remaining: 18.4s 493: learn: 0.4039221 test: 0.4213609 best: 0.4213493 (485) total: 23.8s remaining: 18.3s 494: learn: 0.4039118 test: 0.4213539 best: 0.4213493 (485) total: 23.8s remaining: 18.3s 495: learn: 0.4039002 test: 0.4213642 best: 0.4213493 (485) total: 23.9s remaining: 18.3s 496: learn: 0.4037742 test: 0.4213321 best: 0.4213321 (496) total: 23.9s remaining: 18.2s 497: learn: 0.4037739 test: 0.4213319 best: 0.4213319 (497) total: 24s remaining: 18.2s 498: learn: 0.4037655 test: 0.4213300 best: 0.4213300 (498) total: 24s remaining: 18.1s 499: learn: 0.4037630 test: 0.4213274 best: 0.4213274 (499) total: 24.1s remaining: 18.1s 500: learn: 0.4037545 test: 0.4213193 best: 0.4213193 (500) total: 24.1s remaining: 18s 501: learn: 0.4037382 test: 0.4213330 best: 0.4213193 (500) total: 24.2s remaining: 18s 502: learn: 0.4037347 test: 0.4213311 best: 0.4213193 (500) total: 24.3s remaining: 18s 503: learn: 0.4037264 test: 0.4213300 best: 0.4213193 (500) total: 24.3s remaining: 17.9s 504: learn: 0.4035439 test: 0.4211070 best: 0.4211070 (504) total: 24.4s remaining: 17.9s 505: learn: 0.4035277 test: 0.4211047 best: 0.4211047 (505) total: 24.5s remaining: 17.9s 506: learn: 0.4035086 test: 0.4210949 best: 0.4210949 (506) total: 24.6s remaining: 17.8s 507: learn: 0.4035077 test: 0.4210939 best: 0.4210939 (507) total: 24.6s remaining: 17.8s 508: learn: 0.4034505 test: 0.4210695 best: 0.4210695 (508) total: 24.7s remaining: 17.7s 509: learn: 0.4034209 test: 0.4210424 best: 0.4210424 (509) total: 24.8s remaining: 17.7s 510: learn: 0.4033739 test: 0.4210183 best: 0.4210183 (510) total: 24.8s remaining: 17.7s 511: learn: 0.4033649 test: 0.4210116 best: 0.4210116 (511) total: 24.9s remaining: 17.6s 512: learn: 0.4033454 test: 0.4209951 best: 0.4209951 (512) total: 24.9s remaining: 17.6s 513: learn: 0.4033144 test: 0.4209953 best: 0.4209951 (512) total: 25s remaining: 17.6s 514: learn: 0.4032045 test: 0.4208964 best: 0.4208964 (514) total: 25.1s remaining: 17.5s 515: learn: 0.4032040 test: 0.4208960 best: 0.4208960 (515) total: 25.1s remaining: 17.5s 516: learn: 0.4031548 test: 0.4208584 best: 0.4208584 (516) total: 25.2s remaining: 17.4s 517: learn: 0.4031545 test: 0.4208584 best: 0.4208584 (517) total: 25.2s remaining: 17.4s 518: learn: 0.4031534 test: 0.4208563 best: 0.4208563 (518) total: 25.3s remaining: 17.3s 519: learn: 0.4031493 test: 0.4208557 best: 0.4208557 (519) total: 25.3s remaining: 17.3s 520: learn: 0.4031461 test: 0.4208554 best: 0.4208554 (520) total: 25.4s remaining: 17.3s 521: learn: 0.4031170 test: 0.4208263 best: 0.4208263 (521) total: 25.5s remaining: 17.2s 522: learn: 0.4030777 test: 0.4208154 best: 0.4208154 (522) total: 25.5s remaining: 17.2s 523: learn: 0.4030760 test: 0.4208150 best: 0.4208150 (523) total: 25.6s remaining: 17.1s 524: learn: 0.4030750 test: 0.4208151 best: 0.4208150 (523) total: 25.6s remaining: 17.1s 525: learn: 0.4030748 test: 0.4208150 best: 0.4208150 (525) total: 25.6s remaining: 17s 526: learn: 0.4030741 test: 0.4208146 best: 0.4208146 (526) total: 25.7s remaining: 17s 527: learn: 0.4030183 test: 0.4207730 best: 0.4207730 (527) total: 25.8s remaining: 16.9s 528: learn: 0.4029746 test: 0.4207616 best: 0.4207616 (528) total: 25.8s remaining: 16.9s 529: learn: 0.4029693 test: 0.4207606 best: 0.4207606 (529) total: 25.9s remaining: 16.8s 530: learn: 0.4029660 test: 0.4207709 best: 0.4207606 (529) total: 25.9s remaining: 16.8s 531: learn: 0.4029527 test: 0.4207636 best: 0.4207606 (529) total: 26s remaining: 16.7s 532: learn: 0.4029426 test: 0.4207649 best: 0.4207606 (529) total: 26s remaining: 16.7s 533: learn: 0.4029271 test: 0.4207535 best: 0.4207535 (533) total: 26.1s remaining: 16.6s 534: learn: 0.4029254 test: 0.4207530 best: 0.4207530 (534) total: 26.1s remaining: 16.6s 535: learn: 0.4029250 test: 0.4207543 best: 0.4207530 (534) total: 26.1s remaining: 16.5s 536: learn: 0.4029230 test: 0.4207529 best: 0.4207529 (536) total: 26.2s remaining: 16.5s 537: learn: 0.4028928 test: 0.4207367 best: 0.4207367 (537) total: 26.2s remaining: 16.4s 538: learn: 0.4028919 test: 0.4207369 best: 0.4207367 (537) total: 26.3s remaining: 16.4s 539: learn: 0.4028183 test: 0.4206674 best: 0.4206674 (539) total: 26.3s remaining: 16.3s 540: learn: 0.4028179 test: 0.4206677 best: 0.4206674 (539) total: 26.4s remaining: 16.3s 541: learn: 0.4028178 test: 0.4206681 best: 0.4206674 (539) total: 26.4s remaining: 16.2s 542: learn: 0.4028145 test: 0.4206663 best: 0.4206663 (542) total: 26.5s remaining: 16.2s 543: learn: 0.4028131 test: 0.4206677 best: 0.4206663 (542) total: 26.5s remaining: 16.1s 544: learn: 0.4028121 test: 0.4206678 best: 0.4206663 (542) total: 26.6s remaining: 16.1s 545: learn: 0.4028120 test: 0.4206678 best: 0.4206663 (542) total: 26.6s remaining: 16s 546: learn: 0.4028065 test: 0.4206651 best: 0.4206651 (546) total: 26.7s remaining: 16s 547: learn: 0.4028065 test: 0.4206651 best: 0.4206651 (546) total: 26.7s remaining: 15.9s 548: learn: 0.4028062 test: 0.4206652 best: 0.4206651 (546) total: 26.8s remaining: 15.9s 549: learn: 0.4028042 test: 0.4206654 best: 0.4206651 (546) total: 26.8s remaining: 15.8s 550: learn: 0.4028029 test: 0.4206656 best: 0.4206651 (546) total: 26.9s remaining: 15.8s 551: learn: 0.4028018 test: 0.4206656 best: 0.4206651 (546) total: 26.9s remaining: 15.7s 552: learn: 0.4027993 test: 0.4206656 best: 0.4206651 (546) total: 26.9s remaining: 15.7s 553: learn: 0.4027955 test: 0.4206191 best: 0.4206191 (553) total: 27s remaining: 15.6s 554: learn: 0.4027945 test: 0.4206190 best: 0.4206190 (554) total: 27s remaining: 15.6s 555: learn: 0.4027635 test: 0.4206079 best: 0.4206079 (555) total: 27.1s remaining: 15.5s 556: learn: 0.4027628 test: 0.4206082 best: 0.4206079 (555) total: 27.1s remaining: 15.5s 557: learn: 0.4027482 test: 0.4206049 best: 0.4206049 (557) total: 27.2s remaining: 15.4s 558: learn: 0.4027396 test: 0.4205977 best: 0.4205977 (558) total: 27.2s remaining: 15.4s 559: learn: 0.4027291 test: 0.4205983 best: 0.4205977 (558) total: 27.3s remaining: 15.3s 560: learn: 0.4026840 test: 0.4205660 best: 0.4205660 (560) total: 27.3s remaining: 15.3s 561: learn: 0.4026839 test: 0.4205660 best: 0.4205660 (560) total: 27.4s remaining: 15.2s 562: learn: 0.4026488 test: 0.4205715 best: 0.4205660 (560) total: 27.4s remaining: 15.2s 563: learn: 0.4025990 test: 0.4205597 best: 0.4205597 (563) total: 27.5s remaining: 15.1s 564: learn: 0.4025938 test: 0.4205625 best: 0.4205597 (563) total: 27.5s remaining: 15.1s 565: learn: 0.4025821 test: 0.4205562 best: 0.4205562 (565) total: 27.5s remaining: 15s 566: learn: 0.4025813 test: 0.4205561 best: 0.4205561 (566) total: 27.6s remaining: 15s 567: learn: 0.4025775 test: 0.4205557 best: 0.4205557 (567) total: 27.6s remaining: 14.9s 568: learn: 0.4025255 test: 0.4204890 best: 0.4204890 (568) total: 27.7s remaining: 14.9s 569: learn: 0.4025224 test: 0.4204886 best: 0.4204886 (569) total: 27.7s remaining: 14.8s 570: learn: 0.4025220 test: 0.4204885 best: 0.4204885 (570) total: 27.8s remaining: 14.8s 571: learn: 0.4024622 test: 0.4204669 best: 0.4204669 (571) total: 27.8s remaining: 14.7s 572: learn: 0.4024373 test: 0.4204671 best: 0.4204669 (571) total: 27.9s remaining: 14.7s 573: learn: 0.4024260 test: 0.4204637 best: 0.4204637 (573) total: 27.9s remaining: 14.6s 574: learn: 0.4023637 test: 0.4203786 best: 0.4203786 (574) total: 27.9s remaining: 14.6s 575: learn: 0.4023556 test: 0.4203473 best: 0.4203473 (575) total: 28s remaining: 14.5s 576: learn: 0.4023298 test: 0.4203519 best: 0.4203473 (575) total: 28s remaining: 14.5s 577: learn: 0.4023077 test: 0.4203505 best: 0.4203473 (575) total: 28.1s remaining: 14.4s 578: learn: 0.4022594 test: 0.4203049 best: 0.4203049 (578) total: 28.1s remaining: 14.4s 579: learn: 0.4022592 test: 0.4203049 best: 0.4203049 (578) total: 28.2s remaining: 14.3s 580: learn: 0.4022590 test: 0.4203049 best: 0.4203049 (580) total: 28.2s remaining: 14.3s 581: learn: 0.4022354 test: 0.4202866 best: 0.4202866 (581) total: 28.3s remaining: 14.2s 582: learn: 0.4022340 test: 0.4202855 best: 0.4202855 (582) total: 28.3s remaining: 14.2s 583: learn: 0.4021677 test: 0.4202702 best: 0.4202702 (583) total: 28.3s remaining: 14.1s 584: learn: 0.4021375 test: 0.4202622 best: 0.4202622 (584) total: 28.4s remaining: 14.1s 585: learn: 0.4021325 test: 0.4202565 best: 0.4202565 (585) total: 28.4s remaining: 14s 586: learn: 0.4021321 test: 0.4202565 best: 0.4202565 (585) total: 28.5s remaining: 14s 587: learn: 0.4021016 test: 0.4202304 best: 0.4202304 (587) total: 28.5s remaining: 13.9s 588: learn: 0.4021000 test: 0.4202324 best: 0.4202304 (587) total: 28.6s remaining: 13.9s 589: learn: 0.4021000 test: 0.4202325 best: 0.4202304 (587) total: 28.6s remaining: 13.8s 590: learn: 0.4020015 test: 0.4201460 best: 0.4201460 (590) total: 28.7s remaining: 13.8s 591: learn: 0.4019798 test: 0.4201384 best: 0.4201384 (591) total: 28.7s remaining: 13.7s 592: learn: 0.4018939 test: 0.4200927 best: 0.4200927 (592) total: 28.8s remaining: 13.7s 593: learn: 0.4018561 test: 0.4200377 best: 0.4200377 (593) total: 28.8s remaining: 13.6s 594: learn: 0.4018554 test: 0.4200368 best: 0.4200368 (594) total: 28.9s remaining: 13.6s 595: learn: 0.4018459 test: 0.4200390 best: 0.4200368 (594) total: 28.9s remaining: 13.5s 596: learn: 0.4018436 test: 0.4200078 best: 0.4200078 (596) total: 29s remaining: 13.5s 597: learn: 0.4018433 test: 0.4200064 best: 0.4200064 (597) total: 29s remaining: 13.4s 598: learn: 0.4018251 test: 0.4200054 best: 0.4200054 (598) total: 29.1s remaining: 13.4s 599: learn: 0.4018245 test: 0.4200054 best: 0.4200054 (599) total: 29.2s remaining: 13.4s 600: learn: 0.4018208 test: 0.4200031 best: 0.4200031 (600) total: 29.2s remaining: 13.3s 601: learn: 0.4017957 test: 0.4199908 best: 0.4199908 (601) total: 29.3s remaining: 13.3s 602: learn: 0.4017244 test: 0.4199675 best: 0.4199675 (602) total: 29.4s remaining: 13.3s 603: learn: 0.4017238 test: 0.4199671 best: 0.4199671 (603) total: 29.5s remaining: 13.2s 604: learn: 0.4017238 test: 0.4199670 best: 0.4199670 (604) total: 29.5s remaining: 13.2s 605: learn: 0.4017235 test: 0.4199657 best: 0.4199657 (605) total: 29.6s remaining: 13.1s 606: learn: 0.4017227 test: 0.4199667 best: 0.4199657 (605) total: 29.6s remaining: 13.1s 607: learn: 0.4017052 test: 0.4199603 best: 0.4199603 (607) total: 29.7s remaining: 13s 608: learn: 0.4016013 test: 0.4198535 best: 0.4198535 (608) total: 29.7s remaining: 13s 609: learn: 0.4016005 test: 0.4198523 best: 0.4198523 (609) total: 29.8s remaining: 12.9s 610: learn: 0.4015339 test: 0.4197818 best: 0.4197818 (610) total: 29.8s remaining: 12.9s 611: learn: 0.4015335 test: 0.4197818 best: 0.4197818 (611) total: 29.9s remaining: 12.8s 612: learn: 0.4015297 test: 0.4197839 best: 0.4197818 (611) total: 29.9s remaining: 12.8s 613: learn: 0.4015093 test: 0.4197848 best: 0.4197818 (611) total: 30s remaining: 12.7s 614: learn: 0.4014239 test: 0.4197331 best: 0.4197331 (614) total: 30s remaining: 12.7s 615: learn: 0.4014227 test: 0.4197314 best: 0.4197314 (615) total: 30.1s remaining: 12.6s 616: learn: 0.4014219 test: 0.4197299 best: 0.4197299 (616) total: 30.1s remaining: 12.6s 617: learn: 0.4014184 test: 0.4197249 best: 0.4197249 (617) total: 30.1s remaining: 12.5s 618: learn: 0.4013766 test: 0.4197020 best: 0.4197020 (618) total: 30.2s remaining: 12.5s 619: learn: 0.4013663 test: 0.4197135 best: 0.4197020 (618) total: 30.2s remaining: 12.4s 620: learn: 0.4013659 test: 0.4197134 best: 0.4197020 (618) total: 30.3s remaining: 12.4s 621: learn: 0.4013653 test: 0.4197125 best: 0.4197020 (618) total: 30.3s remaining: 12.3s 622: learn: 0.4013190 test: 0.4197058 best: 0.4197020 (618) total: 30.4s remaining: 12.3s 623: learn: 0.4013187 test: 0.4197058 best: 0.4197020 (618) total: 30.4s remaining: 12.2s 624: learn: 0.4012583 test: 0.4197143 best: 0.4197020 (618) total: 30.5s remaining: 12.2s 625: learn: 0.4012415 test: 0.4197069 best: 0.4197020 (618) total: 30.5s remaining: 12.1s 626: learn: 0.4012411 test: 0.4197070 best: 0.4197020 (618) total: 30.6s remaining: 12.1s 627: learn: 0.4012360 test: 0.4196762 best: 0.4196762 (627) total: 30.6s remaining: 12s 628: learn: 0.4012332 test: 0.4196792 best: 0.4196762 (627) total: 30.7s remaining: 12s 629: learn: 0.4012293 test: 0.4196608 best: 0.4196608 (629) total: 30.7s remaining: 11.9s 630: learn: 0.4012290 test: 0.4196608 best: 0.4196608 (630) total: 30.7s remaining: 11.9s 631: learn: 0.4012131 test: 0.4196656 best: 0.4196608 (630) total: 30.8s remaining: 11.8s 632: learn: 0.4012128 test: 0.4196642 best: 0.4196608 (630) total: 30.8s remaining: 11.8s 633: learn: 0.4011460 test: 0.4196117 best: 0.4196117 (633) total: 30.9s remaining: 11.7s 634: learn: 0.4011455 test: 0.4196116 best: 0.4196116 (634) total: 30.9s remaining: 11.7s 635: learn: 0.4011233 test: 0.4195987 best: 0.4195987 (635) total: 31s remaining: 11.6s 636: learn: 0.4011226 test: 0.4195989 best: 0.4195987 (635) total: 31s remaining: 11.6s 637: learn: 0.4011225 test: 0.4195991 best: 0.4195987 (635) total: 31s remaining: 11.5s 638: learn: 0.4010970 test: 0.4195841 best: 0.4195841 (638) total: 31.1s remaining: 11.5s 639: learn: 0.4010963 test: 0.4195820 best: 0.4195820 (639) total: 31.1s remaining: 11.4s 640: learn: 0.4010960 test: 0.4195813 best: 0.4195813 (640) total: 31.2s remaining: 11.4s 641: learn: 0.4010932 test: 0.4195790 best: 0.4195790 (641) total: 31.2s remaining: 11.3s 642: learn: 0.4010924 test: 0.4195795 best: 0.4195790 (641) total: 31.3s remaining: 11.3s 643: learn: 0.4010922 test: 0.4195797 best: 0.4195790 (641) total: 31.3s remaining: 11.2s 644: learn: 0.4010575 test: 0.4195527 best: 0.4195527 (644) total: 31.4s remaining: 11.2s 645: learn: 0.4010572 test: 0.4195527 best: 0.4195527 (645) total: 31.4s remaining: 11.1s 646: learn: 0.4010569 test: 0.4195526 best: 0.4195526 (646) total: 31.5s remaining: 11.1s 647: learn: 0.4010531 test: 0.4195481 best: 0.4195481 (647) total: 31.5s remaining: 11s 648: learn: 0.4010502 test: 0.4195488 best: 0.4195481 (647) total: 31.6s remaining: 11s 649: learn: 0.4010476 test: 0.4195483 best: 0.4195481 (647) total: 31.6s remaining: 10.9s 650: learn: 0.4010441 test: 0.4195470 best: 0.4195470 (650) total: 31.7s remaining: 10.9s 651: learn: 0.4010431 test: 0.4195462 best: 0.4195462 (651) total: 31.7s remaining: 10.9s 652: learn: 0.4010430 test: 0.4195462 best: 0.4195462 (651) total: 31.8s remaining: 10.8s 653: learn: 0.4010100 test: 0.4194853 best: 0.4194853 (653) total: 31.8s remaining: 10.8s 654: learn: 0.4009992 test: 0.4194835 best: 0.4194835 (654) total: 31.9s remaining: 10.7s 655: learn: 0.4009489 test: 0.4194351 best: 0.4194351 (655) total: 31.9s remaining: 10.7s 656: learn: 0.4009313 test: 0.4194359 best: 0.4194351 (655) total: 32s remaining: 10.6s 657: learn: 0.4009226 test: 0.4194397 best: 0.4194351 (655) total: 32s remaining: 10.6s 658: learn: 0.4009185 test: 0.4194424 best: 0.4194351 (655) total: 32.1s remaining: 10.5s 659: learn: 0.4009143 test: 0.4194421 best: 0.4194351 (655) total: 32.1s remaining: 10.5s 660: learn: 0.4009058 test: 0.4194193 best: 0.4194193 (660) total: 32.2s remaining: 10.4s 661: learn: 0.4009018 test: 0.4194147 best: 0.4194147 (661) total: 32.2s remaining: 10.4s 662: learn: 0.4008461 test: 0.4194021 best: 0.4194021 (662) total: 32.3s remaining: 10.3s 663: learn: 0.4008236 test: 0.4194009 best: 0.4194009 (663) total: 32.3s remaining: 10.3s 664: learn: 0.4008058 test: 0.4193899 best: 0.4193899 (664) total: 32.4s remaining: 10.2s 665: learn: 0.4008012 test: 0.4193902 best: 0.4193899 (664) total: 32.4s remaining: 10.2s 666: learn: 0.4008010 test: 0.4193901 best: 0.4193899 (664) total: 32.4s remaining: 10.1s 667: learn: 0.4008009 test: 0.4193903 best: 0.4193899 (664) total: 32.5s remaining: 10.1s 668: learn: 0.4008007 test: 0.4193902 best: 0.4193899 (664) total: 32.5s remaining: 10s 669: learn: 0.4007480 test: 0.4193702 best: 0.4193702 (669) total: 32.6s remaining: 9.96s 670: learn: 0.4007476 test: 0.4193703 best: 0.4193702 (669) total: 32.6s remaining: 9.91s 671: learn: 0.4007398 test: 0.4193724 best: 0.4193702 (669) total: 32.7s remaining: 9.87s 672: learn: 0.4007397 test: 0.4193724 best: 0.4193702 (669) total: 32.7s remaining: 9.82s 673: learn: 0.4007392 test: 0.4193723 best: 0.4193702 (669) total: 32.7s remaining: 9.77s 674: learn: 0.4007378 test: 0.4193716 best: 0.4193702 (669) total: 32.8s remaining: 9.71s 675: learn: 0.4007256 test: 0.4193657 best: 0.4193657 (675) total: 32.8s remaining: 9.67s 676: learn: 0.4007237 test: 0.4193692 best: 0.4193657 (675) total: 32.9s remaining: 9.62s 677: learn: 0.4007213 test: 0.4193708 best: 0.4193657 (675) total: 32.9s remaining: 9.57s 678: learn: 0.4007027 test: 0.4193497 best: 0.4193497 (678) total: 33s remaining: 9.53s 679: learn: 0.4007016 test: 0.4193496 best: 0.4193496 (679) total: 33s remaining: 9.47s 680: learn: 0.4006257 test: 0.4192774 best: 0.4192774 (680) total: 33.1s remaining: 9.43s 681: learn: 0.4006241 test: 0.4192763 best: 0.4192763 (681) total: 33.1s remaining: 9.38s 682: learn: 0.4006240 test: 0.4192763 best: 0.4192763 (681) total: 33.2s remaining: 9.32s 683: learn: 0.4005635 test: 0.4192307 best: 0.4192307 (683) total: 33.2s remaining: 9.27s 684: learn: 0.4005337 test: 0.4192257 best: 0.4192257 (684) total: 33.3s remaining: 9.22s 685: learn: 0.4005235 test: 0.4192265 best: 0.4192257 (684) total: 33.3s remaining: 9.18s 686: learn: 0.4005223 test: 0.4192297 best: 0.4192257 (684) total: 33.4s remaining: 9.13s 687: learn: 0.4005186 test: 0.4192270 best: 0.4192257 (684) total: 33.4s remaining: 9.08s 688: learn: 0.4005177 test: 0.4192270 best: 0.4192257 (684) total: 33.5s remaining: 9.03s 689: learn: 0.4005175 test: 0.4192271 best: 0.4192257 (684) total: 33.5s remaining: 8.99s 690: learn: 0.4004780 test: 0.4191713 best: 0.4191713 (690) total: 33.6s remaining: 8.94s 691: learn: 0.4004778 test: 0.4191713 best: 0.4191713 (691) total: 33.6s remaining: 8.89s 692: learn: 0.4004570 test: 0.4191716 best: 0.4191713 (691) total: 33.7s remaining: 8.84s 693: learn: 0.4004488 test: 0.4191675 best: 0.4191675 (693) total: 33.7s remaining: 8.79s 694: learn: 0.4004486 test: 0.4191673 best: 0.4191673 (694) total: 33.8s remaining: 8.75s 695: learn: 0.4004384 test: 0.4191629 best: 0.4191629 (695) total: 33.8s remaining: 8.7s 696: learn: 0.4004319 test: 0.4191581 best: 0.4191581 (696) total: 33.9s remaining: 8.65s 697: learn: 0.4003677 test: 0.4191134 best: 0.4191134 (697) total: 33.9s remaining: 8.6s 698: learn: 0.4003644 test: 0.4191126 best: 0.4191126 (698) total: 34s remaining: 8.55s 699: learn: 0.4003512 test: 0.4191104 best: 0.4191104 (699) total: 34s remaining: 8.51s 700: learn: 0.4003405 test: 0.4190949 best: 0.4190949 (700) total: 34.1s remaining: 8.46s 701: learn: 0.4003404 test: 0.4190949 best: 0.4190949 (700) total: 34.1s remaining: 8.41s 702: learn: 0.4002642 test: 0.4190966 best: 0.4190949 (700) total: 34.2s remaining: 8.36s 703: learn: 0.4002007 test: 0.4190578 best: 0.4190578 (703) total: 34.2s remaining: 8.31s 704: learn: 0.4002004 test: 0.4190576 best: 0.4190576 (704) total: 34.3s remaining: 8.26s 705: learn: 0.4001538 test: 0.4190477 best: 0.4190477 (705) total: 34.3s remaining: 8.21s 706: learn: 0.4001416 test: 0.4190350 best: 0.4190350 (706) total: 34.3s remaining: 8.16s 707: learn: 0.4001406 test: 0.4190350 best: 0.4190350 (707) total: 34.4s remaining: 8.11s 708: learn: 0.4001373 test: 0.4190339 best: 0.4190339 (708) total: 34.4s remaining: 8.06s 709: learn: 0.4001362 test: 0.4190342 best: 0.4190339 (708) total: 34.5s remaining: 8.02s 710: learn: 0.4001308 test: 0.4190342 best: 0.4190339 (708) total: 34.5s remaining: 7.97s 711: learn: 0.4001306 test: 0.4190342 best: 0.4190339 (708) total: 34.6s remaining: 7.92s 712: learn: 0.4001156 test: 0.4190420 best: 0.4190339 (708) total: 34.6s remaining: 7.87s 713: learn: 0.4001156 test: 0.4190420 best: 0.4190339 (708) total: 34.7s remaining: 7.82s 714: learn: 0.4001143 test: 0.4190412 best: 0.4190339 (708) total: 34.7s remaining: 7.77s 715: learn: 0.4001021 test: 0.4190434 best: 0.4190339 (708) total: 34.8s remaining: 7.72s 716: learn: 0.4000834 test: 0.4190374 best: 0.4190339 (708) total: 34.8s remaining: 7.67s 717: learn: 0.4000673 test: 0.4190243 best: 0.4190243 (717) total: 34.9s remaining: 7.62s 718: learn: 0.4000661 test: 0.4190236 best: 0.4190236 (718) total: 34.9s remaining: 7.57s 719: learn: 0.4000655 test: 0.4190241 best: 0.4190236 (718) total: 35s remaining: 7.52s 720: learn: 0.4000655 test: 0.4190241 best: 0.4190236 (718) total: 35s remaining: 7.48s 721: learn: 0.4000653 test: 0.4190241 best: 0.4190236 (718) total: 35s remaining: 7.43s 722: learn: 0.3999525 test: 0.4189567 best: 0.4189567 (722) total: 35.1s remaining: 7.38s 723: learn: 0.3998643 test: 0.4189261 best: 0.4189261 (723) total: 35.1s remaining: 7.33s 724: learn: 0.3998623 test: 0.4189270 best: 0.4189261 (723) total: 35.2s remaining: 7.28s 725: learn: 0.3998604 test: 0.4189264 best: 0.4189261 (723) total: 35.2s remaining: 7.23s 726: learn: 0.3997915 test: 0.4188985 best: 0.4188985 (726) total: 35.3s remaining: 7.18s 727: learn: 0.3997834 test: 0.4188772 best: 0.4188772 (727) total: 35.3s remaining: 7.13s 728: learn: 0.3997829 test: 0.4188772 best: 0.4188772 (727) total: 35.4s remaining: 7.08s 729: learn: 0.3997829 test: 0.4188773 best: 0.4188772 (727) total: 35.4s remaining: 7.03s 730: learn: 0.3997818 test: 0.4188772 best: 0.4188772 (727) total: 35.5s remaining: 6.99s 731: learn: 0.3997276 test: 0.4188511 best: 0.4188511 (731) total: 35.5s remaining: 6.94s 732: learn: 0.3996357 test: 0.4188358 best: 0.4188358 (732) total: 35.6s remaining: 6.89s 733: learn: 0.3995707 test: 0.4187685 best: 0.4187685 (733) total: 35.6s remaining: 6.84s 734: learn: 0.3995530 test: 0.4187765 best: 0.4187685 (733) total: 35.7s remaining: 6.79s 735: learn: 0.3995471 test: 0.4187761 best: 0.4187685 (733) total: 35.7s remaining: 6.75s 736: learn: 0.3995470 test: 0.4187761 best: 0.4187685 (733) total: 35.8s remaining: 6.7s 737: learn: 0.3995457 test: 0.4187762 best: 0.4187685 (733) total: 35.8s remaining: 6.65s 738: learn: 0.3995447 test: 0.4187762 best: 0.4187685 (733) total: 35.9s remaining: 6.6s 739: learn: 0.3995371 test: 0.4187813 best: 0.4187685 (733) total: 35.9s remaining: 6.56s 740: learn: 0.3994925 test: 0.4187547 best: 0.4187547 (740) total: 36s remaining: 6.51s 741: learn: 0.3994924 test: 0.4187548 best: 0.4187547 (740) total: 36s remaining: 6.46s 742: learn: 0.3994912 test: 0.4187551 best: 0.4187547 (740) total: 36.1s remaining: 6.41s 743: learn: 0.3994844 test: 0.4187579 best: 0.4187547 (740) total: 36.1s remaining: 6.36s 744: learn: 0.3994829 test: 0.4187579 best: 0.4187547 (740) total: 36.2s remaining: 6.32s 745: learn: 0.3994800 test: 0.4187579 best: 0.4187547 (740) total: 36.2s remaining: 6.26s 746: learn: 0.3994584 test: 0.4187560 best: 0.4187547 (740) total: 36.3s remaining: 6.21s 747: learn: 0.3994564 test: 0.4187576 best: 0.4187547 (740) total: 36.3s remaining: 6.17s 748: learn: 0.3994393 test: 0.4187551 best: 0.4187547 (740) total: 36.4s remaining: 6.12s 749: learn: 0.3994331 test: 0.4187549 best: 0.4187547 (740) total: 36.4s remaining: 6.07s 750: learn: 0.3994142 test: 0.4187425 best: 0.4187425 (750) total: 36.5s remaining: 6.02s 751: learn: 0.3994117 test: 0.4187185 best: 0.4187185 (751) total: 36.5s remaining: 5.97s 752: learn: 0.3993975 test: 0.4187153 best: 0.4187153 (752) total: 36.6s remaining: 5.93s 753: learn: 0.3993960 test: 0.4187151 best: 0.4187151 (753) total: 36.6s remaining: 5.88s 754: learn: 0.3993955 test: 0.4187151 best: 0.4187151 (754) total: 36.7s remaining: 5.83s 755: learn: 0.3993953 test: 0.4187150 best: 0.4187150 (755) total: 36.7s remaining: 5.78s 756: learn: 0.3993951 test: 0.4187149 best: 0.4187149 (756) total: 36.8s remaining: 5.73s 757: learn: 0.3993914 test: 0.4187150 best: 0.4187149 (756) total: 36.8s remaining: 5.68s 758: learn: 0.3993409 test: 0.4187069 best: 0.4187069 (758) total: 36.8s remaining: 5.63s 759: learn: 0.3993406 test: 0.4187069 best: 0.4187069 (758) total: 36.9s remaining: 5.58s 760: learn: 0.3993393 test: 0.4187073 best: 0.4187069 (758) total: 36.9s remaining: 5.53s 761: learn: 0.3993110 test: 0.4187087 best: 0.4187069 (758) total: 37s remaining: 5.48s 762: learn: 0.3993069 test: 0.4187057 best: 0.4187057 (762) total: 37s remaining: 5.43s 763: learn: 0.3992826 test: 0.4186964 best: 0.4186964 (763) total: 37.1s remaining: 5.38s 764: learn: 0.3992576 test: 0.4186684 best: 0.4186684 (764) total: 37.1s remaining: 5.34s 765: learn: 0.3992376 test: 0.4186702 best: 0.4186684 (764) total: 37.2s remaining: 5.29s 766: learn: 0.3992349 test: 0.4186681 best: 0.4186681 (766) total: 37.2s remaining: 5.24s 767: learn: 0.3992331 test: 0.4186662 best: 0.4186662 (767) total: 37.2s remaining: 5.19s 768: learn: 0.3992276 test: 0.4186707 best: 0.4186662 (767) total: 37.3s remaining: 5.14s 769: learn: 0.3992245 test: 0.4186712 best: 0.4186662 (767) total: 37.3s remaining: 5.09s 770: learn: 0.3990704 test: 0.4185500 best: 0.4185500 (770) total: 37.4s remaining: 5.04s 771: learn: 0.3990676 test: 0.4185516 best: 0.4185500 (770) total: 37.4s remaining: 5s 772: learn: 0.3989788 test: 0.4185226 best: 0.4185226 (772) total: 37.5s remaining: 4.95s 773: learn: 0.3989240 test: 0.4185111 best: 0.4185111 (773) total: 37.6s remaining: 4.9s 774: learn: 0.3989038 test: 0.4185058 best: 0.4185058 (774) total: 37.6s remaining: 4.85s 775: learn: 0.3989037 test: 0.4185059 best: 0.4185058 (774) total: 37.7s remaining: 4.81s 776: learn: 0.3988959 test: 0.4185062 best: 0.4185058 (774) total: 37.7s remaining: 4.76s 777: learn: 0.3988789 test: 0.4184783 best: 0.4184783 (777) total: 37.8s remaining: 4.71s 778: learn: 0.3988780 test: 0.4184786 best: 0.4184783 (777) total: 37.8s remaining: 4.66s 779: learn: 0.3988770 test: 0.4184787 best: 0.4184783 (777) total: 37.9s remaining: 4.62s 780: learn: 0.3988687 test: 0.4184761 best: 0.4184761 (780) total: 38s remaining: 4.57s 781: learn: 0.3988320 test: 0.4184467 best: 0.4184467 (781) total: 38s remaining: 4.52s 782: learn: 0.3988317 test: 0.4184460 best: 0.4184460 (782) total: 38.1s remaining: 4.47s 783: learn: 0.3987865 test: 0.4184419 best: 0.4184419 (783) total: 38.1s remaining: 4.42s 784: learn: 0.3987841 test: 0.4184406 best: 0.4184406 (784) total: 38.2s remaining: 4.37s 785: learn: 0.3987485 test: 0.4184274 best: 0.4184274 (785) total: 38.2s remaining: 4.33s 786: learn: 0.3987480 test: 0.4184268 best: 0.4184268 (786) total: 38.2s remaining: 4.28s 787: learn: 0.3987476 test: 0.4184272 best: 0.4184268 (786) total: 38.3s remaining: 4.23s 788: learn: 0.3987281 test: 0.4184307 best: 0.4184268 (786) total: 38.3s remaining: 4.18s 789: learn: 0.3987242 test: 0.4184323 best: 0.4184268 (786) total: 38.4s remaining: 4.13s 790: learn: 0.3987242 test: 0.4184321 best: 0.4184268 (786) total: 38.4s remaining: 4.08s 791: learn: 0.3987234 test: 0.4184322 best: 0.4184268 (786) total: 38.5s remaining: 4.03s 792: learn: 0.3987144 test: 0.4184300 best: 0.4184268 (786) total: 38.5s remaining: 3.98s 793: learn: 0.3987110 test: 0.4184192 best: 0.4184192 (793) total: 38.6s remaining: 3.94s 794: learn: 0.3987107 test: 0.4184193 best: 0.4184192 (793) total: 38.6s remaining: 3.89s 795: learn: 0.3987047 test: 0.4184191 best: 0.4184191 (795) total: 38.7s remaining: 3.84s 796: learn: 0.3986827 test: 0.4184164 best: 0.4184164 (796) total: 38.7s remaining: 3.79s 797: learn: 0.3985584 test: 0.4182880 best: 0.4182880 (797) total: 38.8s remaining: 3.74s 798: learn: 0.3985561 test: 0.4182870 best: 0.4182870 (798) total: 38.8s remaining: 3.69s 799: learn: 0.3985462 test: 0.4182868 best: 0.4182868 (799) total: 38.9s remaining: 3.64s 800: learn: 0.3985062 test: 0.4182585 best: 0.4182585 (800) total: 38.9s remaining: 3.6s 801: learn: 0.3985023 test: 0.4182583 best: 0.4182583 (801) total: 39s remaining: 3.54s 802: learn: 0.3985006 test: 0.4182617 best: 0.4182583 (801) total: 39s remaining: 3.5s 803: learn: 0.3983707 test: 0.4181294 best: 0.4181294 (803) total: 39s remaining: 3.45s 804: learn: 0.3983680 test: 0.4181304 best: 0.4181294 (803) total: 39.1s remaining: 3.4s 805: learn: 0.3983669 test: 0.4181306 best: 0.4181294 (803) total: 39.1s remaining: 3.35s 806: learn: 0.3983658 test: 0.4181306 best: 0.4181294 (803) total: 39.2s remaining: 3.3s 807: learn: 0.3983404 test: 0.4181184 best: 0.4181184 (807) total: 39.2s remaining: 3.25s 808: learn: 0.3983131 test: 0.4181191 best: 0.4181184 (807) total: 39.3s remaining: 3.2s 809: learn: 0.3982421 test: 0.4180640 best: 0.4180640 (809) total: 39.3s remaining: 3.15s 810: learn: 0.3982417 test: 0.4180640 best: 0.4180640 (809) total: 39.4s remaining: 3.11s 811: learn: 0.3982238 test: 0.4180446 best: 0.4180446 (811) total: 39.4s remaining: 3.06s 812: learn: 0.3982228 test: 0.4180459 best: 0.4180446 (811) total: 39.5s remaining: 3.01s 813: learn: 0.3981878 test: 0.4179883 best: 0.4179883 (813) total: 39.5s remaining: 2.96s 814: learn: 0.3981756 test: 0.4179697 best: 0.4179697 (814) total: 39.5s remaining: 2.91s 815: learn: 0.3981344 test: 0.4179582 best: 0.4179582 (815) total: 39.6s remaining: 2.86s 816: learn: 0.3981327 test: 0.4179586 best: 0.4179582 (815) total: 39.6s remaining: 2.81s 817: learn: 0.3981263 test: 0.4179584 best: 0.4179582 (815) total: 39.7s remaining: 2.77s 818: learn: 0.3981161 test: 0.4179580 best: 0.4179580 (818) total: 39.7s remaining: 2.72s 819: learn: 0.3981148 test: 0.4179574 best: 0.4179574 (819) total: 39.8s remaining: 2.67s 820: learn: 0.3981133 test: 0.4179581 best: 0.4179574 (819) total: 39.8s remaining: 2.62s 821: learn: 0.3981075 test: 0.4179585 best: 0.4179574 (819) total: 39.9s remaining: 2.57s 822: learn: 0.3981074 test: 0.4179585 best: 0.4179574 (819) total: 39.9s remaining: 2.52s 823: learn: 0.3980924 test: 0.4179638 best: 0.4179574 (819) total: 40s remaining: 2.48s 824: learn: 0.3980920 test: 0.4179636 best: 0.4179574 (819) total: 40s remaining: 2.43s 825: learn: 0.3980861 test: 0.4179635 best: 0.4179574 (819) total: 40.1s remaining: 2.38s 826: learn: 0.3980858 test: 0.4179634 best: 0.4179574 (819) total: 40.1s remaining: 2.33s 827: learn: 0.3980855 test: 0.4179632 best: 0.4179574 (819) total: 40.2s remaining: 2.28s 828: learn: 0.3980814 test: 0.4179630 best: 0.4179574 (819) total: 40.2s remaining: 2.23s 829: learn: 0.3980813 test: 0.4179631 best: 0.4179574 (819) total: 40.3s remaining: 2.18s 830: learn: 0.3980812 test: 0.4179631 best: 0.4179574 (819) total: 40.3s remaining: 2.13s 831: learn: 0.3980809 test: 0.4179637 best: 0.4179574 (819) total: 40.4s remaining: 2.08s 832: learn: 0.3980806 test: 0.4179637 best: 0.4179574 (819) total: 40.4s remaining: 2.04s 833: learn: 0.3980013 test: 0.4179617 best: 0.4179574 (819) total: 40.4s remaining: 1.99s 834: learn: 0.3980013 test: 0.4179618 best: 0.4179574 (819) total: 40.5s remaining: 1.94s 835: learn: 0.3979975 test: 0.4179616 best: 0.4179574 (819) total: 40.5s remaining: 1.89s 836: learn: 0.3979908 test: 0.4179679 best: 0.4179574 (819) total: 40.6s remaining: 1.84s 837: learn: 0.3979897 test: 0.4179680 best: 0.4179574 (819) total: 40.6s remaining: 1.79s 838: learn: 0.3979855 test: 0.4179679 best: 0.4179574 (819) total: 40.7s remaining: 1.75s 839: learn: 0.3979787 test: 0.4179771 best: 0.4179574 (819) total: 40.7s remaining: 1.7s 840: learn: 0.3979784 test: 0.4179769 best: 0.4179574 (819) total: 40.8s remaining: 1.65s 841: learn: 0.3979759 test: 0.4179766 best: 0.4179574 (819) total: 40.8s remaining: 1.6s 842: learn: 0.3978893 test: 0.4178814 best: 0.4178814 (842) total: 40.8s remaining: 1.55s 843: learn: 0.3978891 test: 0.4178822 best: 0.4178814 (842) total: 40.9s remaining: 1.5s 844: learn: 0.3978875 test: 0.4178821 best: 0.4178814 (842) total: 40.9s remaining: 1.45s 845: learn: 0.3978535 test: 0.4178426 best: 0.4178426 (845) total: 41s remaining: 1.4s 846: learn: 0.3978168 test: 0.4178021 best: 0.4178021 (846) total: 41s remaining: 1.36s 847: learn: 0.3978145 test: 0.4178013 best: 0.4178013 (847) total: 41.1s remaining: 1.31s 848: learn: 0.3977544 test: 0.4177590 best: 0.4177590 (848) total: 41.1s remaining: 1.26s 849: learn: 0.3977482 test: 0.4177622 best: 0.4177590 (848) total: 41.2s remaining: 1.21s 850: learn: 0.3977477 test: 0.4177617 best: 0.4177590 (848) total: 41.2s remaining: 1.16s 851: learn: 0.3977475 test: 0.4177618 best: 0.4177590 (848) total: 41.3s remaining: 1.11s 852: learn: 0.3977146 test: 0.4177087 best: 0.4177087 (852) total: 41.3s remaining: 1.06s 853: learn: 0.3977145 test: 0.4177087 best: 0.4177087 (852) total: 41.4s remaining: 1.02s 854: learn: 0.3977120 test: 0.4177087 best: 0.4177087 (854) total: 41.4s remaining: 969ms 855: learn: 0.3976973 test: 0.4176967 best: 0.4176967 (855) total: 41.5s remaining: 921ms 856: learn: 0.3976959 test: 0.4176984 best: 0.4176967 (855) total: 41.5s remaining: 872ms 857: learn: 0.3976932 test: 0.4176992 best: 0.4176967 (855) total: 41.6s remaining: 824ms 858: learn: 0.3976907 test: 0.4176992 best: 0.4176967 (855) total: 41.6s remaining: 775ms 859: learn: 0.3976907 test: 0.4176992 best: 0.4176967 (855) total: 41.7s remaining: 727ms 860: learn: 0.3976666 test: 0.4176706 best: 0.4176706 (860) total: 41.7s remaining: 678ms 861: learn: 0.3976659 test: 0.4176705 best: 0.4176705 (861) total: 41.7s remaining: 630ms 862: learn: 0.3975896 test: 0.4176059 best: 0.4176059 (862) total: 41.8s remaining: 581ms 863: learn: 0.3975351 test: 0.4175928 best: 0.4175928 (863) total: 41.8s remaining: 533ms 864: learn: 0.3975344 test: 0.4175923 best: 0.4175923 (864) total: 41.9s remaining: 484ms 865: learn: 0.3974353 test: 0.4174768 best: 0.4174768 (865) total: 41.9s remaining: 436ms 866: learn: 0.3974351 test: 0.4174764 best: 0.4174764 (866) total: 42s remaining: 387ms 867: learn: 0.3974344 test: 0.4174770 best: 0.4174764 (866) total: 42s remaining: 339ms 868: learn: 0.3973700 test: 0.4174688 best: 0.4174688 (868) total: 42.1s remaining: 290ms 869: learn: 0.3973698 test: 0.4174688 best: 0.4174688 (869) total: 42.1s remaining: 242ms 870: learn: 0.3973616 test: 0.4174691 best: 0.4174688 (869) total: 42.2s remaining: 194ms 871: learn: 0.3973581 test: 0.4174708 best: 0.4174688 (869) total: 42.3s remaining: 145ms 872: learn: 0.3973580 test: 0.4174710 best: 0.4174688 (869) total: 42.3s remaining: 96.9ms 873: learn: 0.3973578 test: 0.4174711 best: 0.4174688 (869) total: 42.4s remaining: 48.5ms 874: learn: 0.3973266 test: 0.4174707 best: 0.4174688 (869) total: 42.4s remaining: 0us bestTest = 0.4174688053 bestIteration = 869 Shrink model to first 870 iterations. [CV] learning_rate=0.1, l2_leaf_reg=4, iterations=875, depth=4, total= 43.7s [CV] learning_rate=0.1, l2_leaf_reg=4, iterations=875, depth=4 ....... 0: learn: 4.0353071 test: 4.0367935 best: 4.0367935 (0) total: 45ms remaining: 39.4s 1: learn: 3.6406775 test: 3.6424747 best: 3.6424747 (1) total: 84.7ms remaining: 37s 2: learn: 3.2870977 test: 3.2892144 best: 3.2892144 (2) total: 125ms remaining: 36.2s 3: learn: 2.9693847 test: 2.9717455 best: 2.9717455 (3) total: 167ms remaining: 36.3s 4: learn: 2.6848565 test: 2.6873143 best: 2.6873143 (4) total: 205ms remaining: 35.6s 5: learn: 2.4296965 test: 2.4323315 best: 2.4323315 (5) total: 249ms remaining: 36.1s 6: learn: 2.2017798 test: 2.2046274 best: 2.2046274 (6) total: 276ms remaining: 34.3s 7: learn: 1.9964875 test: 1.9995060 best: 1.9995060 (7) total: 313ms remaining: 34s 8: learn: 1.8142560 test: 1.8173140 best: 1.8173140 (8) total: 355ms remaining: 34.2s 9: learn: 1.6506807 test: 1.6537680 best: 1.6537680 (9) total: 399ms remaining: 34.5s 10: learn: 1.5052341 test: 1.5082003 best: 1.5082003 (10) total: 447ms remaining: 35.1s 11: learn: 1.3753201 test: 1.3782576 best: 1.3782576 (11) total: 491ms remaining: 35.3s 12: learn: 1.2619640 test: 1.2649865 best: 1.2649865 (12) total: 537ms remaining: 35.6s 13: learn: 1.1603937 test: 1.1633234 best: 1.1633234 (13) total: 584ms remaining: 35.9s 14: learn: 1.0710250 test: 1.0739127 best: 1.0739127 (14) total: 637ms remaining: 36.5s 15: learn: 0.9932662 test: 0.9958453 best: 0.9958453 (15) total: 664ms remaining: 35.7s 16: learn: 0.9250103 test: 0.9276421 best: 0.9276421 (16) total: 715ms remaining: 36.1s 17: learn: 0.8637476 test: 0.8663775 best: 0.8663775 (17) total: 771ms remaining: 36.7s 18: learn: 0.8110327 test: 0.8135931 best: 0.8135931 (18) total: 826ms remaining: 37.2s 19: learn: 0.7649371 test: 0.7674803 best: 0.7674803 (19) total: 877ms remaining: 37.5s 20: learn: 0.7249355 test: 0.7274351 best: 0.7274351 (20) total: 924ms remaining: 37.6s 21: learn: 0.6908211 test: 0.6932366 best: 0.6932366 (21) total: 972ms remaining: 37.7s 22: learn: 0.6603378 test: 0.6625953 best: 0.6625953 (22) total: 1.02s remaining: 37.7s 23: learn: 0.6350788 test: 0.6372477 best: 0.6372477 (23) total: 1.06s remaining: 37.7s 24: learn: 0.6134461 test: 0.6153483 best: 0.6153483 (24) total: 1.11s remaining: 37.8s 25: learn: 0.5945719 test: 0.5962610 best: 0.5962610 (25) total: 1.15s remaining: 37.6s 26: learn: 0.5791007 test: 0.5805862 best: 0.5805862 (26) total: 1.2s remaining: 37.8s 27: learn: 0.5632821 test: 0.5641040 best: 0.5641040 (27) total: 1.29s remaining: 39.1s 28: learn: 0.5498242 test: 0.5503469 best: 0.5503469 (28) total: 1.37s remaining: 39.9s 29: learn: 0.5379953 test: 0.5385400 best: 0.5385400 (29) total: 1.42s remaining: 40s 30: learn: 0.5274483 test: 0.5279811 best: 0.5279811 (30) total: 1.48s remaining: 40.3s 31: learn: 0.5189717 test: 0.5194366 best: 0.5194366 (31) total: 1.52s remaining: 40.2s 32: learn: 0.5114724 test: 0.5118118 best: 0.5118118 (32) total: 1.57s remaining: 40.2s 33: learn: 0.5055861 test: 0.5058782 best: 0.5058782 (33) total: 1.63s remaining: 40.3s 34: learn: 0.5001439 test: 0.5001615 best: 0.5001615 (34) total: 1.67s remaining: 40.2s 35: learn: 0.4958144 test: 0.4955084 best: 0.4955084 (35) total: 1.72s remaining: 40s 36: learn: 0.4918092 test: 0.4914832 best: 0.4914832 (36) total: 1.76s remaining: 39.9s 37: learn: 0.4884726 test: 0.4879868 best: 0.4879868 (37) total: 1.8s remaining: 39.8s 38: learn: 0.4857444 test: 0.4850588 best: 0.4850588 (38) total: 1.86s remaining: 39.9s 39: learn: 0.4830320 test: 0.4822481 best: 0.4822481 (39) total: 1.93s remaining: 40.4s 40: learn: 0.4810553 test: 0.4801708 best: 0.4801708 (40) total: 1.99s remaining: 40.5s 41: learn: 0.4792234 test: 0.4782027 best: 0.4782027 (41) total: 2.04s remaining: 40.4s 42: learn: 0.4773361 test: 0.4764736 best: 0.4764736 (42) total: 2.08s remaining: 40.2s 43: learn: 0.4756942 test: 0.4749456 best: 0.4749456 (43) total: 2.13s remaining: 40.2s 44: learn: 0.4741601 test: 0.4735300 best: 0.4735300 (44) total: 2.16s remaining: 39.9s 45: learn: 0.4730881 test: 0.4724266 best: 0.4724266 (45) total: 2.2s remaining: 39.7s 46: learn: 0.4719246 test: 0.4712746 best: 0.4712746 (46) total: 2.24s remaining: 39.5s 47: learn: 0.4707153 test: 0.4700011 best: 0.4700011 (47) total: 2.28s remaining: 39.3s 48: learn: 0.4694083 test: 0.4687623 best: 0.4687623 (48) total: 2.33s remaining: 39.2s 49: learn: 0.4685440 test: 0.4678607 best: 0.4678607 (49) total: 2.37s remaining: 39.1s 50: learn: 0.4677895 test: 0.4671262 best: 0.4671262 (50) total: 2.41s remaining: 39s 51: learn: 0.4668726 test: 0.4662781 best: 0.4662781 (51) total: 2.46s remaining: 38.9s 52: learn: 0.4659224 test: 0.4652882 best: 0.4652882 (52) total: 2.5s remaining: 38.8s 53: learn: 0.4650340 test: 0.4646040 best: 0.4646040 (53) total: 2.55s remaining: 38.8s 54: learn: 0.4644351 test: 0.4640202 best: 0.4640202 (54) total: 2.6s remaining: 38.7s 55: learn: 0.4635296 test: 0.4631946 best: 0.4631946 (55) total: 2.64s remaining: 38.6s 56: learn: 0.4630523 test: 0.4626873 best: 0.4626873 (56) total: 2.69s remaining: 38.6s 57: learn: 0.4623306 test: 0.4620006 best: 0.4620006 (57) total: 2.74s remaining: 38.6s 58: learn: 0.4616888 test: 0.4614128 best: 0.4614128 (58) total: 2.79s remaining: 38.6s 59: learn: 0.4610578 test: 0.4608522 best: 0.4608522 (59) total: 2.84s remaining: 38.5s 60: learn: 0.4604319 test: 0.4602547 best: 0.4602547 (60) total: 2.88s remaining: 38.4s 61: learn: 0.4594528 test: 0.4591346 best: 0.4591346 (61) total: 2.93s remaining: 38.5s 62: learn: 0.4590400 test: 0.4587582 best: 0.4587582 (62) total: 3s remaining: 38.6s 63: learn: 0.4585866 test: 0.4582991 best: 0.4582991 (63) total: 3.05s remaining: 38.7s 64: learn: 0.4582392 test: 0.4579553 best: 0.4579553 (64) total: 3.1s remaining: 38.6s 65: learn: 0.4575007 test: 0.4572350 best: 0.4572350 (65) total: 3.15s remaining: 38.6s 66: learn: 0.4568296 test: 0.4565342 best: 0.4565342 (66) total: 3.21s remaining: 38.7s 67: learn: 0.4564230 test: 0.4560794 best: 0.4560794 (67) total: 3.25s remaining: 38.6s 68: learn: 0.4563353 test: 0.4560196 best: 0.4560196 (68) total: 3.29s remaining: 38.5s 69: learn: 0.4557134 test: 0.4553727 best: 0.4553727 (69) total: 3.34s remaining: 38.4s 70: learn: 0.4552713 test: 0.4549251 best: 0.4549251 (70) total: 3.39s remaining: 38.4s 71: learn: 0.4545921 test: 0.4542832 best: 0.4542832 (71) total: 3.44s remaining: 38.3s 72: learn: 0.4539385 test: 0.4536899 best: 0.4536899 (72) total: 3.49s remaining: 38.3s 73: learn: 0.4533378 test: 0.4531510 best: 0.4531510 (73) total: 3.53s remaining: 38.2s 74: learn: 0.4532473 test: 0.4531520 best: 0.4531510 (73) total: 3.57s remaining: 38.1s 75: learn: 0.4529150 test: 0.4528649 best: 0.4528649 (75) total: 3.61s remaining: 38s 76: learn: 0.4523910 test: 0.4524490 best: 0.4524490 (76) total: 3.66s remaining: 38s 77: learn: 0.4523218 test: 0.4524503 best: 0.4524490 (76) total: 3.71s remaining: 37.9s 78: learn: 0.4517115 test: 0.4518572 best: 0.4518572 (78) total: 3.76s remaining: 37.9s 79: learn: 0.4512744 test: 0.4514739 best: 0.4514739 (79) total: 3.82s remaining: 37.9s 80: learn: 0.4506877 test: 0.4508997 best: 0.4508997 (80) total: 3.87s remaining: 37.9s 81: learn: 0.4503402 test: 0.4506169 best: 0.4506169 (81) total: 3.92s remaining: 37.9s 82: learn: 0.4500215 test: 0.4503002 best: 0.4503002 (82) total: 3.96s remaining: 37.8s 83: learn: 0.4490405 test: 0.4489370 best: 0.4489370 (83) total: 4.02s remaining: 37.8s 84: learn: 0.4485191 test: 0.4484172 best: 0.4484172 (84) total: 4.07s remaining: 37.8s 85: learn: 0.4482092 test: 0.4481192 best: 0.4481192 (85) total: 4.12s remaining: 37.8s 86: learn: 0.4478636 test: 0.4476805 best: 0.4476805 (86) total: 4.17s remaining: 37.7s 87: learn: 0.4478275 test: 0.4476854 best: 0.4476805 (86) total: 4.21s remaining: 37.6s 88: learn: 0.4475486 test: 0.4473819 best: 0.4473819 (88) total: 4.26s remaining: 37.7s 89: learn: 0.4473942 test: 0.4472185 best: 0.4472185 (89) total: 4.31s remaining: 37.6s 90: learn: 0.4473308 test: 0.4472186 best: 0.4472185 (89) total: 4.37s remaining: 37.6s 91: learn: 0.4471306 test: 0.4470935 best: 0.4470935 (91) total: 4.41s remaining: 37.5s 92: learn: 0.4469189 test: 0.4468796 best: 0.4468796 (92) total: 4.45s remaining: 37.4s 93: learn: 0.4468812 test: 0.4468869 best: 0.4468796 (92) total: 4.5s remaining: 37.4s 94: learn: 0.4465515 test: 0.4465620 best: 0.4465620 (94) total: 4.55s remaining: 37.4s 95: learn: 0.4463196 test: 0.4463877 best: 0.4463877 (95) total: 4.6s remaining: 37.3s 96: learn: 0.4463178 test: 0.4463917 best: 0.4463877 (95) total: 4.62s remaining: 37.1s 97: learn: 0.4460364 test: 0.4461051 best: 0.4461051 (97) total: 4.67s remaining: 37s 98: learn: 0.4459770 test: 0.4460989 best: 0.4460989 (98) total: 4.72s remaining: 37s 99: learn: 0.4457336 test: 0.4458741 best: 0.4458741 (99) total: 4.77s remaining: 37s 100: learn: 0.4457148 test: 0.4458698 best: 0.4458698 (100) total: 4.82s remaining: 37s 101: learn: 0.4452922 test: 0.4454481 best: 0.4454481 (101) total: 4.87s remaining: 36.9s 102: learn: 0.4447939 test: 0.4448785 best: 0.4448785 (102) total: 4.92s remaining: 36.9s 103: learn: 0.4442403 test: 0.4444314 best: 0.4444314 (103) total: 4.97s remaining: 36.8s 104: learn: 0.4435578 test: 0.4437724 best: 0.4437724 (104) total: 5.02s remaining: 36.8s 105: learn: 0.4435562 test: 0.4437761 best: 0.4437724 (104) total: 5.06s remaining: 36.7s 106: learn: 0.4431911 test: 0.4433344 best: 0.4433344 (106) total: 5.11s remaining: 36.6s 107: learn: 0.4429026 test: 0.4430256 best: 0.4430256 (107) total: 5.16s remaining: 36.6s 108: learn: 0.4425685 test: 0.4426864 best: 0.4426864 (108) total: 5.21s remaining: 36.6s 109: learn: 0.4423212 test: 0.4424740 best: 0.4424740 (109) total: 5.26s remaining: 36.6s 110: learn: 0.4422126 test: 0.4424018 best: 0.4424018 (110) total: 5.3s remaining: 36.5s 111: learn: 0.4421917 test: 0.4424101 best: 0.4424018 (110) total: 5.35s remaining: 36.4s 112: learn: 0.4420018 test: 0.4422365 best: 0.4422365 (112) total: 5.39s remaining: 36.4s 113: learn: 0.4418154 test: 0.4420462 best: 0.4420462 (113) total: 5.44s remaining: 36.3s 114: learn: 0.4417904 test: 0.4420469 best: 0.4420462 (113) total: 5.49s remaining: 36.3s 115: learn: 0.4417368 test: 0.4419789 best: 0.4419789 (115) total: 5.55s remaining: 36.3s 116: learn: 0.4415619 test: 0.4418166 best: 0.4418166 (116) total: 5.59s remaining: 36.2s 117: learn: 0.4412690 test: 0.4416273 best: 0.4416273 (117) total: 5.64s remaining: 36.2s 118: learn: 0.4411404 test: 0.4415327 best: 0.4415327 (118) total: 5.68s remaining: 36.1s 119: learn: 0.4411050 test: 0.4415180 best: 0.4415180 (119) total: 5.74s remaining: 36.1s 120: learn: 0.4408198 test: 0.4412752 best: 0.4412752 (120) total: 5.79s remaining: 36.1s 121: learn: 0.4403661 test: 0.4409869 best: 0.4409869 (121) total: 5.84s remaining: 36s 122: learn: 0.4400459 test: 0.4407063 best: 0.4407063 (122) total: 5.89s remaining: 36s 123: learn: 0.4397764 test: 0.4405082 best: 0.4405082 (123) total: 5.94s remaining: 36s 124: learn: 0.4394945 test: 0.4401973 best: 0.4401973 (124) total: 5.99s remaining: 35.9s 125: learn: 0.4392339 test: 0.4399615 best: 0.4399615 (125) total: 6.04s remaining: 35.9s 126: learn: 0.4391250 test: 0.4398724 best: 0.4398724 (126) total: 6.09s remaining: 35.9s 127: learn: 0.4390566 test: 0.4397982 best: 0.4397982 (127) total: 6.14s remaining: 35.8s 128: learn: 0.4390273 test: 0.4397979 best: 0.4397979 (128) total: 6.19s remaining: 35.8s 129: learn: 0.4389838 test: 0.4398033 best: 0.4397979 (128) total: 6.23s remaining: 35.7s 130: learn: 0.4389091 test: 0.4397701 best: 0.4397701 (130) total: 6.28s remaining: 35.7s 131: learn: 0.4384862 test: 0.4393610 best: 0.4393610 (131) total: 6.33s remaining: 35.7s 132: learn: 0.4377972 test: 0.4384971 best: 0.4384971 (132) total: 6.38s remaining: 35.6s 133: learn: 0.4376906 test: 0.4384330 best: 0.4384330 (133) total: 6.42s remaining: 35.5s 134: learn: 0.4375519 test: 0.4382841 best: 0.4382841 (134) total: 6.47s remaining: 35.5s 135: learn: 0.4371969 test: 0.4380388 best: 0.4380388 (135) total: 6.51s remaining: 35.4s 136: learn: 0.4371706 test: 0.4380538 best: 0.4380388 (135) total: 6.57s remaining: 35.4s 137: learn: 0.4368499 test: 0.4378346 best: 0.4378346 (137) total: 6.62s remaining: 35.3s 138: learn: 0.4367572 test: 0.4378225 best: 0.4378225 (138) total: 6.67s remaining: 35.3s 139: learn: 0.4364094 test: 0.4375714 best: 0.4375714 (139) total: 6.72s remaining: 35.3s 140: learn: 0.4363895 test: 0.4375822 best: 0.4375714 (139) total: 6.76s remaining: 35.2s 141: learn: 0.4360794 test: 0.4372432 best: 0.4372432 (141) total: 6.81s remaining: 35.1s 142: learn: 0.4358405 test: 0.4369274 best: 0.4369274 (142) total: 6.85s remaining: 35.1s 143: learn: 0.4357406 test: 0.4368760 best: 0.4368760 (143) total: 6.9s remaining: 35s 144: learn: 0.4355575 test: 0.4368330 best: 0.4368330 (144) total: 6.95s remaining: 35s 145: learn: 0.4355391 test: 0.4368452 best: 0.4368330 (144) total: 6.99s remaining: 34.9s 146: learn: 0.4354191 test: 0.4367569 best: 0.4367569 (146) total: 7.04s remaining: 34.9s 147: learn: 0.4353178 test: 0.4367000 best: 0.4367000 (147) total: 7.1s remaining: 34.9s 148: learn: 0.4353024 test: 0.4367126 best: 0.4367000 (147) total: 7.14s remaining: 34.8s 149: learn: 0.4350584 test: 0.4365106 best: 0.4365106 (149) total: 7.18s remaining: 34.7s 150: learn: 0.4350418 test: 0.4365211 best: 0.4365106 (149) total: 7.23s remaining: 34.6s 151: learn: 0.4349610 test: 0.4364933 best: 0.4364933 (151) total: 7.27s remaining: 34.6s 152: learn: 0.4347276 test: 0.4362924 best: 0.4362924 (152) total: 7.32s remaining: 34.5s 153: learn: 0.4344730 test: 0.4360574 best: 0.4360574 (153) total: 7.36s remaining: 34.5s 154: learn: 0.4344267 test: 0.4359957 best: 0.4359957 (154) total: 7.41s remaining: 34.4s 155: learn: 0.4343158 test: 0.4359025 best: 0.4359025 (155) total: 7.45s remaining: 34.3s 156: learn: 0.4342041 test: 0.4358164 best: 0.4358164 (156) total: 7.5s remaining: 34.3s 157: learn: 0.4341905 test: 0.4358141 best: 0.4358141 (157) total: 7.55s remaining: 34.3s 158: learn: 0.4337720 test: 0.4354951 best: 0.4354951 (158) total: 7.6s remaining: 34.2s 159: learn: 0.4333539 test: 0.4348593 best: 0.4348593 (159) total: 7.65s remaining: 34.2s 160: learn: 0.4332734 test: 0.4347950 best: 0.4347950 (160) total: 7.7s remaining: 34.1s 161: learn: 0.4332467 test: 0.4347660 best: 0.4347660 (161) total: 7.75s remaining: 34.1s 162: learn: 0.4331470 test: 0.4346803 best: 0.4346803 (162) total: 7.8s remaining: 34.1s 163: learn: 0.4329457 test: 0.4345196 best: 0.4345196 (163) total: 7.85s remaining: 34s 164: learn: 0.4328882 test: 0.4344832 best: 0.4344832 (164) total: 7.9s remaining: 34s 165: learn: 0.4327148 test: 0.4343366 best: 0.4343366 (165) total: 7.95s remaining: 34s 166: learn: 0.4325524 test: 0.4341967 best: 0.4341967 (166) total: 8s remaining: 33.9s 167: learn: 0.4325390 test: 0.4341954 best: 0.4341954 (167) total: 8.04s remaining: 33.9s 168: learn: 0.4325296 test: 0.4342078 best: 0.4341954 (167) total: 8.08s remaining: 33.8s 169: learn: 0.4325274 test: 0.4342120 best: 0.4341954 (167) total: 8.12s remaining: 33.7s 170: learn: 0.4322788 test: 0.4339487 best: 0.4339487 (170) total: 8.17s remaining: 33.6s 171: learn: 0.4321411 test: 0.4338334 best: 0.4338334 (171) total: 8.21s remaining: 33.6s 172: learn: 0.4320930 test: 0.4338355 best: 0.4338334 (171) total: 8.25s remaining: 33.5s 173: learn: 0.4320895 test: 0.4338420 best: 0.4338334 (171) total: 8.3s remaining: 33.4s 174: learn: 0.4319584 test: 0.4337035 best: 0.4337035 (174) total: 8.34s remaining: 33.4s 175: learn: 0.4318650 test: 0.4336194 best: 0.4336194 (175) total: 8.39s remaining: 33.3s 176: learn: 0.4317318 test: 0.4336287 best: 0.4336194 (175) total: 8.43s remaining: 33.3s 177: learn: 0.4316233 test: 0.4335463 best: 0.4335463 (177) total: 8.48s remaining: 33.2s 178: learn: 0.4316101 test: 0.4335605 best: 0.4335463 (177) total: 8.52s remaining: 33.1s 179: learn: 0.4314602 test: 0.4334510 best: 0.4334510 (179) total: 8.56s remaining: 33.1s 180: learn: 0.4312962 test: 0.4333000 best: 0.4333000 (180) total: 8.61s remaining: 33s 181: learn: 0.4309636 test: 0.4328081 best: 0.4328081 (181) total: 8.66s remaining: 33s 182: learn: 0.4309508 test: 0.4328232 best: 0.4328081 (181) total: 8.71s remaining: 33s 183: learn: 0.4309023 test: 0.4328138 best: 0.4328081 (181) total: 8.76s remaining: 32.9s 184: learn: 0.4307298 test: 0.4326009 best: 0.4326009 (184) total: 8.81s remaining: 32.9s 185: learn: 0.4307051 test: 0.4325766 best: 0.4325766 (185) total: 8.86s remaining: 32.8s 186: learn: 0.4307033 test: 0.4325759 best: 0.4325759 (186) total: 8.91s remaining: 32.8s 187: learn: 0.4304816 test: 0.4323549 best: 0.4323549 (187) total: 8.96s remaining: 32.7s 188: learn: 0.4303169 test: 0.4322265 best: 0.4322265 (188) total: 9.01s remaining: 32.7s 189: learn: 0.4303055 test: 0.4322414 best: 0.4322265 (188) total: 9.05s remaining: 32.6s 190: learn: 0.4302901 test: 0.4322390 best: 0.4322265 (188) total: 9.1s remaining: 32.6s 191: learn: 0.4300351 test: 0.4320283 best: 0.4320283 (191) total: 9.15s remaining: 32.5s 192: learn: 0.4299333 test: 0.4319504 best: 0.4319504 (192) total: 9.2s remaining: 32.5s 193: learn: 0.4298956 test: 0.4319522 best: 0.4319504 (192) total: 9.24s remaining: 32.5s 194: learn: 0.4297513 test: 0.4318023 best: 0.4318023 (194) total: 9.29s remaining: 32.4s 195: learn: 0.4297418 test: 0.4318028 best: 0.4318023 (194) total: 9.34s remaining: 32.3s 196: learn: 0.4297307 test: 0.4318187 best: 0.4318023 (194) total: 9.38s remaining: 32.3s 197: learn: 0.4297211 test: 0.4318165 best: 0.4318023 (194) total: 9.43s remaining: 32.2s 198: learn: 0.4297115 test: 0.4318186 best: 0.4318023 (194) total: 9.49s remaining: 32.3s 199: learn: 0.4296676 test: 0.4318243 best: 0.4318023 (194) total: 9.56s remaining: 32.3s 200: learn: 0.4296537 test: 0.4318306 best: 0.4318023 (194) total: 9.63s remaining: 32.3s 201: learn: 0.4296262 test: 0.4318180 best: 0.4318023 (194) total: 9.69s remaining: 32.3s 202: learn: 0.4296168 test: 0.4318341 best: 0.4318023 (194) total: 9.74s remaining: 32.2s 203: learn: 0.4294461 test: 0.4316953 best: 0.4316953 (203) total: 9.79s remaining: 32.2s 204: learn: 0.4292031 test: 0.4314902 best: 0.4314902 (204) total: 9.85s remaining: 32.2s 205: learn: 0.4291876 test: 0.4315006 best: 0.4314902 (204) total: 9.89s remaining: 32.1s 206: learn: 0.4291797 test: 0.4315157 best: 0.4314902 (204) total: 9.94s remaining: 32.1s 207: learn: 0.4291590 test: 0.4315140 best: 0.4314902 (204) total: 9.99s remaining: 32s 208: learn: 0.4290365 test: 0.4314258 best: 0.4314258 (208) total: 10.1s remaining: 32s 209: learn: 0.4290291 test: 0.4314409 best: 0.4314258 (208) total: 10.1s remaining: 32s 210: learn: 0.4289896 test: 0.4314281 best: 0.4314258 (208) total: 10.2s remaining: 32s 211: learn: 0.4289845 test: 0.4314259 best: 0.4314258 (208) total: 10.2s remaining: 31.9s 212: learn: 0.4289785 test: 0.4314387 best: 0.4314258 (208) total: 10.3s remaining: 31.9s 213: learn: 0.4287984 test: 0.4312723 best: 0.4312723 (213) total: 10.3s remaining: 31.9s 214: learn: 0.4287309 test: 0.4312484 best: 0.4312484 (214) total: 10.4s remaining: 31.9s 215: learn: 0.4287251 test: 0.4312636 best: 0.4312484 (214) total: 10.4s remaining: 31.8s 216: learn: 0.4285612 test: 0.4310931 best: 0.4310931 (216) total: 10.5s remaining: 31.7s 217: learn: 0.4285560 test: 0.4311080 best: 0.4310931 (216) total: 10.5s remaining: 31.7s 218: learn: 0.4284980 test: 0.4311082 best: 0.4310931 (216) total: 10.6s remaining: 31.6s 219: learn: 0.4283055 test: 0.4309516 best: 0.4309516 (219) total: 10.6s remaining: 31.6s 220: learn: 0.4282751 test: 0.4309360 best: 0.4309360 (220) total: 10.7s remaining: 31.6s 221: learn: 0.4282699 test: 0.4309460 best: 0.4309360 (220) total: 10.7s remaining: 31.5s 222: learn: 0.4282398 test: 0.4309085 best: 0.4309085 (222) total: 10.8s remaining: 31.4s 223: learn: 0.4282169 test: 0.4308800 best: 0.4308800 (223) total: 10.8s remaining: 31.4s 224: learn: 0.4280952 test: 0.4307462 best: 0.4307462 (224) total: 10.8s remaining: 31.3s 225: learn: 0.4280879 test: 0.4307443 best: 0.4307443 (225) total: 10.9s remaining: 31.2s 226: learn: 0.4279549 test: 0.4306720 best: 0.4306720 (226) total: 10.9s remaining: 31.2s 227: learn: 0.4279510 test: 0.4306817 best: 0.4306720 (226) total: 11s remaining: 31.1s 228: learn: 0.4278135 test: 0.4305782 best: 0.4305782 (228) total: 11s remaining: 31.1s 229: learn: 0.4275441 test: 0.4302977 best: 0.4302977 (229) total: 11.1s remaining: 31s 230: learn: 0.4274884 test: 0.4302838 best: 0.4302838 (230) total: 11.1s remaining: 31s 231: learn: 0.4274826 test: 0.4303000 best: 0.4302838 (230) total: 11.1s remaining: 30.9s 232: learn: 0.4274631 test: 0.4302999 best: 0.4302838 (230) total: 11.2s remaining: 30.9s 233: learn: 0.4274305 test: 0.4303052 best: 0.4302838 (230) total: 11.2s remaining: 30.8s 234: learn: 0.4271687 test: 0.4299125 best: 0.4299125 (234) total: 11.3s remaining: 30.8s 235: learn: 0.4271644 test: 0.4299254 best: 0.4299125 (234) total: 11.3s remaining: 30.7s 236: learn: 0.4271603 test: 0.4299369 best: 0.4299125 (234) total: 11.4s remaining: 30.6s 237: learn: 0.4271555 test: 0.4299517 best: 0.4299125 (234) total: 11.4s remaining: 30.6s 238: learn: 0.4271481 test: 0.4299497 best: 0.4299125 (234) total: 11.5s remaining: 30.5s 239: learn: 0.4271272 test: 0.4299532 best: 0.4299125 (234) total: 11.5s remaining: 30.4s 240: learn: 0.4271222 test: 0.4299677 best: 0.4299125 (234) total: 11.6s remaining: 30.4s 241: learn: 0.4270243 test: 0.4298896 best: 0.4298896 (241) total: 11.6s remaining: 30.3s 242: learn: 0.4270198 test: 0.4299039 best: 0.4298896 (241) total: 11.6s remaining: 30.3s 243: learn: 0.4270151 test: 0.4299181 best: 0.4298896 (241) total: 11.7s remaining: 30.2s 244: learn: 0.4267690 test: 0.4296206 best: 0.4296206 (244) total: 11.7s remaining: 30.1s 245: learn: 0.4267489 test: 0.4296089 best: 0.4296089 (245) total: 11.8s remaining: 30.1s 246: learn: 0.4265016 test: 0.4294980 best: 0.4294980 (246) total: 11.8s remaining: 30s 247: learn: 0.4263664 test: 0.4294060 best: 0.4294060 (247) total: 11.9s remaining: 30s 248: learn: 0.4263397 test: 0.4294008 best: 0.4294008 (248) total: 11.9s remaining: 30s 249: learn: 0.4263361 test: 0.4294147 best: 0.4294008 (248) total: 12s remaining: 29.9s 250: learn: 0.4263326 test: 0.4294283 best: 0.4294008 (248) total: 12s remaining: 29.8s 251: learn: 0.4261974 test: 0.4292915 best: 0.4292915 (251) total: 12s remaining: 29.8s 252: learn: 0.4261709 test: 0.4293059 best: 0.4292915 (251) total: 12.1s remaining: 29.7s 253: learn: 0.4261149 test: 0.4293042 best: 0.4292915 (251) total: 12.1s remaining: 29.7s 254: learn: 0.4260918 test: 0.4292798 best: 0.4292798 (254) total: 12.2s remaining: 29.6s 255: learn: 0.4260695 test: 0.4292725 best: 0.4292725 (255) total: 12.2s remaining: 29.6s 256: learn: 0.4260514 test: 0.4292669 best: 0.4292669 (256) total: 12.3s remaining: 29.5s 257: learn: 0.4259206 test: 0.4292199 best: 0.4292199 (257) total: 12.3s remaining: 29.5s 258: learn: 0.4259149 test: 0.4292349 best: 0.4292199 (257) total: 12.4s remaining: 29.5s 259: learn: 0.4258439 test: 0.4291827 best: 0.4291827 (259) total: 12.4s remaining: 29.4s 260: learn: 0.4258355 test: 0.4291835 best: 0.4291827 (259) total: 12.5s remaining: 29.4s 261: learn: 0.4257142 test: 0.4290656 best: 0.4290656 (261) total: 12.5s remaining: 29.3s 262: learn: 0.4256478 test: 0.4289732 best: 0.4289732 (262) total: 12.6s remaining: 29.3s 263: learn: 0.4255544 test: 0.4288758 best: 0.4288758 (263) total: 12.6s remaining: 29.2s 264: learn: 0.4252977 test: 0.4285296 best: 0.4285296 (264) total: 12.7s remaining: 29.2s 265: learn: 0.4252921 test: 0.4285275 best: 0.4285275 (265) total: 12.7s remaining: 29.1s 266: learn: 0.4252476 test: 0.4284996 best: 0.4284996 (266) total: 12.8s remaining: 29.1s 267: learn: 0.4252428 test: 0.4285095 best: 0.4284996 (266) total: 12.8s remaining: 29s 268: learn: 0.4252003 test: 0.4284840 best: 0.4284840 (268) total: 12.9s remaining: 29s 269: learn: 0.4251884 test: 0.4284815 best: 0.4284815 (269) total: 12.9s remaining: 28.9s 270: learn: 0.4250346 test: 0.4282969 best: 0.4282969 (270) total: 12.9s remaining: 28.8s 271: learn: 0.4250293 test: 0.4282938 best: 0.4282938 (271) total: 13s remaining: 28.8s 272: learn: 0.4249597 test: 0.4282529 best: 0.4282529 (272) total: 13s remaining: 28.7s 273: learn: 0.4249566 test: 0.4282669 best: 0.4282529 (272) total: 13.1s remaining: 28.7s 274: learn: 0.4249490 test: 0.4282544 best: 0.4282529 (272) total: 13.1s remaining: 28.6s 275: learn: 0.4248094 test: 0.4281622 best: 0.4281622 (275) total: 13.2s remaining: 28.5s 276: learn: 0.4247446 test: 0.4281248 best: 0.4281248 (276) total: 13.2s remaining: 28.5s 277: learn: 0.4247416 test: 0.4281378 best: 0.4281248 (276) total: 13.2s remaining: 28.4s 278: learn: 0.4246341 test: 0.4280164 best: 0.4280164 (278) total: 13.3s remaining: 28.4s 279: learn: 0.4244038 test: 0.4277929 best: 0.4277929 (279) total: 13.3s remaining: 28.3s 280: learn: 0.4243964 test: 0.4277917 best: 0.4277917 (280) total: 13.4s remaining: 28.3s 281: learn: 0.4243131 test: 0.4277205 best: 0.4277205 (281) total: 13.4s remaining: 28.2s 282: learn: 0.4242871 test: 0.4277265 best: 0.4277205 (281) total: 13.4s remaining: 28.1s 283: learn: 0.4242847 test: 0.4277390 best: 0.4277205 (281) total: 13.5s remaining: 28.1s 284: learn: 0.4241664 test: 0.4276560 best: 0.4276560 (284) total: 13.5s remaining: 28s 285: learn: 0.4241635 test: 0.4276507 best: 0.4276507 (285) total: 13.6s remaining: 28s 286: learn: 0.4241341 test: 0.4276607 best: 0.4276507 (285) total: 13.6s remaining: 27.9s 287: learn: 0.4239936 test: 0.4275102 best: 0.4275102 (287) total: 13.7s remaining: 27.9s 288: learn: 0.4239912 test: 0.4275170 best: 0.4275102 (287) total: 13.7s remaining: 27.8s 289: learn: 0.4239543 test: 0.4275400 best: 0.4275102 (287) total: 13.8s remaining: 27.8s 290: learn: 0.4237763 test: 0.4274240 best: 0.4274240 (290) total: 13.8s remaining: 27.7s 291: learn: 0.4237595 test: 0.4274208 best: 0.4274208 (291) total: 13.9s remaining: 27.7s 292: learn: 0.4237254 test: 0.4274172 best: 0.4274172 (292) total: 13.9s remaining: 27.6s 293: learn: 0.4236763 test: 0.4273860 best: 0.4273860 (293) total: 13.9s remaining: 27.6s 294: learn: 0.4236186 test: 0.4273614 best: 0.4273614 (294) total: 14s remaining: 27.5s 295: learn: 0.4235343 test: 0.4273210 best: 0.4273210 (295) total: 14s remaining: 27.5s 296: learn: 0.4234941 test: 0.4272919 best: 0.4272919 (296) total: 14.1s remaining: 27.4s 297: learn: 0.4234918 test: 0.4273040 best: 0.4272919 (296) total: 14.1s remaining: 27.4s 298: learn: 0.4234439 test: 0.4272663 best: 0.4272663 (298) total: 14.2s remaining: 27.3s 299: learn: 0.4234284 test: 0.4272603 best: 0.4272603 (299) total: 14.2s remaining: 27.3s 300: learn: 0.4232751 test: 0.4271322 best: 0.4271322 (300) total: 14.3s remaining: 27.2s 301: learn: 0.4232201 test: 0.4270882 best: 0.4270882 (301) total: 14.3s remaining: 27.2s 302: learn: 0.4231746 test: 0.4270852 best: 0.4270852 (302) total: 14.4s remaining: 27.1s 303: learn: 0.4231317 test: 0.4270712 best: 0.4270712 (303) total: 14.4s remaining: 27.1s 304: learn: 0.4231177 test: 0.4270742 best: 0.4270712 (303) total: 14.5s remaining: 27s 305: learn: 0.4229469 test: 0.4268629 best: 0.4268629 (305) total: 14.5s remaining: 27s 306: learn: 0.4229446 test: 0.4268755 best: 0.4268629 (305) total: 14.6s remaining: 27s 307: learn: 0.4229008 test: 0.4268867 best: 0.4268629 (305) total: 14.6s remaining: 26.9s 308: learn: 0.4226595 test: 0.4265980 best: 0.4265980 (308) total: 14.7s remaining: 26.9s 309: learn: 0.4226575 test: 0.4266095 best: 0.4265980 (308) total: 14.7s remaining: 26.8s 310: learn: 0.4226295 test: 0.4265759 best: 0.4265759 (310) total: 14.8s remaining: 26.8s 311: learn: 0.4224974 test: 0.4264930 best: 0.4264930 (311) total: 14.8s remaining: 26.8s 312: learn: 0.4223897 test: 0.4263839 best: 0.4263839 (312) total: 14.9s remaining: 26.7s 313: learn: 0.4223748 test: 0.4263787 best: 0.4263787 (313) total: 14.9s remaining: 26.7s 314: learn: 0.4223732 test: 0.4263780 best: 0.4263780 (314) total: 15s remaining: 26.6s 315: learn: 0.4223316 test: 0.4263785 best: 0.4263780 (314) total: 15s remaining: 26.6s 316: learn: 0.4222835 test: 0.4263457 best: 0.4263457 (316) total: 15.1s remaining: 26.5s 317: learn: 0.4222096 test: 0.4262869 best: 0.4262869 (317) total: 15.1s remaining: 26.4s 318: learn: 0.4222065 test: 0.4262981 best: 0.4262869 (317) total: 15.1s remaining: 26.4s 319: learn: 0.4221925 test: 0.4262981 best: 0.4262869 (317) total: 15.2s remaining: 26.3s 320: learn: 0.4221633 test: 0.4262498 best: 0.4262498 (320) total: 15.2s remaining: 26.3s 321: learn: 0.4221587 test: 0.4262606 best: 0.4262498 (320) total: 15.3s remaining: 26.2s 322: learn: 0.4221216 test: 0.4262488 best: 0.4262488 (322) total: 15.3s remaining: 26.2s 323: learn: 0.4221133 test: 0.4262628 best: 0.4262488 (322) total: 15.4s remaining: 26.1s 324: learn: 0.4220478 test: 0.4262365 best: 0.4262365 (324) total: 15.4s remaining: 26.1s 325: learn: 0.4220295 test: 0.4262286 best: 0.4262286 (325) total: 15.5s remaining: 26s 326: learn: 0.4220276 test: 0.4262387 best: 0.4262286 (325) total: 15.5s remaining: 26s 327: learn: 0.4220258 test: 0.4262503 best: 0.4262286 (325) total: 15.6s remaining: 25.9s 328: learn: 0.4220250 test: 0.4262574 best: 0.4262286 (325) total: 15.6s remaining: 25.9s 329: learn: 0.4219146 test: 0.4261947 best: 0.4261947 (329) total: 15.6s remaining: 25.8s 330: learn: 0.4219132 test: 0.4261946 best: 0.4261946 (330) total: 15.7s remaining: 25.8s 331: learn: 0.4218854 test: 0.4261896 best: 0.4261896 (331) total: 15.7s remaining: 25.7s 332: learn: 0.4218043 test: 0.4261374 best: 0.4261374 (332) total: 15.8s remaining: 25.7s 333: learn: 0.4218026 test: 0.4261477 best: 0.4261374 (332) total: 15.8s remaining: 25.7s 334: learn: 0.4218016 test: 0.4261543 best: 0.4261374 (332) total: 15.9s remaining: 25.6s 335: learn: 0.4217747 test: 0.4261587 best: 0.4261374 (332) total: 15.9s remaining: 25.6s 336: learn: 0.4217743 test: 0.4261587 best: 0.4261374 (332) total: 16s remaining: 25.5s 337: learn: 0.4216906 test: 0.4260788 best: 0.4260788 (337) total: 16s remaining: 25.5s 338: learn: 0.4216320 test: 0.4260480 best: 0.4260480 (338) total: 16.1s remaining: 25.4s 339: learn: 0.4216305 test: 0.4260579 best: 0.4260480 (338) total: 16.1s remaining: 25.4s 340: learn: 0.4216294 test: 0.4260675 best: 0.4260480 (338) total: 16.2s remaining: 25.4s 341: learn: 0.4216277 test: 0.4260812 best: 0.4260480 (338) total: 16.2s remaining: 25.3s 342: learn: 0.4215894 test: 0.4260944 best: 0.4260480 (338) total: 16.3s remaining: 25.3s 343: learn: 0.4215724 test: 0.4260919 best: 0.4260480 (338) total: 16.3s remaining: 25.2s 344: learn: 0.4215400 test: 0.4261029 best: 0.4260480 (338) total: 16.4s remaining: 25.2s 345: learn: 0.4215045 test: 0.4260598 best: 0.4260480 (338) total: 16.4s remaining: 25.1s 346: learn: 0.4215011 test: 0.4260558 best: 0.4260480 (338) total: 16.5s remaining: 25.1s 347: learn: 0.4213885 test: 0.4259756 best: 0.4259756 (347) total: 16.5s remaining: 25.1s 348: learn: 0.4213872 test: 0.4259813 best: 0.4259756 (347) total: 16.6s remaining: 25s 349: learn: 0.4213857 test: 0.4259810 best: 0.4259756 (347) total: 16.6s remaining: 25s 350: learn: 0.4213507 test: 0.4259582 best: 0.4259582 (350) total: 16.7s remaining: 24.9s 351: learn: 0.4212488 test: 0.4259065 best: 0.4259065 (351) total: 16.7s remaining: 24.9s 352: learn: 0.4211966 test: 0.4258194 best: 0.4258194 (352) total: 16.8s remaining: 24.8s 353: learn: 0.4211844 test: 0.4258258 best: 0.4258194 (352) total: 16.8s remaining: 24.8s 354: learn: 0.4211700 test: 0.4258217 best: 0.4258194 (352) total: 16.9s remaining: 24.7s 355: learn: 0.4211690 test: 0.4258307 best: 0.4258194 (352) total: 16.9s remaining: 24.7s 356: learn: 0.4211671 test: 0.4258356 best: 0.4258194 (352) total: 17s remaining: 24.7s 357: learn: 0.4211526 test: 0.4258325 best: 0.4258194 (352) total: 17.1s remaining: 24.6s 358: learn: 0.4211286 test: 0.4258365 best: 0.4258194 (352) total: 17.1s remaining: 24.6s 359: learn: 0.4211250 test: 0.4258513 best: 0.4258194 (352) total: 17.2s remaining: 24.6s 360: learn: 0.4210076 test: 0.4257538 best: 0.4257538 (360) total: 17.3s remaining: 24.6s 361: learn: 0.4210064 test: 0.4257625 best: 0.4257538 (360) total: 17.3s remaining: 24.5s 362: learn: 0.4210054 test: 0.4257710 best: 0.4257538 (360) total: 17.4s remaining: 24.5s 363: learn: 0.4210039 test: 0.4257791 best: 0.4257538 (360) total: 17.4s remaining: 24.4s 364: learn: 0.4209729 test: 0.4257640 best: 0.4257538 (360) total: 17.5s remaining: 24.4s 365: learn: 0.4209669 test: 0.4257587 best: 0.4257538 (360) total: 17.5s remaining: 24.3s 366: learn: 0.4209215 test: 0.4257355 best: 0.4257355 (366) total: 17.6s remaining: 24.3s 367: learn: 0.4209062 test: 0.4257336 best: 0.4257336 (367) total: 17.6s remaining: 24.2s 368: learn: 0.4208858 test: 0.4257327 best: 0.4257327 (368) total: 17.6s remaining: 24.2s 369: learn: 0.4208550 test: 0.4257127 best: 0.4257127 (369) total: 17.7s remaining: 24.1s 370: learn: 0.4208114 test: 0.4256769 best: 0.4256769 (370) total: 17.7s remaining: 24.1s 371: learn: 0.4206346 test: 0.4255515 best: 0.4255515 (371) total: 17.8s remaining: 24s 372: learn: 0.4206221 test: 0.4255546 best: 0.4255515 (371) total: 17.8s remaining: 24s 373: learn: 0.4206212 test: 0.4255626 best: 0.4255515 (371) total: 17.9s remaining: 24s 374: learn: 0.4206206 test: 0.4255671 best: 0.4255515 (371) total: 17.9s remaining: 23.9s 375: learn: 0.4206194 test: 0.4255745 best: 0.4255515 (371) total: 18s remaining: 23.9s 376: learn: 0.4206080 test: 0.4255695 best: 0.4255515 (371) total: 18s remaining: 23.8s 377: learn: 0.4206068 test: 0.4255767 best: 0.4255515 (371) total: 18.1s remaining: 23.8s 378: learn: 0.4204621 test: 0.4254525 best: 0.4254525 (378) total: 18.1s remaining: 23.7s 379: learn: 0.4203563 test: 0.4253637 best: 0.4253637 (379) total: 18.2s remaining: 23.7s 380: learn: 0.4203391 test: 0.4253601 best: 0.4253601 (380) total: 18.3s remaining: 23.7s 381: learn: 0.4203384 test: 0.4253673 best: 0.4253601 (380) total: 18.3s remaining: 23.6s 382: learn: 0.4203376 test: 0.4253672 best: 0.4253601 (380) total: 18.3s remaining: 23.6s 383: learn: 0.4203211 test: 0.4253596 best: 0.4253596 (383) total: 18.4s remaining: 23.5s 384: learn: 0.4202006 test: 0.4252539 best: 0.4252539 (384) total: 18.5s remaining: 23.5s 385: learn: 0.4202001 test: 0.4252576 best: 0.4252539 (384) total: 18.5s remaining: 23.5s 386: learn: 0.4201995 test: 0.4252645 best: 0.4252539 (384) total: 18.6s remaining: 23.4s 387: learn: 0.4201705 test: 0.4252444 best: 0.4252444 (387) total: 18.6s remaining: 23.4s 388: learn: 0.4201536 test: 0.4252401 best: 0.4252401 (388) total: 18.7s remaining: 23.3s 389: learn: 0.4200997 test: 0.4252068 best: 0.4252068 (389) total: 18.7s remaining: 23.3s 390: learn: 0.4200658 test: 0.4252051 best: 0.4252051 (390) total: 18.8s remaining: 23.3s 391: learn: 0.4200372 test: 0.4251986 best: 0.4251986 (391) total: 18.9s remaining: 23.2s 392: learn: 0.4199163 test: 0.4250861 best: 0.4250861 (392) total: 18.9s remaining: 23.2s 393: learn: 0.4199163 test: 0.4250854 best: 0.4250854 (393) total: 19s remaining: 23.1s 394: learn: 0.4199158 test: 0.4250920 best: 0.4250854 (393) total: 19s remaining: 23.1s 395: learn: 0.4199150 test: 0.4250984 best: 0.4250854 (393) total: 19s remaining: 23s 396: learn: 0.4199032 test: 0.4251037 best: 0.4250854 (393) total: 19.1s remaining: 23s 397: learn: 0.4198458 test: 0.4250478 best: 0.4250478 (397) total: 19.1s remaining: 22.9s 398: learn: 0.4196921 test: 0.4249235 best: 0.4249235 (398) total: 19.2s remaining: 22.9s 399: learn: 0.4196690 test: 0.4249260 best: 0.4249235 (398) total: 19.2s remaining: 22.8s 400: learn: 0.4196486 test: 0.4249285 best: 0.4249235 (398) total: 19.3s remaining: 22.8s 401: learn: 0.4195961 test: 0.4249254 best: 0.4249235 (398) total: 19.3s remaining: 22.7s 402: learn: 0.4195934 test: 0.4249050 best: 0.4249050 (402) total: 19.4s remaining: 22.7s 403: learn: 0.4195181 test: 0.4248537 best: 0.4248537 (403) total: 19.4s remaining: 22.7s 404: learn: 0.4195176 test: 0.4248599 best: 0.4248537 (403) total: 19.5s remaining: 22.6s 405: learn: 0.4194957 test: 0.4248509 best: 0.4248509 (405) total: 19.5s remaining: 22.6s 406: learn: 0.4194742 test: 0.4248474 best: 0.4248474 (406) total: 19.6s remaining: 22.5s 407: learn: 0.4194415 test: 0.4248034 best: 0.4248034 (407) total: 19.6s remaining: 22.5s 408: learn: 0.4193825 test: 0.4247571 best: 0.4247571 (408) total: 19.7s remaining: 22.4s 409: learn: 0.4193408 test: 0.4247291 best: 0.4247291 (409) total: 19.7s remaining: 22.4s 410: learn: 0.4192773 test: 0.4246752 best: 0.4246752 (410) total: 19.8s remaining: 22.3s 411: learn: 0.4192559 test: 0.4246580 best: 0.4246580 (411) total: 19.8s remaining: 22.3s 412: learn: 0.4192450 test: 0.4246522 best: 0.4246522 (412) total: 19.9s remaining: 22.2s 413: learn: 0.4191990 test: 0.4246563 best: 0.4246522 (412) total: 19.9s remaining: 22.2s 414: learn: 0.4191518 test: 0.4246269 best: 0.4246269 (414) total: 19.9s remaining: 22.1s 415: learn: 0.4191478 test: 0.4246232 best: 0.4246232 (415) total: 20s remaining: 22.1s 416: learn: 0.4191470 test: 0.4246293 best: 0.4246232 (415) total: 20s remaining: 22s 417: learn: 0.4191429 test: 0.4246372 best: 0.4246232 (415) total: 20.1s remaining: 21.9s 418: learn: 0.4191305 test: 0.4246159 best: 0.4246159 (418) total: 20.1s remaining: 21.9s 419: learn: 0.4191165 test: 0.4246122 best: 0.4246122 (419) total: 20.2s remaining: 21.8s 420: learn: 0.4190380 test: 0.4245466 best: 0.4245466 (420) total: 20.2s remaining: 21.8s 421: learn: 0.4190376 test: 0.4245526 best: 0.4245466 (420) total: 20.3s remaining: 21.7s 422: learn: 0.4190284 test: 0.4245509 best: 0.4245466 (420) total: 20.3s remaining: 21.7s 423: learn: 0.4190018 test: 0.4245277 best: 0.4245277 (423) total: 20.4s remaining: 21.6s 424: learn: 0.4189324 test: 0.4245010 best: 0.4245010 (424) total: 20.4s remaining: 21.6s 425: learn: 0.4189199 test: 0.4244918 best: 0.4244918 (425) total: 20.4s remaining: 21.5s 426: learn: 0.4189194 test: 0.4244975 best: 0.4244918 (425) total: 20.5s remaining: 21.5s 427: learn: 0.4189185 test: 0.4245011 best: 0.4244918 (425) total: 20.6s remaining: 21.5s 428: learn: 0.4189093 test: 0.4245076 best: 0.4244918 (425) total: 20.6s remaining: 21.4s 429: learn: 0.4189089 test: 0.4245103 best: 0.4244918 (425) total: 20.7s remaining: 21.4s 430: learn: 0.4189010 test: 0.4245109 best: 0.4244918 (425) total: 20.7s remaining: 21.4s 431: learn: 0.4188967 test: 0.4245196 best: 0.4244918 (425) total: 20.8s remaining: 21.3s 432: learn: 0.4188529 test: 0.4245128 best: 0.4244918 (425) total: 20.8s remaining: 21.3s 433: learn: 0.4188390 test: 0.4245160 best: 0.4244918 (425) total: 20.9s remaining: 21.2s 434: learn: 0.4188271 test: 0.4245119 best: 0.4244918 (425) total: 20.9s remaining: 21.2s 435: learn: 0.4187689 test: 0.4244813 best: 0.4244813 (435) total: 21s remaining: 21.1s 436: learn: 0.4186599 test: 0.4243530 best: 0.4243530 (436) total: 21s remaining: 21.1s 437: learn: 0.4186479 test: 0.4243425 best: 0.4243425 (437) total: 21.1s remaining: 21s 438: learn: 0.4186212 test: 0.4243478 best: 0.4243425 (437) total: 21.1s remaining: 21s 439: learn: 0.4185185 test: 0.4242360 best: 0.4242360 (439) total: 21.1s remaining: 20.9s 440: learn: 0.4184759 test: 0.4241895 best: 0.4241895 (440) total: 21.2s remaining: 20.8s 441: learn: 0.4183526 test: 0.4240312 best: 0.4240312 (441) total: 21.2s remaining: 20.8s 442: learn: 0.4183165 test: 0.4240202 best: 0.4240202 (442) total: 21.3s remaining: 20.7s 443: learn: 0.4183162 test: 0.4240202 best: 0.4240202 (442) total: 21.3s remaining: 20.7s 444: learn: 0.4182964 test: 0.4240182 best: 0.4240182 (444) total: 21.3s remaining: 20.6s 445: learn: 0.4182948 test: 0.4240129 best: 0.4240129 (445) total: 21.4s remaining: 20.6s 446: learn: 0.4182614 test: 0.4239887 best: 0.4239887 (446) total: 21.4s remaining: 20.5s 447: learn: 0.4182609 test: 0.4239939 best: 0.4239887 (446) total: 21.5s remaining: 20.5s 448: learn: 0.4182595 test: 0.4239923 best: 0.4239887 (446) total: 21.5s remaining: 20.4s 449: learn: 0.4182591 test: 0.4239974 best: 0.4239887 (446) total: 21.6s remaining: 20.4s 450: learn: 0.4182491 test: 0.4239934 best: 0.4239887 (446) total: 21.6s remaining: 20.3s 451: learn: 0.4182488 test: 0.4239983 best: 0.4239887 (446) total: 21.7s remaining: 20.3s 452: learn: 0.4182361 test: 0.4239952 best: 0.4239887 (446) total: 21.7s remaining: 20.3s 453: learn: 0.4182311 test: 0.4239993 best: 0.4239887 (446) total: 21.8s remaining: 20.2s 454: learn: 0.4181723 test: 0.4239380 best: 0.4239380 (454) total: 21.8s remaining: 20.2s 455: learn: 0.4181359 test: 0.4239020 best: 0.4239020 (455) total: 21.9s remaining: 20.1s 456: learn: 0.4181295 test: 0.4239069 best: 0.4239020 (455) total: 21.9s remaining: 20.1s 457: learn: 0.4180926 test: 0.4238805 best: 0.4238805 (457) total: 22s remaining: 20s 458: learn: 0.4180556 test: 0.4238717 best: 0.4238717 (458) total: 22s remaining: 20s 459: learn: 0.4180131 test: 0.4238559 best: 0.4238559 (459) total: 22.1s remaining: 19.9s 460: learn: 0.4179265 test: 0.4238077 best: 0.4238077 (460) total: 22.1s remaining: 19.9s 461: learn: 0.4179255 test: 0.4238125 best: 0.4238077 (460) total: 22.2s remaining: 19.8s 462: learn: 0.4178371 test: 0.4237447 best: 0.4237447 (462) total: 22.2s remaining: 19.8s 463: learn: 0.4178368 test: 0.4237450 best: 0.4237447 (462) total: 22.2s remaining: 19.7s 464: learn: 0.4178315 test: 0.4237329 best: 0.4237329 (464) total: 22.3s remaining: 19.6s 465: learn: 0.4178253 test: 0.4237335 best: 0.4237329 (464) total: 22.3s remaining: 19.6s 466: learn: 0.4178140 test: 0.4237497 best: 0.4237329 (464) total: 22.4s remaining: 19.5s 467: learn: 0.4177431 test: 0.4237448 best: 0.4237329 (464) total: 22.4s remaining: 19.5s 468: learn: 0.4176405 test: 0.4236439 best: 0.4236439 (468) total: 22.5s remaining: 19.4s 469: learn: 0.4176343 test: 0.4236539 best: 0.4236439 (468) total: 22.5s remaining: 19.4s 470: learn: 0.4176316 test: 0.4236548 best: 0.4236439 (468) total: 22.6s remaining: 19.4s 471: learn: 0.4176291 test: 0.4236573 best: 0.4236439 (468) total: 22.6s remaining: 19.3s 472: learn: 0.4176283 test: 0.4236619 best: 0.4236439 (468) total: 22.7s remaining: 19.3s 473: learn: 0.4176163 test: 0.4236604 best: 0.4236439 (468) total: 22.7s remaining: 19.2s 474: learn: 0.4175851 test: 0.4236401 best: 0.4236401 (474) total: 22.8s remaining: 19.2s 475: learn: 0.4175233 test: 0.4235831 best: 0.4235831 (475) total: 22.8s remaining: 19.1s 476: learn: 0.4174709 test: 0.4235332 best: 0.4235332 (476) total: 22.9s remaining: 19.1s 477: learn: 0.4173581 test: 0.4233968 best: 0.4233968 (477) total: 22.9s remaining: 19s 478: learn: 0.4173438 test: 0.4233979 best: 0.4233968 (477) total: 23s remaining: 19s 479: learn: 0.4173404 test: 0.4234112 best: 0.4233968 (477) total: 23s remaining: 18.9s 480: learn: 0.4173319 test: 0.4234088 best: 0.4233968 (477) total: 23.1s remaining: 18.9s 481: learn: 0.4173227 test: 0.4234194 best: 0.4233968 (477) total: 23.1s remaining: 18.8s 482: learn: 0.4172503 test: 0.4233697 best: 0.4233697 (482) total: 23.1s remaining: 18.8s 483: learn: 0.4172492 test: 0.4233698 best: 0.4233697 (482) total: 23.2s remaining: 18.7s 484: learn: 0.4172357 test: 0.4233679 best: 0.4233679 (484) total: 23.2s remaining: 18.7s 485: learn: 0.4172177 test: 0.4233685 best: 0.4233679 (484) total: 23.3s remaining: 18.6s 486: learn: 0.4172011 test: 0.4233627 best: 0.4233627 (486) total: 23.3s remaining: 18.6s 487: learn: 0.4171983 test: 0.4233679 best: 0.4233627 (486) total: 23.4s remaining: 18.5s 488: learn: 0.4171685 test: 0.4233688 best: 0.4233627 (486) total: 23.4s remaining: 18.5s 489: learn: 0.4171578 test: 0.4233875 best: 0.4233627 (486) total: 23.5s remaining: 18.4s 490: learn: 0.4170092 test: 0.4232967 best: 0.4232967 (490) total: 23.5s remaining: 18.4s 491: learn: 0.4169320 test: 0.4232741 best: 0.4232741 (491) total: 23.5s remaining: 18.3s 492: learn: 0.4168282 test: 0.4231756 best: 0.4231756 (492) total: 23.6s remaining: 18.3s 493: learn: 0.4166861 test: 0.4230256 best: 0.4230256 (493) total: 23.6s remaining: 18.2s 494: learn: 0.4166822 test: 0.4230259 best: 0.4230256 (493) total: 23.7s remaining: 18.2s 495: learn: 0.4165334 test: 0.4228804 best: 0.4228804 (495) total: 23.7s remaining: 18.1s 496: learn: 0.4165307 test: 0.4228753 best: 0.4228753 (496) total: 23.8s remaining: 18.1s 497: learn: 0.4164453 test: 0.4228064 best: 0.4228064 (497) total: 23.8s remaining: 18s 498: learn: 0.4163660 test: 0.4227977 best: 0.4227977 (498) total: 23.9s remaining: 18s 499: learn: 0.4163660 test: 0.4227976 best: 0.4227976 (499) total: 23.9s remaining: 17.9s 500: learn: 0.4163641 test: 0.4227926 best: 0.4227926 (500) total: 24s remaining: 17.9s 501: learn: 0.4163367 test: 0.4227541 best: 0.4227541 (501) total: 24s remaining: 17.8s 502: learn: 0.4163285 test: 0.4227542 best: 0.4227541 (501) total: 24s remaining: 17.8s 503: learn: 0.4163260 test: 0.4227535 best: 0.4227535 (503) total: 24.1s remaining: 17.7s 504: learn: 0.4163160 test: 0.4227500 best: 0.4227500 (504) total: 24.1s remaining: 17.7s 505: learn: 0.4163090 test: 0.4227521 best: 0.4227500 (504) total: 24.2s remaining: 17.6s 506: learn: 0.4163086 test: 0.4227561 best: 0.4227500 (504) total: 24.2s remaining: 17.6s 507: learn: 0.4162771 test: 0.4227483 best: 0.4227483 (507) total: 24.3s remaining: 17.5s 508: learn: 0.4162768 test: 0.4227523 best: 0.4227483 (507) total: 24.3s remaining: 17.5s 509: learn: 0.4162041 test: 0.4226744 best: 0.4226744 (509) total: 24.3s remaining: 17.4s 510: learn: 0.4162035 test: 0.4226782 best: 0.4226744 (509) total: 24.4s remaining: 17.4s 511: learn: 0.4161936 test: 0.4226762 best: 0.4226744 (509) total: 24.4s remaining: 17.3s 512: learn: 0.4161871 test: 0.4226708 best: 0.4226708 (512) total: 24.5s remaining: 17.3s 513: learn: 0.4161835 test: 0.4226773 best: 0.4226708 (512) total: 24.5s remaining: 17.2s 514: learn: 0.4161807 test: 0.4226735 best: 0.4226708 (512) total: 24.6s remaining: 17.2s 515: learn: 0.4161481 test: 0.4226603 best: 0.4226603 (515) total: 24.6s remaining: 17.1s 516: learn: 0.4161365 test: 0.4226595 best: 0.4226595 (516) total: 24.7s remaining: 17.1s 517: learn: 0.4161025 test: 0.4226288 best: 0.4226288 (517) total: 24.7s remaining: 17s 518: learn: 0.4160966 test: 0.4226233 best: 0.4226233 (518) total: 24.8s remaining: 17s 519: learn: 0.4160821 test: 0.4226167 best: 0.4226167 (519) total: 24.8s remaining: 16.9s 520: learn: 0.4160805 test: 0.4226120 best: 0.4226120 (520) total: 24.9s remaining: 16.9s 521: learn: 0.4160790 test: 0.4226103 best: 0.4226103 (521) total: 24.9s remaining: 16.8s 522: learn: 0.4160788 test: 0.4226139 best: 0.4226103 (521) total: 25s remaining: 16.8s 523: learn: 0.4160154 test: 0.4225564 best: 0.4225564 (523) total: 25s remaining: 16.8s 524: learn: 0.4160024 test: 0.4225483 best: 0.4225483 (524) total: 25.1s remaining: 16.7s 525: learn: 0.4159802 test: 0.4225255 best: 0.4225255 (525) total: 25.1s remaining: 16.7s 526: learn: 0.4159793 test: 0.4225243 best: 0.4225243 (526) total: 25.2s remaining: 16.6s 527: learn: 0.4159775 test: 0.4225287 best: 0.4225243 (526) total: 25.2s remaining: 16.6s 528: learn: 0.4159772 test: 0.4225324 best: 0.4225243 (526) total: 25.3s remaining: 16.5s 529: learn: 0.4159664 test: 0.4225445 best: 0.4225243 (526) total: 25.3s remaining: 16.5s 530: learn: 0.4159612 test: 0.4225479 best: 0.4225243 (526) total: 25.4s remaining: 16.4s 531: learn: 0.4159598 test: 0.4225513 best: 0.4225243 (526) total: 25.4s remaining: 16.4s 532: learn: 0.4159559 test: 0.4225599 best: 0.4225243 (526) total: 25.4s remaining: 16.3s 533: learn: 0.4159526 test: 0.4225726 best: 0.4225243 (526) total: 25.5s remaining: 16.3s 534: learn: 0.4159525 test: 0.4225759 best: 0.4225243 (526) total: 25.5s remaining: 16.2s 535: learn: 0.4159204 test: 0.4225760 best: 0.4225243 (526) total: 25.6s remaining: 16.2s 536: learn: 0.4159202 test: 0.4225792 best: 0.4225243 (526) total: 25.6s remaining: 16.1s 537: learn: 0.4158795 test: 0.4225781 best: 0.4225243 (526) total: 25.7s remaining: 16.1s 538: learn: 0.4158582 test: 0.4225664 best: 0.4225243 (526) total: 25.7s remaining: 16s 539: learn: 0.4158345 test: 0.4225539 best: 0.4225243 (526) total: 25.8s remaining: 16s 540: learn: 0.4158342 test: 0.4225569 best: 0.4225243 (526) total: 25.8s remaining: 15.9s 541: learn: 0.4158219 test: 0.4225619 best: 0.4225243 (526) total: 25.9s remaining: 15.9s 542: learn: 0.4158217 test: 0.4225648 best: 0.4225243 (526) total: 25.9s remaining: 15.8s 543: learn: 0.4156693 test: 0.4225260 best: 0.4225243 (526) total: 26s remaining: 15.8s 544: learn: 0.4156685 test: 0.4225281 best: 0.4225243 (526) total: 26s remaining: 15.7s 545: learn: 0.4156658 test: 0.4225281 best: 0.4225243 (526) total: 26s remaining: 15.7s 546: learn: 0.4156576 test: 0.4225339 best: 0.4225243 (526) total: 26.1s remaining: 15.6s 547: learn: 0.4156519 test: 0.4225396 best: 0.4225243 (526) total: 26.1s remaining: 15.6s 548: learn: 0.4156411 test: 0.4225375 best: 0.4225243 (526) total: 26.2s remaining: 15.5s 549: learn: 0.4156346 test: 0.4225449 best: 0.4225243 (526) total: 26.2s remaining: 15.5s 550: learn: 0.4156344 test: 0.4225478 best: 0.4225243 (526) total: 26.2s remaining: 15.4s 551: learn: 0.4156276 test: 0.4225480 best: 0.4225243 (526) total: 26.3s remaining: 15.4s 552: learn: 0.4156262 test: 0.4225508 best: 0.4225243 (526) total: 26.4s remaining: 15.3s 553: learn: 0.4156251 test: 0.4225462 best: 0.4225243 (526) total: 26.4s remaining: 15.3s 554: learn: 0.4156250 test: 0.4225487 best: 0.4225243 (526) total: 26.4s remaining: 15.2s 555: learn: 0.4156163 test: 0.4225467 best: 0.4225243 (526) total: 26.5s remaining: 15.2s 556: learn: 0.4155320 test: 0.4224813 best: 0.4224813 (556) total: 26.5s remaining: 15.1s 557: learn: 0.4154837 test: 0.4224488 best: 0.4224488 (557) total: 26.6s remaining: 15.1s 558: learn: 0.4154638 test: 0.4224337 best: 0.4224337 (558) total: 26.6s remaining: 15.1s 559: learn: 0.4154631 test: 0.4224360 best: 0.4224337 (558) total: 26.7s remaining: 15s 560: learn: 0.4154624 test: 0.4224355 best: 0.4224337 (558) total: 26.7s remaining: 15s 561: learn: 0.4154593 test: 0.4224476 best: 0.4224337 (558) total: 26.8s remaining: 14.9s 562: learn: 0.4154310 test: 0.4224435 best: 0.4224337 (558) total: 26.8s remaining: 14.9s 563: learn: 0.4154250 test: 0.4224585 best: 0.4224337 (558) total: 26.9s remaining: 14.8s 564: learn: 0.4154227 test: 0.4224600 best: 0.4224337 (558) total: 26.9s remaining: 14.8s 565: learn: 0.4154225 test: 0.4224623 best: 0.4224337 (558) total: 27s remaining: 14.7s 566: learn: 0.4154173 test: 0.4224707 best: 0.4224337 (558) total: 27s remaining: 14.7s 567: learn: 0.4154170 test: 0.4224729 best: 0.4224337 (558) total: 27.1s remaining: 14.6s 568: learn: 0.4154169 test: 0.4224750 best: 0.4224337 (558) total: 27.1s remaining: 14.6s 569: learn: 0.4154163 test: 0.4224760 best: 0.4224337 (558) total: 27.2s remaining: 14.5s 570: learn: 0.4154161 test: 0.4224781 best: 0.4224337 (558) total: 27.2s remaining: 14.5s 571: learn: 0.4154159 test: 0.4224801 best: 0.4224337 (558) total: 27.3s remaining: 14.4s 572: learn: 0.4153774 test: 0.4224639 best: 0.4224337 (558) total: 27.3s remaining: 14.4s 573: learn: 0.4153650 test: 0.4224550 best: 0.4224337 (558) total: 27.3s remaining: 14.3s 574: learn: 0.4153649 test: 0.4224570 best: 0.4224337 (558) total: 27.4s remaining: 14.3s 575: learn: 0.4153136 test: 0.4224196 best: 0.4224196 (575) total: 27.4s remaining: 14.2s 576: learn: 0.4152788 test: 0.4223800 best: 0.4223800 (576) total: 27.5s remaining: 14.2s 577: learn: 0.4152721 test: 0.4223837 best: 0.4223800 (576) total: 27.5s remaining: 14.2s 578: learn: 0.4152716 test: 0.4223848 best: 0.4223800 (576) total: 27.6s remaining: 14.1s 579: learn: 0.4152613 test: 0.4223781 best: 0.4223781 (579) total: 27.6s remaining: 14.1s 580: learn: 0.4152514 test: 0.4223841 best: 0.4223781 (579) total: 27.7s remaining: 14s 581: learn: 0.4152403 test: 0.4223754 best: 0.4223754 (581) total: 27.7s remaining: 14s 582: learn: 0.4152226 test: 0.4223678 best: 0.4223678 (582) total: 27.8s remaining: 13.9s 583: learn: 0.4151927 test: 0.4223620 best: 0.4223620 (583) total: 27.8s remaining: 13.9s 584: learn: 0.4151772 test: 0.4223671 best: 0.4223620 (583) total: 27.9s remaining: 13.8s 585: learn: 0.4151724 test: 0.4223667 best: 0.4223620 (583) total: 27.9s remaining: 13.8s 586: learn: 0.4151708 test: 0.4223667 best: 0.4223620 (583) total: 28s remaining: 13.7s 587: learn: 0.4151529 test: 0.4223718 best: 0.4223620 (583) total: 28s remaining: 13.7s 588: learn: 0.4151527 test: 0.4223737 best: 0.4223620 (583) total: 28s remaining: 13.6s 589: learn: 0.4151486 test: 0.4223758 best: 0.4223620 (583) total: 28.1s remaining: 13.6s 590: learn: 0.4151106 test: 0.4223543 best: 0.4223543 (590) total: 28.1s remaining: 13.5s 591: learn: 0.4150553 test: 0.4222911 best: 0.4222911 (591) total: 28.2s remaining: 13.5s 592: learn: 0.4150507 test: 0.4222885 best: 0.4222885 (592) total: 28.2s remaining: 13.4s 593: learn: 0.4150410 test: 0.4222751 best: 0.4222751 (593) total: 28.3s remaining: 13.4s 594: learn: 0.4150277 test: 0.4222816 best: 0.4222751 (593) total: 28.3s remaining: 13.3s 595: learn: 0.4150277 test: 0.4222835 best: 0.4222751 (593) total: 28.4s remaining: 13.3s 596: learn: 0.4150179 test: 0.4222785 best: 0.4222751 (593) total: 28.4s remaining: 13.2s 597: learn: 0.4150149 test: 0.4222902 best: 0.4222751 (593) total: 28.5s remaining: 13.2s 598: learn: 0.4149997 test: 0.4222902 best: 0.4222751 (593) total: 28.5s remaining: 13.1s 599: learn: 0.4149989 test: 0.4222932 best: 0.4222751 (593) total: 28.6s remaining: 13.1s 600: learn: 0.4149987 test: 0.4222949 best: 0.4222751 (593) total: 28.6s remaining: 13s 601: learn: 0.4149939 test: 0.4222985 best: 0.4222751 (593) total: 28.7s remaining: 13s 602: learn: 0.4149936 test: 0.4223009 best: 0.4222751 (593) total: 28.7s remaining: 13s 603: learn: 0.4149926 test: 0.4222972 best: 0.4222751 (593) total: 28.8s remaining: 12.9s 604: learn: 0.4148402 test: 0.4222215 best: 0.4222215 (604) total: 28.8s remaining: 12.9s 605: learn: 0.4148396 test: 0.4222259 best: 0.4222215 (604) total: 28.9s remaining: 12.8s 606: learn: 0.4148341 test: 0.4222256 best: 0.4222215 (604) total: 28.9s remaining: 12.8s 607: learn: 0.4148272 test: 0.4222309 best: 0.4222215 (604) total: 29s remaining: 12.7s 608: learn: 0.4148233 test: 0.4222303 best: 0.4222215 (604) total: 29s remaining: 12.7s 609: learn: 0.4147225 test: 0.4221243 best: 0.4221243 (609) total: 29.1s remaining: 12.6s 610: learn: 0.4147183 test: 0.4221248 best: 0.4221243 (609) total: 29.1s remaining: 12.6s 611: learn: 0.4147179 test: 0.4221250 best: 0.4221243 (609) total: 29.2s remaining: 12.5s 612: learn: 0.4146547 test: 0.4220965 best: 0.4220965 (612) total: 29.2s remaining: 12.5s 613: learn: 0.4146540 test: 0.4220982 best: 0.4220965 (612) total: 29.3s remaining: 12.4s 614: learn: 0.4146008 test: 0.4220617 best: 0.4220617 (614) total: 29.3s remaining: 12.4s 615: learn: 0.4145971 test: 0.4220621 best: 0.4220617 (614) total: 29.4s remaining: 12.3s 616: learn: 0.4145823 test: 0.4220633 best: 0.4220617 (614) total: 29.4s remaining: 12.3s 617: learn: 0.4145411 test: 0.4220410 best: 0.4220410 (617) total: 29.5s remaining: 12.3s 618: learn: 0.4145361 test: 0.4220438 best: 0.4220410 (617) total: 29.5s remaining: 12.2s 619: learn: 0.4145359 test: 0.4220439 best: 0.4220410 (617) total: 29.6s remaining: 12.2s 620: learn: 0.4145351 test: 0.4220428 best: 0.4220410 (617) total: 29.6s remaining: 12.1s 621: learn: 0.4145340 test: 0.4220422 best: 0.4220410 (617) total: 29.7s remaining: 12.1s 622: learn: 0.4145324 test: 0.4220450 best: 0.4220410 (617) total: 29.7s remaining: 12s 623: learn: 0.4145259 test: 0.4220447 best: 0.4220410 (617) total: 29.8s remaining: 12s 624: learn: 0.4145196 test: 0.4220394 best: 0.4220394 (624) total: 29.8s remaining: 11.9s 625: learn: 0.4145134 test: 0.4220351 best: 0.4220351 (625) total: 29.9s remaining: 11.9s 626: learn: 0.4145133 test: 0.4220364 best: 0.4220351 (625) total: 29.9s remaining: 11.8s 627: learn: 0.4145131 test: 0.4220364 best: 0.4220351 (625) total: 30s remaining: 11.8s 628: learn: 0.4145127 test: 0.4220375 best: 0.4220351 (625) total: 30s remaining: 11.7s 629: learn: 0.4145054 test: 0.4220295 best: 0.4220295 (629) total: 30s remaining: 11.7s 630: learn: 0.4144891 test: 0.4220299 best: 0.4220295 (629) total: 30.1s remaining: 11.6s 631: learn: 0.4144888 test: 0.4220299 best: 0.4220295 (629) total: 30.1s remaining: 11.6s 632: learn: 0.4143903 test: 0.4219346 best: 0.4219346 (632) total: 30.2s remaining: 11.5s 633: learn: 0.4142542 test: 0.4217976 best: 0.4217976 (633) total: 30.2s remaining: 11.5s 634: learn: 0.4142421 test: 0.4217947 best: 0.4217947 (634) total: 30.3s remaining: 11.4s 635: learn: 0.4142420 test: 0.4217958 best: 0.4217947 (634) total: 30.3s remaining: 11.4s 636: learn: 0.4142417 test: 0.4217974 best: 0.4217947 (634) total: 30.4s remaining: 11.3s 637: learn: 0.4142377 test: 0.4218073 best: 0.4217947 (634) total: 30.4s remaining: 11.3s 638: learn: 0.4142344 test: 0.4218077 best: 0.4217947 (634) total: 30.5s remaining: 11.2s 639: learn: 0.4142328 test: 0.4218147 best: 0.4217947 (634) total: 30.5s remaining: 11.2s 640: learn: 0.4141974 test: 0.4218085 best: 0.4217947 (634) total: 30.5s remaining: 11.2s 641: learn: 0.4141967 test: 0.4218110 best: 0.4217947 (634) total: 30.6s remaining: 11.1s 642: learn: 0.4141867 test: 0.4218111 best: 0.4217947 (634) total: 30.6s remaining: 11.1s 643: learn: 0.4141445 test: 0.4217843 best: 0.4217843 (643) total: 30.7s remaining: 11s 644: learn: 0.4141424 test: 0.4217840 best: 0.4217840 (644) total: 30.7s remaining: 11s 645: learn: 0.4141421 test: 0.4217875 best: 0.4217840 (644) total: 30.8s remaining: 10.9s 646: learn: 0.4141420 test: 0.4217876 best: 0.4217840 (644) total: 30.8s remaining: 10.9s 647: learn: 0.4141117 test: 0.4217737 best: 0.4217737 (647) total: 30.9s remaining: 10.8s 648: learn: 0.4141069 test: 0.4217851 best: 0.4217737 (647) total: 30.9s remaining: 10.8s 649: learn: 0.4141048 test: 0.4217906 best: 0.4217737 (647) total: 31s remaining: 10.7s 650: learn: 0.4140999 test: 0.4217914 best: 0.4217737 (647) total: 31.1s remaining: 10.7s 651: learn: 0.4140865 test: 0.4217767 best: 0.4217737 (647) total: 31.1s remaining: 10.6s 652: learn: 0.4140588 test: 0.4217739 best: 0.4217737 (647) total: 31.2s remaining: 10.6s 653: learn: 0.4140585 test: 0.4217759 best: 0.4217737 (647) total: 31.2s remaining: 10.5s 654: learn: 0.4140585 test: 0.4217755 best: 0.4217737 (647) total: 31.3s remaining: 10.5s 655: learn: 0.4140584 test: 0.4217755 best: 0.4217737 (647) total: 31.3s remaining: 10.5s 656: learn: 0.4140498 test: 0.4217773 best: 0.4217737 (647) total: 31.4s remaining: 10.4s 657: learn: 0.4140462 test: 0.4217797 best: 0.4217737 (647) total: 31.4s remaining: 10.4s 658: learn: 0.4140459 test: 0.4217808 best: 0.4217737 (647) total: 31.5s remaining: 10.3s 659: learn: 0.4140428 test: 0.4217857 best: 0.4217737 (647) total: 31.5s remaining: 10.3s 660: learn: 0.4140351 test: 0.4217842 best: 0.4217737 (647) total: 31.6s remaining: 10.2s 661: learn: 0.4140233 test: 0.4217783 best: 0.4217737 (647) total: 31.6s remaining: 10.2s 662: learn: 0.4140173 test: 0.4217935 best: 0.4217737 (647) total: 31.6s remaining: 10.1s 663: learn: 0.4140160 test: 0.4217936 best: 0.4217737 (647) total: 31.7s remaining: 10.1s 664: learn: 0.4139195 test: 0.4217754 best: 0.4217737 (647) total: 31.7s remaining: 10s 665: learn: 0.4139192 test: 0.4217764 best: 0.4217737 (647) total: 31.8s remaining: 9.97s 666: learn: 0.4139191 test: 0.4217764 best: 0.4217737 (647) total: 31.8s remaining: 9.92s 667: learn: 0.4139141 test: 0.4217753 best: 0.4217737 (647) total: 31.9s remaining: 9.87s 668: learn: 0.4139123 test: 0.4217838 best: 0.4217737 (647) total: 31.9s remaining: 9.82s 669: learn: 0.4138961 test: 0.4217703 best: 0.4217703 (669) total: 31.9s remaining: 9.77s 670: learn: 0.4138914 test: 0.4217690 best: 0.4217690 (670) total: 32s remaining: 9.72s 671: learn: 0.4138911 test: 0.4217698 best: 0.4217690 (670) total: 32s remaining: 9.68s 672: learn: 0.4138909 test: 0.4217698 best: 0.4217690 (670) total: 32.1s remaining: 9.63s 673: learn: 0.4138907 test: 0.4217698 best: 0.4217690 (670) total: 32.1s remaining: 9.58s 674: learn: 0.4138896 test: 0.4217698 best: 0.4217690 (670) total: 32.2s remaining: 9.53s 675: learn: 0.4138858 test: 0.4217636 best: 0.4217636 (675) total: 32.2s remaining: 9.49s 676: learn: 0.4138818 test: 0.4217530 best: 0.4217530 (676) total: 32.3s remaining: 9.44s 677: learn: 0.4138655 test: 0.4217568 best: 0.4217530 (676) total: 32.3s remaining: 9.39s 678: learn: 0.4138616 test: 0.4217550 best: 0.4217530 (676) total: 32.4s remaining: 9.34s 679: learn: 0.4138082 test: 0.4217051 best: 0.4217051 (679) total: 32.4s remaining: 9.29s 680: learn: 0.4138065 test: 0.4217080 best: 0.4217051 (679) total: 32.4s remaining: 9.24s 681: learn: 0.4137958 test: 0.4216971 best: 0.4216971 (681) total: 32.5s remaining: 9.2s 682: learn: 0.4137949 test: 0.4216988 best: 0.4216971 (681) total: 32.5s remaining: 9.15s 683: learn: 0.4137948 test: 0.4216988 best: 0.4216971 (681) total: 32.6s remaining: 9.1s 684: learn: 0.4137928 test: 0.4216989 best: 0.4216971 (681) total: 32.6s remaining: 9.05s 685: learn: 0.4137342 test: 0.4217159 best: 0.4216971 (681) total: 32.7s remaining: 9s 686: learn: 0.4137215 test: 0.4217161 best: 0.4216971 (681) total: 32.7s remaining: 8.95s 687: learn: 0.4135929 test: 0.4215814 best: 0.4215814 (687) total: 32.8s remaining: 8.9s 688: learn: 0.4135915 test: 0.4215810 best: 0.4215810 (688) total: 32.8s remaining: 8.85s 689: learn: 0.4135073 test: 0.4215172 best: 0.4215172 (689) total: 32.8s remaining: 8.81s 690: learn: 0.4135044 test: 0.4215215 best: 0.4215172 (689) total: 32.9s remaining: 8.77s 691: learn: 0.4135031 test: 0.4215167 best: 0.4215167 (691) total: 33s remaining: 8.73s 692: learn: 0.4134997 test: 0.4215128 best: 0.4215128 (692) total: 33.1s remaining: 8.69s 693: learn: 0.4134978 test: 0.4215192 best: 0.4215128 (692) total: 33.1s remaining: 8.64s 694: learn: 0.4134963 test: 0.4215236 best: 0.4215128 (692) total: 33.2s remaining: 8.6s 695: learn: 0.4134859 test: 0.4215252 best: 0.4215128 (692) total: 33.3s remaining: 8.56s 696: learn: 0.4134737 test: 0.4215192 best: 0.4215128 (692) total: 33.4s remaining: 8.52s 697: learn: 0.4134735 test: 0.4215200 best: 0.4215128 (692) total: 33.4s remaining: 8.47s 698: learn: 0.4134606 test: 0.4215211 best: 0.4215128 (692) total: 33.5s remaining: 8.43s 699: learn: 0.4134603 test: 0.4215218 best: 0.4215128 (692) total: 33.5s remaining: 8.38s 700: learn: 0.4134599 test: 0.4215245 best: 0.4215128 (692) total: 33.6s remaining: 8.33s 701: learn: 0.4134378 test: 0.4215224 best: 0.4215128 (692) total: 33.6s remaining: 8.28s 702: learn: 0.4134356 test: 0.4215250 best: 0.4215128 (692) total: 33.7s remaining: 8.24s 703: learn: 0.4132822 test: 0.4213540 best: 0.4213540 (703) total: 33.7s remaining: 8.19s 704: learn: 0.4132816 test: 0.4213551 best: 0.4213540 (703) total: 33.8s remaining: 8.14s 705: learn: 0.4132808 test: 0.4213546 best: 0.4213540 (703) total: 33.8s remaining: 8.09s 706: learn: 0.4132806 test: 0.4213547 best: 0.4213540 (703) total: 33.9s remaining: 8.04s 707: learn: 0.4132774 test: 0.4213574 best: 0.4213540 (703) total: 33.9s remaining: 8s 708: learn: 0.4132772 test: 0.4213580 best: 0.4213540 (703) total: 33.9s remaining: 7.95s 709: learn: 0.4132766 test: 0.4213586 best: 0.4213540 (703) total: 34s remaining: 7.9s 710: learn: 0.4132413 test: 0.4213510 best: 0.4213510 (710) total: 34s remaining: 7.85s 711: learn: 0.4132399 test: 0.4213474 best: 0.4213474 (711) total: 34.1s remaining: 7.8s 712: learn: 0.4132060 test: 0.4213236 best: 0.4213236 (712) total: 34.1s remaining: 7.75s 713: learn: 0.4132059 test: 0.4213241 best: 0.4213236 (712) total: 34.2s remaining: 7.7s 714: learn: 0.4132057 test: 0.4213245 best: 0.4213236 (712) total: 34.2s remaining: 7.65s 715: learn: 0.4131884 test: 0.4213057 best: 0.4213057 (715) total: 34.2s remaining: 7.6s 716: learn: 0.4131465 test: 0.4212650 best: 0.4212650 (716) total: 34.3s remaining: 7.56s 717: learn: 0.4131458 test: 0.4212655 best: 0.4212650 (716) total: 34.3s remaining: 7.51s 718: learn: 0.4131451 test: 0.4212694 best: 0.4212650 (716) total: 34.4s remaining: 7.46s 719: learn: 0.4130868 test: 0.4212629 best: 0.4212629 (719) total: 34.5s remaining: 7.42s 720: learn: 0.4130040 test: 0.4211926 best: 0.4211926 (720) total: 34.5s remaining: 7.37s 721: learn: 0.4130009 test: 0.4211921 best: 0.4211921 (721) total: 34.6s remaining: 7.32s 722: learn: 0.4129946 test: 0.4211849 best: 0.4211849 (722) total: 34.6s remaining: 7.28s 723: learn: 0.4129794 test: 0.4211839 best: 0.4211839 (723) total: 34.7s remaining: 7.23s 724: learn: 0.4129605 test: 0.4211675 best: 0.4211675 (724) total: 34.7s remaining: 7.18s 725: learn: 0.4129352 test: 0.4211643 best: 0.4211643 (725) total: 34.8s remaining: 7.13s 726: learn: 0.4129351 test: 0.4211640 best: 0.4211640 (726) total: 34.8s remaining: 7.08s 727: learn: 0.4129177 test: 0.4211461 best: 0.4211461 (727) total: 34.9s remaining: 7.04s 728: learn: 0.4128197 test: 0.4210288 best: 0.4210288 (728) total: 34.9s remaining: 6.99s 729: learn: 0.4127843 test: 0.4210086 best: 0.4210086 (729) total: 35s remaining: 6.94s 730: learn: 0.4127813 test: 0.4210081 best: 0.4210081 (730) total: 35s remaining: 6.89s 731: learn: 0.4127759 test: 0.4210101 best: 0.4210081 (730) total: 35s remaining: 6.84s 732: learn: 0.4127756 test: 0.4210103 best: 0.4210081 (730) total: 35.1s remaining: 6.8s 733: learn: 0.4127754 test: 0.4210098 best: 0.4210081 (730) total: 35.1s remaining: 6.75s 734: learn: 0.4127708 test: 0.4210095 best: 0.4210081 (730) total: 35.2s remaining: 6.7s 735: learn: 0.4127707 test: 0.4210095 best: 0.4210081 (730) total: 35.2s remaining: 6.66s 736: learn: 0.4127668 test: 0.4210102 best: 0.4210081 (730) total: 35.3s remaining: 6.61s 737: learn: 0.4127590 test: 0.4210109 best: 0.4210081 (730) total: 35.3s remaining: 6.56s 738: learn: 0.4127258 test: 0.4210001 best: 0.4210001 (738) total: 35.4s remaining: 6.51s 739: learn: 0.4127192 test: 0.4209984 best: 0.4209984 (739) total: 35.4s remaining: 6.46s 740: learn: 0.4127152 test: 0.4209964 best: 0.4209964 (740) total: 35.5s remaining: 6.42s 741: learn: 0.4127137 test: 0.4209956 best: 0.4209956 (741) total: 35.6s remaining: 6.37s 742: learn: 0.4127073 test: 0.4209657 best: 0.4209657 (742) total: 35.6s remaining: 6.33s 743: learn: 0.4126930 test: 0.4209559 best: 0.4209559 (743) total: 35.7s remaining: 6.28s 744: learn: 0.4126885 test: 0.4209669 best: 0.4209559 (743) total: 35.7s remaining: 6.23s 745: learn: 0.4126348 test: 0.4209688 best: 0.4209559 (743) total: 35.8s remaining: 6.18s 746: learn: 0.4125983 test: 0.4209504 best: 0.4209504 (746) total: 35.8s remaining: 6.14s 747: learn: 0.4125500 test: 0.4208879 best: 0.4208879 (747) total: 35.9s remaining: 6.09s 748: learn: 0.4125296 test: 0.4208928 best: 0.4208879 (747) total: 35.9s remaining: 6.04s 749: learn: 0.4125290 test: 0.4208928 best: 0.4208879 (747) total: 36s remaining: 5.99s 750: learn: 0.4125282 test: 0.4208932 best: 0.4208879 (747) total: 36s remaining: 5.94s 751: learn: 0.4125280 test: 0.4208932 best: 0.4208879 (747) total: 36s remaining: 5.89s 752: learn: 0.4125260 test: 0.4208918 best: 0.4208879 (747) total: 36.1s remaining: 5.84s 753: learn: 0.4125257 test: 0.4208918 best: 0.4208879 (747) total: 36.1s remaining: 5.79s 754: learn: 0.4124401 test: 0.4208475 best: 0.4208475 (754) total: 36.2s remaining: 5.75s 755: learn: 0.4124367 test: 0.4208477 best: 0.4208475 (754) total: 36.2s remaining: 5.7s 756: learn: 0.4124353 test: 0.4208481 best: 0.4208475 (754) total: 36.2s remaining: 5.65s 757: learn: 0.4124349 test: 0.4208480 best: 0.4208475 (754) total: 36.3s remaining: 5.6s 758: learn: 0.4124308 test: 0.4208480 best: 0.4208475 (754) total: 36.3s remaining: 5.55s 759: learn: 0.4124307 test: 0.4208480 best: 0.4208475 (754) total: 36.4s remaining: 5.5s 760: learn: 0.4124253 test: 0.4208418 best: 0.4208418 (760) total: 36.4s remaining: 5.45s 761: learn: 0.4124231 test: 0.4208380 best: 0.4208380 (761) total: 36.4s remaining: 5.4s 762: learn: 0.4124219 test: 0.4208426 best: 0.4208380 (761) total: 36.5s remaining: 5.36s 763: learn: 0.4123278 test: 0.4208105 best: 0.4208105 (763) total: 36.5s remaining: 5.31s 764: learn: 0.4122617 test: 0.4207964 best: 0.4207964 (764) total: 36.6s remaining: 5.26s 765: learn: 0.4122378 test: 0.4207836 best: 0.4207836 (765) total: 36.6s remaining: 5.21s 766: learn: 0.4122359 test: 0.4207850 best: 0.4207836 (765) total: 36.7s remaining: 5.17s 767: learn: 0.4122280 test: 0.4207815 best: 0.4207815 (767) total: 36.7s remaining: 5.12s 768: learn: 0.4122268 test: 0.4207830 best: 0.4207815 (767) total: 36.8s remaining: 5.07s 769: learn: 0.4121933 test: 0.4207651 best: 0.4207651 (769) total: 36.8s remaining: 5.02s 770: learn: 0.4121187 test: 0.4207191 best: 0.4207191 (770) total: 36.9s remaining: 4.97s 771: learn: 0.4121186 test: 0.4207190 best: 0.4207190 (771) total: 36.9s remaining: 4.92s 772: learn: 0.4120948 test: 0.4207057 best: 0.4207057 (772) total: 37s remaining: 4.88s 773: learn: 0.4120856 test: 0.4207059 best: 0.4207057 (772) total: 37s remaining: 4.83s 774: learn: 0.4120742 test: 0.4206966 best: 0.4206966 (774) total: 37s remaining: 4.78s 775: learn: 0.4118618 test: 0.4204752 best: 0.4204752 (775) total: 37.1s remaining: 4.73s 776: learn: 0.4118278 test: 0.4204332 best: 0.4204332 (776) total: 37.1s remaining: 4.68s 777: learn: 0.4118234 test: 0.4204298 best: 0.4204298 (777) total: 37.2s remaining: 4.63s 778: learn: 0.4117641 test: 0.4204076 best: 0.4204076 (778) total: 37.2s remaining: 4.58s 779: learn: 0.4117617 test: 0.4204074 best: 0.4204074 (779) total: 37.3s remaining: 4.54s 780: learn: 0.4117606 test: 0.4204032 best: 0.4204032 (780) total: 37.3s remaining: 4.49s 781: learn: 0.4117571 test: 0.4204005 best: 0.4204005 (781) total: 37.3s remaining: 4.44s 782: learn: 0.4117569 test: 0.4204006 best: 0.4204005 (781) total: 37.4s remaining: 4.39s 783: learn: 0.4117498 test: 0.4204000 best: 0.4204000 (783) total: 37.4s remaining: 4.34s 784: learn: 0.4117280 test: 0.4204047 best: 0.4204000 (783) total: 37.5s remaining: 4.3s 785: learn: 0.4117000 test: 0.4203899 best: 0.4203899 (785) total: 37.5s remaining: 4.25s 786: learn: 0.4116943 test: 0.4203819 best: 0.4203819 (786) total: 37.6s remaining: 4.2s 787: learn: 0.4116673 test: 0.4203543 best: 0.4203543 (787) total: 37.6s remaining: 4.15s 788: learn: 0.4116661 test: 0.4203589 best: 0.4203543 (787) total: 37.7s remaining: 4.11s 789: learn: 0.4116623 test: 0.4203612 best: 0.4203543 (787) total: 37.7s remaining: 4.06s 790: learn: 0.4116535 test: 0.4203636 best: 0.4203543 (787) total: 37.8s remaining: 4.01s 791: learn: 0.4116530 test: 0.4203659 best: 0.4203543 (787) total: 37.9s remaining: 3.97s 792: learn: 0.4116512 test: 0.4203688 best: 0.4203543 (787) total: 37.9s remaining: 3.92s 793: learn: 0.4116490 test: 0.4203690 best: 0.4203543 (787) total: 37.9s remaining: 3.87s 794: learn: 0.4116009 test: 0.4203385 best: 0.4203385 (794) total: 38s remaining: 3.82s 795: learn: 0.4115980 test: 0.4203407 best: 0.4203385 (794) total: 38s remaining: 3.77s 796: learn: 0.4115743 test: 0.4203291 best: 0.4203291 (796) total: 38.1s remaining: 3.73s 797: learn: 0.4115681 test: 0.4203286 best: 0.4203286 (797) total: 38.1s remaining: 3.68s 798: learn: 0.4115448 test: 0.4203354 best: 0.4203286 (797) total: 38.2s remaining: 3.63s 799: learn: 0.4115445 test: 0.4203355 best: 0.4203286 (797) total: 38.2s remaining: 3.58s 800: learn: 0.4115389 test: 0.4203363 best: 0.4203286 (797) total: 38.3s remaining: 3.53s 801: learn: 0.4115387 test: 0.4203364 best: 0.4203286 (797) total: 38.3s remaining: 3.48s 802: learn: 0.4114371 test: 0.4202241 best: 0.4202241 (802) total: 38.3s remaining: 3.44s 803: learn: 0.4114239 test: 0.4202213 best: 0.4202213 (803) total: 38.4s remaining: 3.39s 804: learn: 0.4113750 test: 0.4201892 best: 0.4201892 (804) total: 38.4s remaining: 3.34s 805: learn: 0.4113746 test: 0.4201868 best: 0.4201868 (805) total: 38.5s remaining: 3.29s 806: learn: 0.4113744 test: 0.4201868 best: 0.4201868 (805) total: 38.5s remaining: 3.25s 807: learn: 0.4113741 test: 0.4201865 best: 0.4201865 (807) total: 38.6s remaining: 3.2s 808: learn: 0.4113133 test: 0.4201038 best: 0.4201038 (808) total: 38.6s remaining: 3.15s 809: learn: 0.4113127 test: 0.4201039 best: 0.4201038 (808) total: 38.7s remaining: 3.1s 810: learn: 0.4113125 test: 0.4201041 best: 0.4201038 (808) total: 38.7s remaining: 3.05s 811: learn: 0.4113125 test: 0.4201041 best: 0.4201038 (808) total: 38.7s remaining: 3.01s 812: learn: 0.4113124 test: 0.4201042 best: 0.4201038 (808) total: 38.8s remaining: 2.96s 813: learn: 0.4113123 test: 0.4201042 best: 0.4201038 (808) total: 38.8s remaining: 2.91s 814: learn: 0.4113122 test: 0.4201042 best: 0.4201038 (808) total: 38.9s remaining: 2.86s 815: learn: 0.4113053 test: 0.4201075 best: 0.4201038 (808) total: 38.9s remaining: 2.81s 816: learn: 0.4112714 test: 0.4201057 best: 0.4201038 (808) total: 39s remaining: 2.77s 817: learn: 0.4112707 test: 0.4201028 best: 0.4201028 (817) total: 39s remaining: 2.72s 818: learn: 0.4112207 test: 0.4200434 best: 0.4200434 (818) total: 39.1s remaining: 2.67s 819: learn: 0.4112130 test: 0.4200453 best: 0.4200434 (818) total: 39.1s remaining: 2.62s 820: learn: 0.4111969 test: 0.4200272 best: 0.4200272 (820) total: 39.1s remaining: 2.57s 821: learn: 0.4111965 test: 0.4200273 best: 0.4200272 (820) total: 39.2s remaining: 2.53s 822: learn: 0.4111964 test: 0.4200273 best: 0.4200272 (820) total: 39.2s remaining: 2.48s 823: learn: 0.4111960 test: 0.4200266 best: 0.4200266 (823) total: 39.3s remaining: 2.43s 824: learn: 0.4111926 test: 0.4200259 best: 0.4200259 (824) total: 39.3s remaining: 2.38s 825: learn: 0.4111894 test: 0.4200282 best: 0.4200259 (824) total: 39.4s remaining: 2.34s 826: learn: 0.4111166 test: 0.4199521 best: 0.4199521 (826) total: 39.4s remaining: 2.29s 827: learn: 0.4111143 test: 0.4199516 best: 0.4199516 (827) total: 39.5s remaining: 2.24s 828: learn: 0.4111140 test: 0.4199509 best: 0.4199509 (828) total: 39.5s remaining: 2.19s 829: learn: 0.4111041 test: 0.4199444 best: 0.4199444 (829) total: 39.6s remaining: 2.15s 830: learn: 0.4111034 test: 0.4199443 best: 0.4199443 (830) total: 39.6s remaining: 2.1s 831: learn: 0.4111009 test: 0.4199437 best: 0.4199437 (831) total: 39.7s remaining: 2.05s 832: learn: 0.4110997 test: 0.4199449 best: 0.4199437 (831) total: 39.7s remaining: 2s 833: learn: 0.4110965 test: 0.4199489 best: 0.4199437 (831) total: 39.8s remaining: 1.96s 834: learn: 0.4110956 test: 0.4199513 best: 0.4199437 (831) total: 39.8s remaining: 1.91s 835: learn: 0.4110941 test: 0.4199512 best: 0.4199437 (831) total: 39.9s remaining: 1.86s 836: learn: 0.4110844 test: 0.4199485 best: 0.4199437 (831) total: 39.9s remaining: 1.81s 837: learn: 0.4110716 test: 0.4199430 best: 0.4199430 (837) total: 40s remaining: 1.76s 838: learn: 0.4110577 test: 0.4199351 best: 0.4199351 (838) total: 40s remaining: 1.72s 839: learn: 0.4110574 test: 0.4199352 best: 0.4199351 (838) total: 40.1s remaining: 1.67s 840: learn: 0.4110567 test: 0.4199374 best: 0.4199351 (838) total: 40.1s remaining: 1.62s 841: learn: 0.4110519 test: 0.4199380 best: 0.4199351 (838) total: 40.2s remaining: 1.57s 842: learn: 0.4110518 test: 0.4199380 best: 0.4199351 (838) total: 40.2s remaining: 1.53s 843: learn: 0.4110477 test: 0.4199390 best: 0.4199351 (838) total: 40.3s remaining: 1.48s 844: learn: 0.4110175 test: 0.4199529 best: 0.4199351 (838) total: 40.3s remaining: 1.43s 845: learn: 0.4109979 test: 0.4199446 best: 0.4199351 (838) total: 40.4s remaining: 1.38s 846: learn: 0.4109967 test: 0.4199448 best: 0.4199351 (838) total: 40.4s remaining: 1.34s 847: learn: 0.4109905 test: 0.4199455 best: 0.4199351 (838) total: 40.5s remaining: 1.29s 848: learn: 0.4109896 test: 0.4199458 best: 0.4199351 (838) total: 40.5s remaining: 1.24s 849: learn: 0.4109887 test: 0.4199448 best: 0.4199351 (838) total: 40.6s remaining: 1.19s 850: learn: 0.4109521 test: 0.4199500 best: 0.4199351 (838) total: 40.6s remaining: 1.15s 851: learn: 0.4109336 test: 0.4199401 best: 0.4199351 (838) total: 40.7s remaining: 1.1s 852: learn: 0.4109303 test: 0.4199409 best: 0.4199351 (838) total: 40.7s remaining: 1.05s 853: learn: 0.4109268 test: 0.4199392 best: 0.4199351 (838) total: 40.8s remaining: 1s 854: learn: 0.4108452 test: 0.4198678 best: 0.4198678 (854) total: 40.8s remaining: 955ms 855: learn: 0.4108157 test: 0.4198471 best: 0.4198471 (855) total: 40.9s remaining: 907ms 856: learn: 0.4108157 test: 0.4198478 best: 0.4198471 (855) total: 40.9s remaining: 859ms 857: learn: 0.4108089 test: 0.4198374 best: 0.4198374 (857) total: 41s remaining: 811ms 858: learn: 0.4107872 test: 0.4198322 best: 0.4198322 (858) total: 41s remaining: 764ms 859: learn: 0.4107869 test: 0.4198319 best: 0.4198319 (859) total: 41s remaining: 716ms 860: learn: 0.4107630 test: 0.4198149 best: 0.4198149 (860) total: 41.1s remaining: 668ms 861: learn: 0.4107611 test: 0.4198155 best: 0.4198149 (860) total: 41.1s remaining: 620ms 862: learn: 0.4107610 test: 0.4198154 best: 0.4198149 (860) total: 41.2s remaining: 573ms 863: learn: 0.4107544 test: 0.4198153 best: 0.4198149 (860) total: 41.2s remaining: 525ms 864: learn: 0.4107528 test: 0.4198150 best: 0.4198149 (860) total: 41.3s remaining: 477ms 865: learn: 0.4107521 test: 0.4198197 best: 0.4198149 (860) total: 41.3s remaining: 429ms 866: learn: 0.4107501 test: 0.4198166 best: 0.4198149 (860) total: 41.4s remaining: 382ms 867: learn: 0.4107486 test: 0.4198174 best: 0.4198149 (860) total: 41.4s remaining: 334ms 868: learn: 0.4107475 test: 0.4198173 best: 0.4198149 (860) total: 41.5s remaining: 286ms 869: learn: 0.4107469 test: 0.4198169 best: 0.4198149 (860) total: 41.5s remaining: 239ms 870: learn: 0.4107394 test: 0.4198145 best: 0.4198145 (870) total: 41.6s remaining: 191ms 871: learn: 0.4107368 test: 0.4198146 best: 0.4198145 (870) total: 41.6s remaining: 143ms 872: learn: 0.4107322 test: 0.4198150 best: 0.4198145 (870) total: 41.7s remaining: 95.5ms 873: learn: 0.4106172 test: 0.4197048 best: 0.4197048 (873) total: 41.7s remaining: 47.8ms 874: learn: 0.4106171 test: 0.4197046 best: 0.4197046 (874) total: 41.8s remaining: 0us bestTest = 0.4197046355 bestIteration = 874 [CV] learning_rate=0.1, l2_leaf_reg=4, iterations=875, depth=4, total= 43.1s [CV] learning_rate=0.15, l2_leaf_reg=1, iterations=1250, depth=8 ..... 0: learn: 3.8245324 test: 3.8203367 best: 3.8203367 (0) total: 137ms remaining: 2m 51s 1: learn: 3.2674853 test: 3.2641211 best: 3.2641211 (1) total: 285ms remaining: 2m 57s 2: learn: 2.7938194 test: 2.7919348 best: 2.7919348 (2) total: 440ms remaining: 3m 2s 3: learn: 2.3921962 test: 2.3913687 best: 2.3913687 (3) total: 609ms remaining: 3m 9s 4: learn: 2.0542226 test: 2.0543888 best: 2.0543888 (4) total: 679ms remaining: 2m 48s 5: learn: 1.7703769 test: 1.7713833 best: 1.7713833 (5) total: 704ms remaining: 2m 25s 6: learn: 1.5316806 test: 1.5336575 best: 1.5336575 (6) total: 869ms remaining: 2m 34s 7: learn: 1.3310420 test: 1.3336854 best: 1.3336854 (7) total: 1.02s remaining: 2m 38s 8: learn: 1.1644758 test: 1.1676682 best: 1.1676682 (8) total: 1.17s remaining: 2m 41s 9: learn: 1.0262906 test: 1.0301657 best: 1.0301657 (9) total: 1.32s remaining: 2m 44s 10: learn: 0.9137687 test: 0.9182528 best: 0.9182528 (10) total: 1.37s remaining: 2m 34s 11: learn: 0.8231626 test: 0.8282713 best: 0.8282713 (11) total: 1.5s remaining: 2m 34s 12: learn: 0.7486900 test: 0.7542668 best: 0.7542668 (12) total: 1.65s remaining: 2m 37s 13: learn: 0.6845636 test: 0.6903792 best: 0.6903792 (13) total: 1.78s remaining: 2m 36s 14: learn: 0.6331580 test: 0.6395014 best: 0.6395014 (14) total: 1.94s remaining: 2m 39s 15: learn: 0.5924236 test: 0.5995719 best: 0.5995719 (15) total: 2.07s remaining: 2m 39s 16: learn: 0.5592130 test: 0.5667718 best: 0.5667718 (16) total: 2.21s remaining: 2m 40s 17: learn: 0.5340934 test: 0.5422547 best: 0.5422547 (17) total: 2.35s remaining: 2m 40s 18: learn: 0.5148709 test: 0.5232996 best: 0.5232996 (18) total: 2.51s remaining: 2m 42s 19: learn: 0.5010939 test: 0.5096206 best: 0.5096206 (19) total: 2.66s remaining: 2m 43s 20: learn: 0.4873619 test: 0.4957988 best: 0.4957988 (20) total: 2.84s remaining: 2m 46s 21: learn: 0.4790313 test: 0.4872321 best: 0.4872321 (21) total: 2.94s remaining: 2m 44s 22: learn: 0.4699896 test: 0.4784022 best: 0.4784022 (22) total: 3.12s remaining: 2m 46s 23: learn: 0.4645567 test: 0.4727534 best: 0.4727534 (23) total: 3.22s remaining: 2m 44s 24: learn: 0.4591917 test: 0.4675349 best: 0.4675349 (24) total: 3.39s remaining: 2m 46s 25: learn: 0.4568095 test: 0.4651596 best: 0.4651596 (25) total: 3.44s remaining: 2m 41s 26: learn: 0.4535198 test: 0.4619032 best: 0.4619032 (26) total: 3.6s remaining: 2m 42s 27: learn: 0.4505048 test: 0.4589792 best: 0.4589792 (27) total: 3.75s remaining: 2m 43s 28: learn: 0.4483037 test: 0.4566530 best: 0.4566530 (28) total: 3.9s remaining: 2m 44s 29: learn: 0.4473454 test: 0.4556863 best: 0.4556863 (29) total: 3.98s remaining: 2m 41s 30: learn: 0.4438282 test: 0.4522738 best: 0.4522738 (30) total: 4.13s remaining: 2m 42s 31: learn: 0.4426729 test: 0.4511311 best: 0.4511311 (31) total: 4.24s remaining: 2m 41s 32: learn: 0.4408780 test: 0.4493476 best: 0.4493476 (32) total: 4.4s remaining: 2m 42s 33: learn: 0.4402777 test: 0.4487073 best: 0.4487073 (33) total: 4.48s remaining: 2m 40s 34: learn: 0.4381189 test: 0.4473580 best: 0.4473580 (34) total: 4.65s remaining: 2m 41s 35: learn: 0.4364988 test: 0.4460836 best: 0.4460836 (35) total: 4.82s remaining: 2m 42s 36: learn: 0.4357777 test: 0.4454993 best: 0.4454993 (36) total: 4.94s remaining: 2m 42s 37: learn: 0.4352293 test: 0.4451332 best: 0.4451332 (37) total: 5.11s remaining: 2m 43s 38: learn: 0.4351886 test: 0.4450605 best: 0.4450605 (38) total: 5.16s remaining: 2m 40s 39: learn: 0.4348944 test: 0.4448366 best: 0.4448366 (39) total: 5.32s remaining: 2m 40s 40: learn: 0.4344085 test: 0.4444318 best: 0.4444318 (40) total: 5.51s remaining: 2m 42s 41: learn: 0.4343786 test: 0.4443942 best: 0.4443942 (41) total: 5.61s remaining: 2m 41s 42: learn: 0.4343081 test: 0.4443060 best: 0.4443060 (42) total: 5.66s remaining: 2m 38s 43: learn: 0.4342918 test: 0.4442854 best: 0.4442854 (43) total: 5.76s remaining: 2m 38s 44: learn: 0.4342876 test: 0.4442785 best: 0.4442785 (44) total: 5.8s remaining: 2m 35s 45: learn: 0.4342105 test: 0.4441957 best: 0.4441957 (45) total: 6s remaining: 2m 37s 46: learn: 0.4335002 test: 0.4434379 best: 0.4434379 (46) total: 6.16s remaining: 2m 37s 47: learn: 0.4334986 test: 0.4434333 best: 0.4434333 (47) total: 6.18s remaining: 2m 34s 48: learn: 0.4334916 test: 0.4434301 best: 0.4434301 (48) total: 6.21s remaining: 2m 32s 49: learn: 0.4334768 test: 0.4434330 best: 0.4434301 (48) total: 6.25s remaining: 2m 30s 50: learn: 0.4334759 test: 0.4434305 best: 0.4434301 (48) total: 6.27s remaining: 2m 27s 51: learn: 0.4334754 test: 0.4434285 best: 0.4434285 (51) total: 6.31s remaining: 2m 25s 52: learn: 0.4334293 test: 0.4434239 best: 0.4434239 (52) total: 6.39s remaining: 2m 24s 53: learn: 0.4334289 test: 0.4434225 best: 0.4434225 (53) total: 6.44s remaining: 2m 22s 54: learn: 0.4334269 test: 0.4434213 best: 0.4434213 (54) total: 6.49s remaining: 2m 21s 55: learn: 0.4334192 test: 0.4434047 best: 0.4434047 (55) total: 6.55s remaining: 2m 19s 56: learn: 0.4334171 test: 0.4434039 best: 0.4434039 (56) total: 6.61s remaining: 2m 18s 57: learn: 0.4334061 test: 0.4434004 best: 0.4434004 (57) total: 6.71s remaining: 2m 17s 58: learn: 0.4334054 test: 0.4433998 best: 0.4433998 (58) total: 6.76s remaining: 2m 16s 59: learn: 0.4334021 test: 0.4433993 best: 0.4433993 (59) total: 6.79s remaining: 2m 14s 60: learn: 0.4333916 test: 0.4433866 best: 0.4433866 (60) total: 6.84s remaining: 2m 13s 61: learn: 0.4333916 test: 0.4433863 best: 0.4433863 (61) total: 6.87s remaining: 2m 11s 62: learn: 0.4333840 test: 0.4433866 best: 0.4433863 (61) total: 6.92s remaining: 2m 10s 63: learn: 0.4333793 test: 0.4433863 best: 0.4433863 (63) total: 6.95s remaining: 2m 8s 64: learn: 0.4333779 test: 0.4433873 best: 0.4433863 (63) total: 6.99s remaining: 2m 7s 65: learn: 0.4333665 test: 0.4433868 best: 0.4433863 (63) total: 7.02s remaining: 2m 5s 66: learn: 0.4333662 test: 0.4433866 best: 0.4433863 (63) total: 7.06s remaining: 2m 4s 67: learn: 0.4333662 test: 0.4433865 best: 0.4433863 (63) total: 7.08s remaining: 2m 2s 68: learn: 0.4333662 test: 0.4433864 best: 0.4433863 (63) total: 7.1s remaining: 2m 1s 69: learn: 0.4333662 test: 0.4433864 best: 0.4433863 (63) total: 7.12s remaining: 2m 70: learn: 0.4333658 test: 0.4433863 best: 0.4433863 (63) total: 7.15s remaining: 1m 58s 71: learn: 0.4333621 test: 0.4433922 best: 0.4433863 (63) total: 7.2s remaining: 1m 57s 72: learn: 0.4333615 test: 0.4433921 best: 0.4433863 (63) total: 7.22s remaining: 1m 56s 73: learn: 0.4333599 test: 0.4433921 best: 0.4433863 (63) total: 7.25s remaining: 1m 55s 74: learn: 0.4333544 test: 0.4433920 best: 0.4433863 (63) total: 7.39s remaining: 1m 55s 75: learn: 0.4333486 test: 0.4433918 best: 0.4433863 (63) total: 7.54s remaining: 1m 56s 76: learn: 0.4333485 test: 0.4433918 best: 0.4433863 (63) total: 7.61s remaining: 1m 55s 77: learn: 0.4333485 test: 0.4433918 best: 0.4433863 (63) total: 7.63s remaining: 1m 54s 78: learn: 0.4333455 test: 0.4433917 best: 0.4433863 (63) total: 7.7s remaining: 1m 54s 79: learn: 0.4333455 test: 0.4433917 best: 0.4433863 (63) total: 7.72s remaining: 1m 52s 80: learn: 0.4333455 test: 0.4433917 best: 0.4433863 (63) total: 7.75s remaining: 1m 51s 81: learn: 0.4333405 test: 0.4433916 best: 0.4433863 (63) total: 7.91s remaining: 1m 52s 82: learn: 0.4333392 test: 0.4433929 best: 0.4433863 (63) total: 7.99s remaining: 1m 52s 83: learn: 0.4333335 test: 0.4433929 best: 0.4433863 (63) total: 8.02s remaining: 1m 51s 84: learn: 0.4333333 test: 0.4433929 best: 0.4433863 (63) total: 8.05s remaining: 1m 50s 85: learn: 0.4333284 test: 0.4433929 best: 0.4433863 (63) total: 8.07s remaining: 1m 49s 86: learn: 0.4333163 test: 0.4434097 best: 0.4433863 (63) total: 8.12s remaining: 1m 48s 87: learn: 0.4333141 test: 0.4434097 best: 0.4433863 (63) total: 8.15s remaining: 1m 47s 88: learn: 0.4333139 test: 0.4434097 best: 0.4433863 (63) total: 8.18s remaining: 1m 46s 89: learn: 0.4333139 test: 0.4434097 best: 0.4433863 (63) total: 8.2s remaining: 1m 45s 90: learn: 0.4333139 test: 0.4434097 best: 0.4433863 (63) total: 8.23s remaining: 1m 44s 91: learn: 0.4333137 test: 0.4434097 best: 0.4433863 (63) total: 8.26s remaining: 1m 43s 92: learn: 0.4333135 test: 0.4434097 best: 0.4433863 (63) total: 8.28s remaining: 1m 43s 93: learn: 0.4333135 test: 0.4434097 best: 0.4433863 (63) total: 8.31s remaining: 1m 42s 94: learn: 0.4333135 test: 0.4434097 best: 0.4433863 (63) total: 8.33s remaining: 1m 41s 95: learn: 0.4333128 test: 0.4434097 best: 0.4433863 (63) total: 8.39s remaining: 1m 40s 96: learn: 0.4333018 test: 0.4434096 best: 0.4433863 (63) total: 8.45s remaining: 1m 40s 97: learn: 0.4333008 test: 0.4434014 best: 0.4433863 (63) total: 8.5s remaining: 1m 39s 98: learn: 0.4311135 test: 0.4415782 best: 0.4415782 (98) total: 8.64s remaining: 1m 40s 99: learn: 0.4311040 test: 0.4415778 best: 0.4415778 (99) total: 8.69s remaining: 1m 39s 100: learn: 0.4310898 test: 0.4415755 best: 0.4415755 (100) total: 8.85s remaining: 1m 40s 101: learn: 0.4310832 test: 0.4415755 best: 0.4415755 (101) total: 8.98s remaining: 1m 41s 102: learn: 0.4310747 test: 0.4415830 best: 0.4415755 (101) total: 9.09s remaining: 1m 41s 103: learn: 0.4310558 test: 0.4416030 best: 0.4415755 (101) total: 9.24s remaining: 1m 41s 104: learn: 0.4310517 test: 0.4416039 best: 0.4415755 (101) total: 9.37s remaining: 1m 42s 105: learn: 0.4310486 test: 0.4416039 best: 0.4415755 (101) total: 9.43s remaining: 1m 41s 106: learn: 0.4310405 test: 0.4416120 best: 0.4415755 (101) total: 9.59s remaining: 1m 42s 107: learn: 0.4310330 test: 0.4416121 best: 0.4415755 (101) total: 9.72s remaining: 1m 42s 108: learn: 0.4310329 test: 0.4416120 best: 0.4415755 (101) total: 9.77s remaining: 1m 42s 109: learn: 0.4310318 test: 0.4416121 best: 0.4415755 (101) total: 9.92s remaining: 1m 42s 110: learn: 0.4310316 test: 0.4416121 best: 0.4415755 (101) total: 10s remaining: 1m 42s 111: learn: 0.4310106 test: 0.4416191 best: 0.4415755 (101) total: 10.2s remaining: 1m 43s 112: learn: 0.4310061 test: 0.4416191 best: 0.4415755 (101) total: 10.3s remaining: 1m 43s 113: learn: 0.4309910 test: 0.4416261 best: 0.4415755 (101) total: 10.5s remaining: 1m 44s 114: learn: 0.4309874 test: 0.4416261 best: 0.4415755 (101) total: 10.6s remaining: 1m 44s 115: learn: 0.4309873 test: 0.4416261 best: 0.4415755 (101) total: 10.7s remaining: 1m 44s 116: learn: 0.4309855 test: 0.4416267 best: 0.4415755 (101) total: 10.9s remaining: 1m 45s 117: learn: 0.4309854 test: 0.4416267 best: 0.4415755 (101) total: 10.9s remaining: 1m 44s 118: learn: 0.4309803 test: 0.4416268 best: 0.4415755 (101) total: 11.1s remaining: 1m 45s 119: learn: 0.4309799 test: 0.4416268 best: 0.4415755 (101) total: 11.1s remaining: 1m 44s 120: learn: 0.4309736 test: 0.4416268 best: 0.4415755 (101) total: 11.3s remaining: 1m 45s 121: learn: 0.4309659 test: 0.4416485 best: 0.4415755 (101) total: 11.4s remaining: 1m 45s 122: learn: 0.4309547 test: 0.4416531 best: 0.4415755 (101) total: 11.6s remaining: 1m 46s 123: learn: 0.4309543 test: 0.4416531 best: 0.4415755 (101) total: 11.6s remaining: 1m 45s 124: learn: 0.4309535 test: 0.4416531 best: 0.4415755 (101) total: 11.6s remaining: 1m 44s 125: learn: 0.4309494 test: 0.4416532 best: 0.4415755 (101) total: 11.8s remaining: 1m 45s 126: learn: 0.4309485 test: 0.4416532 best: 0.4415755 (101) total: 11.9s remaining: 1m 44s 127: learn: 0.4309434 test: 0.4416532 best: 0.4415755 (101) total: 12s remaining: 1m 45s 128: learn: 0.4289588 test: 0.4399561 best: 0.4399561 (128) total: 12.2s remaining: 1m 45s 129: learn: 0.4289544 test: 0.4399514 best: 0.4399514 (129) total: 12.3s remaining: 1m 46s 130: learn: 0.4289523 test: 0.4399530 best: 0.4399514 (129) total: 12.5s remaining: 1m 46s 131: learn: 0.4289446 test: 0.4399746 best: 0.4399514 (129) total: 12.6s remaining: 1m 46s 132: learn: 0.4289387 test: 0.4399962 best: 0.4399514 (129) total: 12.8s remaining: 1m 47s 133: learn: 0.4289315 test: 0.4400172 best: 0.4399514 (129) total: 12.9s remaining: 1m 47s 134: learn: 0.4289278 test: 0.4400378 best: 0.4399514 (129) total: 13.1s remaining: 1m 47s 135: learn: 0.4289207 test: 0.4400441 best: 0.4399514 (129) total: 13.2s remaining: 1m 48s 136: learn: 0.4289178 test: 0.4400638 best: 0.4399514 (129) total: 13.4s remaining: 1m 48s 137: learn: 0.4288720 test: 0.4400322 best: 0.4399514 (129) total: 13.5s remaining: 1m 48s 138: learn: 0.4288713 test: 0.4400322 best: 0.4399514 (129) total: 13.5s remaining: 1m 48s 139: learn: 0.4288706 test: 0.4400322 best: 0.4399514 (129) total: 13.6s remaining: 1m 47s 140: learn: 0.4288659 test: 0.4400512 best: 0.4399514 (129) total: 13.7s remaining: 1m 48s 141: learn: 0.4288631 test: 0.4400511 best: 0.4399514 (129) total: 13.9s remaining: 1m 48s 142: learn: 0.4288609 test: 0.4400698 best: 0.4399514 (129) total: 14s remaining: 1m 48s 143: learn: 0.4288604 test: 0.4400698 best: 0.4399514 (129) total: 14.1s remaining: 1m 48s 144: learn: 0.4288603 test: 0.4400698 best: 0.4399514 (129) total: 14.1s remaining: 1m 47s 145: learn: 0.4288579 test: 0.4400742 best: 0.4399514 (129) total: 14.3s remaining: 1m 47s 146: learn: 0.4288562 test: 0.4400917 best: 0.4399514 (129) total: 14.4s remaining: 1m 48s 147: learn: 0.4288558 test: 0.4400917 best: 0.4399514 (129) total: 14.5s remaining: 1m 47s 148: learn: 0.4288547 test: 0.4401081 best: 0.4399514 (129) total: 14.6s remaining: 1m 47s 149: learn: 0.4288543 test: 0.4401081 best: 0.4399514 (129) total: 14.6s remaining: 1m 47s 150: learn: 0.4288529 test: 0.4401174 best: 0.4399514 (129) total: 14.7s remaining: 1m 47s 151: learn: 0.4288517 test: 0.4401173 best: 0.4399514 (129) total: 14.8s remaining: 1m 46s 152: learn: 0.4288504 test: 0.4401264 best: 0.4399514 (129) total: 14.9s remaining: 1m 46s 153: learn: 0.4288497 test: 0.4401402 best: 0.4399514 (129) total: 14.9s remaining: 1m 46s 154: learn: 0.4288486 test: 0.4401344 best: 0.4399514 (129) total: 15.1s remaining: 1m 46s 155: learn: 0.4288482 test: 0.4401344 best: 0.4399514 (129) total: 15.1s remaining: 1m 46s 156: learn: 0.4288472 test: 0.4401428 best: 0.4399514 (129) total: 15.2s remaining: 1m 46s 157: learn: 0.4288458 test: 0.4401358 best: 0.4399514 (129) total: 15.4s remaining: 1m 46s 158: learn: 0.4288449 test: 0.4401443 best: 0.4399514 (129) total: 15.5s remaining: 1m 46s 159: learn: 0.4288442 test: 0.4401525 best: 0.4399514 (129) total: 15.6s remaining: 1m 46s 160: learn: 0.4288435 test: 0.4401604 best: 0.4399514 (129) total: 15.7s remaining: 1m 46s 161: learn: 0.4288431 test: 0.4401710 best: 0.4399514 (129) total: 15.8s remaining: 1m 46s 162: learn: 0.4288402 test: 0.4401810 best: 0.4399514 (129) total: 16s remaining: 1m 46s 163: learn: 0.4288394 test: 0.4401732 best: 0.4399514 (129) total: 16.1s remaining: 1m 46s 164: learn: 0.4288391 test: 0.4401732 best: 0.4399514 (129) total: 16.2s remaining: 1m 46s 165: learn: 0.4288385 test: 0.4401732 best: 0.4399514 (129) total: 16.3s remaining: 1m 46s 166: learn: 0.4288383 test: 0.4401732 best: 0.4399514 (129) total: 16.4s remaining: 1m 46s 167: learn: 0.4288344 test: 0.4401652 best: 0.4399514 (129) total: 16.5s remaining: 1m 46s 168: learn: 0.4288282 test: 0.4401669 best: 0.4399514 (129) total: 16.7s remaining: 1m 46s 169: learn: 0.4288280 test: 0.4401669 best: 0.4399514 (129) total: 16.8s remaining: 1m 46s 170: learn: 0.4288265 test: 0.4401659 best: 0.4399514 (129) total: 16.9s remaining: 1m 46s 171: learn: 0.4288247 test: 0.4401660 best: 0.4399514 (129) total: 17.1s remaining: 1m 47s 172: learn: 0.4288243 test: 0.4401603 best: 0.4399514 (129) total: 17.2s remaining: 1m 47s 173: learn: 0.4288241 test: 0.4401603 best: 0.4399514 (129) total: 17.4s remaining: 1m 47s 174: learn: 0.4288221 test: 0.4401707 best: 0.4399514 (129) total: 17.5s remaining: 1m 47s 175: learn: 0.4288205 test: 0.4401707 best: 0.4399514 (129) total: 17.7s remaining: 1m 48s 176: learn: 0.4287273 test: 0.4401544 best: 0.4399514 (129) total: 17.9s remaining: 1m 48s 177: learn: 0.4287272 test: 0.4401544 best: 0.4399514 (129) total: 17.9s remaining: 1m 47s 178: learn: 0.4287261 test: 0.4401535 best: 0.4399514 (129) total: 18s remaining: 1m 47s 179: learn: 0.4287255 test: 0.4401484 best: 0.4399514 (129) total: 18.1s remaining: 1m 47s 180: learn: 0.4287253 test: 0.4401440 best: 0.4399514 (129) total: 18.3s remaining: 1m 47s 181: learn: 0.4287252 test: 0.4401440 best: 0.4399514 (129) total: 18.3s remaining: 1m 47s 182: learn: 0.4287248 test: 0.4401513 best: 0.4399514 (129) total: 18.5s remaining: 1m 47s 183: learn: 0.4287234 test: 0.4401610 best: 0.4399514 (129) total: 18.6s remaining: 1m 48s 184: learn: 0.4287213 test: 0.4401495 best: 0.4399514 (129) total: 18.8s remaining: 1m 48s 185: learn: 0.4287209 test: 0.4401558 best: 0.4399514 (129) total: 19s remaining: 1m 48s 186: learn: 0.4287206 test: 0.4401617 best: 0.4399514 (129) total: 19.1s remaining: 1m 48s 187: learn: 0.4287204 test: 0.4401695 best: 0.4399514 (129) total: 19.2s remaining: 1m 48s 188: learn: 0.4287189 test: 0.4401704 best: 0.4399514 (129) total: 19.3s remaining: 1m 48s 189: learn: 0.4287174 test: 0.4401641 best: 0.4399514 (129) total: 19.5s remaining: 1m 48s 190: learn: 0.4287163 test: 0.4401657 best: 0.4399514 (129) total: 19.6s remaining: 1m 48s 191: learn: 0.4287156 test: 0.4401657 best: 0.4399514 (129) total: 19.7s remaining: 1m 48s 192: learn: 0.4287132 test: 0.4401732 best: 0.4399514 (129) total: 19.8s remaining: 1m 48s 193: learn: 0.4287132 test: 0.4401732 best: 0.4399514 (129) total: 19.9s remaining: 1m 48s 194: learn: 0.4287132 test: 0.4401732 best: 0.4399514 (129) total: 19.9s remaining: 1m 47s 195: learn: 0.4287131 test: 0.4401732 best: 0.4399514 (129) total: 20s remaining: 1m 47s 196: learn: 0.4287128 test: 0.4401802 best: 0.4399514 (129) total: 20.1s remaining: 1m 47s 197: learn: 0.4287128 test: 0.4401802 best: 0.4399514 (129) total: 20.2s remaining: 1m 47s 198: learn: 0.4287126 test: 0.4401746 best: 0.4399514 (129) total: 20.3s remaining: 1m 47s 199: learn: 0.4287104 test: 0.4401793 best: 0.4399514 (129) total: 20.4s remaining: 1m 47s 200: learn: 0.4287104 test: 0.4401793 best: 0.4399514 (129) total: 20.5s remaining: 1m 46s 201: learn: 0.4287104 test: 0.4401793 best: 0.4399514 (129) total: 20.5s remaining: 1m 46s 202: learn: 0.4287104 test: 0.4401793 best: 0.4399514 (129) total: 20.5s remaining: 1m 45s 203: learn: 0.4287103 test: 0.4401793 best: 0.4399514 (129) total: 20.7s remaining: 1m 45s 204: learn: 0.4287103 test: 0.4401793 best: 0.4399514 (129) total: 20.7s remaining: 1m 45s 205: learn: 0.4287101 test: 0.4401857 best: 0.4399514 (129) total: 20.9s remaining: 1m 45s 206: learn: 0.4287092 test: 0.4401857 best: 0.4399514 (129) total: 21s remaining: 1m 45s 207: learn: 0.4287092 test: 0.4401857 best: 0.4399514 (129) total: 21s remaining: 1m 45s 208: learn: 0.4287090 test: 0.4401916 best: 0.4399514 (129) total: 21.1s remaining: 1m 45s 209: learn: 0.4287088 test: 0.4401952 best: 0.4399514 (129) total: 21.3s remaining: 1m 45s 210: learn: 0.4287088 test: 0.4401952 best: 0.4399514 (129) total: 21.3s remaining: 1m 45s 211: learn: 0.4287067 test: 0.4402004 best: 0.4399514 (129) total: 21.5s remaining: 1m 45s 212: learn: 0.4287060 test: 0.4402052 best: 0.4399514 (129) total: 21.7s remaining: 1m 45s 213: learn: 0.4270734 test: 0.4389135 best: 0.4389135 (213) total: 21.9s remaining: 1m 45s 214: learn: 0.4270732 test: 0.4389164 best: 0.4389135 (213) total: 22.1s remaining: 1m 46s 215: learn: 0.4270712 test: 0.4389192 best: 0.4389135 (213) total: 22.2s remaining: 1m 46s 216: learn: 0.4270705 test: 0.4389192 best: 0.4389135 (213) total: 22.3s remaining: 1m 46s 217: learn: 0.4270705 test: 0.4389232 best: 0.4389135 (213) total: 22.5s remaining: 1m 46s 218: learn: 0.4270699 test: 0.4389269 best: 0.4389135 (213) total: 22.7s remaining: 1m 46s 219: learn: 0.4270690 test: 0.4389228 best: 0.4389135 (213) total: 22.8s remaining: 1m 46s 220: learn: 0.4270685 test: 0.4389265 best: 0.4389135 (213) total: 22.9s remaining: 1m 46s 221: learn: 0.4270680 test: 0.4389265 best: 0.4389135 (213) total: 23s remaining: 1m 46s 222: learn: 0.4270673 test: 0.4389227 best: 0.4389135 (213) total: 23.1s remaining: 1m 46s 223: learn: 0.4270666 test: 0.4389194 best: 0.4389135 (213) total: 23.2s remaining: 1m 46s 224: learn: 0.4270662 test: 0.4389207 best: 0.4389135 (213) total: 23.4s remaining: 1m 46s 225: learn: 0.4270659 test: 0.4389184 best: 0.4389135 (213) total: 23.5s remaining: 1m 46s 226: learn: 0.4270657 test: 0.4389184 best: 0.4389135 (213) total: 23.5s remaining: 1m 46s 227: learn: 0.4260276 test: 0.4379491 best: 0.4379491 (227) total: 23.7s remaining: 1m 46s 228: learn: 0.4260264 test: 0.4379492 best: 0.4379491 (227) total: 23.9s remaining: 1m 46s 229: learn: 0.4260253 test: 0.4379492 best: 0.4379491 (227) total: 24s remaining: 1m 46s 230: learn: 0.4260251 test: 0.4379492 best: 0.4379491 (227) total: 24.1s remaining: 1m 46s 231: learn: 0.4260250 test: 0.4379492 best: 0.4379491 (227) total: 24.2s remaining: 1m 46s 232: learn: 0.4260249 test: 0.4379492 best: 0.4379491 (227) total: 24.4s remaining: 1m 46s 233: learn: 0.4260232 test: 0.4379492 best: 0.4379491 (227) total: 24.5s remaining: 1m 46s 234: learn: 0.4260231 test: 0.4379532 best: 0.4379491 (227) total: 24.6s remaining: 1m 46s 235: learn: 0.4260230 test: 0.4379532 best: 0.4379491 (227) total: 24.7s remaining: 1m 46s 236: learn: 0.4260230 test: 0.4379532 best: 0.4379491 (227) total: 24.8s remaining: 1m 46s 237: learn: 0.4260214 test: 0.4379581 best: 0.4379491 (227) total: 25s remaining: 1m 46s 238: learn: 0.4260212 test: 0.4379626 best: 0.4379491 (227) total: 25.1s remaining: 1m 46s 239: learn: 0.4260209 test: 0.4379626 best: 0.4379491 (227) total: 25.3s remaining: 1m 46s 240: learn: 0.4260208 test: 0.4379626 best: 0.4379491 (227) total: 25.3s remaining: 1m 46s 241: learn: 0.4260206 test: 0.4379626 best: 0.4379491 (227) total: 25.4s remaining: 1m 45s 242: learn: 0.4260206 test: 0.4379626 best: 0.4379491 (227) total: 25.5s remaining: 1m 45s 243: learn: 0.4260206 test: 0.4379626 best: 0.4379491 (227) total: 25.5s remaining: 1m 45s 244: learn: 0.4260204 test: 0.4379626 best: 0.4379491 (227) total: 25.7s remaining: 1m 45s 245: learn: 0.4260191 test: 0.4379626 best: 0.4379491 (227) total: 25.8s remaining: 1m 45s 246: learn: 0.4260190 test: 0.4379658 best: 0.4379491 (227) total: 26s remaining: 1m 45s 247: learn: 0.4260190 test: 0.4379658 best: 0.4379491 (227) total: 26s remaining: 1m 45s 248: learn: 0.4260187 test: 0.4379658 best: 0.4379491 (227) total: 26.2s remaining: 1m 45s 249: learn: 0.4260187 test: 0.4379658 best: 0.4379491 (227) total: 26.2s remaining: 1m 44s 250: learn: 0.4260187 test: 0.4379658 best: 0.4379491 (227) total: 26.3s remaining: 1m 44s 251: learn: 0.4260187 test: 0.4379658 best: 0.4379491 (227) total: 26.3s remaining: 1m 44s 252: learn: 0.4259870 test: 0.4379672 best: 0.4379491 (227) total: 26.5s remaining: 1m 44s 253: learn: 0.4259870 test: 0.4379672 best: 0.4379491 (227) total: 26.5s remaining: 1m 43s 254: learn: 0.4259867 test: 0.4379672 best: 0.4379491 (227) total: 26.6s remaining: 1m 43s 255: learn: 0.4259867 test: 0.4379672 best: 0.4379491 (227) total: 26.7s remaining: 1m 43s 256: learn: 0.4259863 test: 0.4379672 best: 0.4379491 (227) total: 26.7s remaining: 1m 43s 257: learn: 0.4259860 test: 0.4379701 best: 0.4379491 (227) total: 26.9s remaining: 1m 43s 258: learn: 0.4259845 test: 0.4379702 best: 0.4379491 (227) total: 27s remaining: 1m 43s 259: learn: 0.4259844 test: 0.4379701 best: 0.4379491 (227) total: 27.1s remaining: 1m 43s 260: learn: 0.4259844 test: 0.4379701 best: 0.4379491 (227) total: 27.1s remaining: 1m 42s 261: learn: 0.4259825 test: 0.4379738 best: 0.4379491 (227) total: 27.2s remaining: 1m 42s 262: learn: 0.4259824 test: 0.4379737 best: 0.4379491 (227) total: 27.3s remaining: 1m 42s 263: learn: 0.4259824 test: 0.4379771 best: 0.4379491 (227) total: 27.4s remaining: 1m 42s 264: learn: 0.4259815 test: 0.4379771 best: 0.4379491 (227) total: 27.5s remaining: 1m 42s 265: learn: 0.4259814 test: 0.4379802 best: 0.4379491 (227) total: 27.6s remaining: 1m 42s 266: learn: 0.4246941 test: 0.4368925 best: 0.4368925 (266) total: 27.8s remaining: 1m 42s 267: learn: 0.4246937 test: 0.4368925 best: 0.4368925 (266) total: 27.9s remaining: 1m 42s 268: learn: 0.4246798 test: 0.4368972 best: 0.4368925 (266) total: 28.1s remaining: 1m 42s 269: learn: 0.4246798 test: 0.4368971 best: 0.4368925 (266) total: 28.2s remaining: 1m 42s 270: learn: 0.4246620 test: 0.4368943 best: 0.4368925 (266) total: 28.3s remaining: 1m 42s 271: learn: 0.4246061 test: 0.4369364 best: 0.4368925 (266) total: 28.5s remaining: 1m 42s 272: learn: 0.4245863 test: 0.4369275 best: 0.4368925 (266) total: 28.7s remaining: 1m 42s 273: learn: 0.4245861 test: 0.4369273 best: 0.4368925 (266) total: 28.8s remaining: 1m 42s 274: learn: 0.4245830 test: 0.4369251 best: 0.4368925 (266) total: 29s remaining: 1m 42s 275: learn: 0.4245830 test: 0.4369249 best: 0.4368925 (266) total: 29s remaining: 1m 42s 276: learn: 0.4245820 test: 0.4369249 best: 0.4368925 (266) total: 29.1s remaining: 1m 42s 277: learn: 0.4245812 test: 0.4369249 best: 0.4368925 (266) total: 29.1s remaining: 1m 41s 278: learn: 0.4245811 test: 0.4369248 best: 0.4368925 (266) total: 29.2s remaining: 1m 41s 279: learn: 0.4224333 test: 0.4351074 best: 0.4351074 (279) total: 29.3s remaining: 1m 41s 280: learn: 0.4212609 test: 0.4339830 best: 0.4339830 (280) total: 29.4s remaining: 1m 41s 281: learn: 0.4212602 test: 0.4339831 best: 0.4339830 (280) total: 29.6s remaining: 1m 41s 282: learn: 0.4212597 test: 0.4339831 best: 0.4339830 (280) total: 29.7s remaining: 1m 41s 283: learn: 0.4203015 test: 0.4331672 best: 0.4331672 (283) total: 29.9s remaining: 1m 41s 284: learn: 0.4203015 test: 0.4331671 best: 0.4331671 (284) total: 30s remaining: 1m 41s 285: learn: 0.4203007 test: 0.4331688 best: 0.4331671 (284) total: 30.2s remaining: 1m 41s 286: learn: 0.4203006 test: 0.4331720 best: 0.4331671 (284) total: 30.3s remaining: 1m 41s 287: learn: 0.4203003 test: 0.4331720 best: 0.4331671 (284) total: 30.5s remaining: 1m 41s 288: learn: 0.4202996 test: 0.4331720 best: 0.4331671 (284) total: 30.6s remaining: 1m 41s 289: learn: 0.4202994 test: 0.4331725 best: 0.4331671 (284) total: 30.8s remaining: 1m 41s 290: learn: 0.4202991 test: 0.4331699 best: 0.4331671 (284) total: 30.9s remaining: 1m 41s 291: learn: 0.4202991 test: 0.4331693 best: 0.4331671 (284) total: 31s remaining: 1m 41s 292: learn: 0.4202989 test: 0.4331692 best: 0.4331671 (284) total: 31.2s remaining: 1m 41s 293: learn: 0.4195516 test: 0.4323431 best: 0.4323431 (293) total: 31.3s remaining: 1m 41s 294: learn: 0.4195403 test: 0.4323447 best: 0.4323431 (293) total: 31.4s remaining: 1m 41s 295: learn: 0.4195398 test: 0.4323447 best: 0.4323431 (293) total: 31.6s remaining: 1m 41s 296: learn: 0.4195391 test: 0.4323444 best: 0.4323431 (293) total: 31.7s remaining: 1m 41s 297: learn: 0.4195291 test: 0.4323428 best: 0.4323428 (297) total: 31.9s remaining: 1m 41s 298: learn: 0.4195144 test: 0.4323431 best: 0.4323428 (297) total: 32s remaining: 1m 41s 299: learn: 0.4195133 test: 0.4323431 best: 0.4323428 (297) total: 32.2s remaining: 1m 41s 300: learn: 0.4195130 test: 0.4323435 best: 0.4323428 (297) total: 32.3s remaining: 1m 41s 301: learn: 0.4195121 test: 0.4323441 best: 0.4323428 (297) total: 32.4s remaining: 1m 41s 302: learn: 0.4195121 test: 0.4323441 best: 0.4323428 (297) total: 32.5s remaining: 1m 41s 303: learn: 0.4195120 test: 0.4323442 best: 0.4323428 (297) total: 32.5s remaining: 1m 41s 304: learn: 0.4194116 test: 0.4322567 best: 0.4322567 (304) total: 32.7s remaining: 1m 41s 305: learn: 0.4194105 test: 0.4322566 best: 0.4322566 (305) total: 32.8s remaining: 1m 41s 306: learn: 0.4194097 test: 0.4322493 best: 0.4322493 (306) total: 33s remaining: 1m 41s 307: learn: 0.4194096 test: 0.4322526 best: 0.4322493 (306) total: 33.1s remaining: 1m 41s 308: learn: 0.4194088 test: 0.4322525 best: 0.4322493 (306) total: 33.1s remaining: 1m 40s 309: learn: 0.4194088 test: 0.4322530 best: 0.4322493 (306) total: 33.2s remaining: 1m 40s 310: learn: 0.4194087 test: 0.4322530 best: 0.4322493 (306) total: 33.2s remaining: 1m 40s 311: learn: 0.4194080 test: 0.4322558 best: 0.4322493 (306) total: 33.4s remaining: 1m 40s 312: learn: 0.4194078 test: 0.4322518 best: 0.4322493 (306) total: 33.5s remaining: 1m 40s 313: learn: 0.4194078 test: 0.4322526 best: 0.4322493 (306) total: 33.5s remaining: 1m 39s 314: learn: 0.4194078 test: 0.4322525 best: 0.4322493 (306) total: 33.6s remaining: 1m 39s 315: learn: 0.4194077 test: 0.4322555 best: 0.4322493 (306) total: 33.6s remaining: 1m 39s 316: learn: 0.4194077 test: 0.4322583 best: 0.4322493 (306) total: 33.7s remaining: 1m 39s 317: learn: 0.4194077 test: 0.4322583 best: 0.4322493 (306) total: 33.7s remaining: 1m 38s 318: learn: 0.4194071 test: 0.4322581 best: 0.4322493 (306) total: 33.8s remaining: 1m 38s 319: learn: 0.4194071 test: 0.4322580 best: 0.4322493 (306) total: 33.8s remaining: 1m 38s 320: learn: 0.4194071 test: 0.4322586 best: 0.4322493 (306) total: 33.9s remaining: 1m 37s 321: learn: 0.4194070 test: 0.4322585 best: 0.4322493 (306) total: 33.9s remaining: 1m 37s 322: learn: 0.4194070 test: 0.4322585 best: 0.4322493 (306) total: 33.9s remaining: 1m 37s 323: learn: 0.4194069 test: 0.4322519 best: 0.4322493 (306) total: 34s remaining: 1m 37s 324: learn: 0.4194064 test: 0.4322518 best: 0.4322493 (306) total: 34.1s remaining: 1m 37s 325: learn: 0.4194064 test: 0.4322518 best: 0.4322493 (306) total: 34.2s remaining: 1m 36s 326: learn: 0.4194054 test: 0.4322454 best: 0.4322454 (326) total: 34.3s remaining: 1m 36s 327: learn: 0.4194049 test: 0.4322486 best: 0.4322454 (326) total: 34.4s remaining: 1m 36s 328: learn: 0.4194049 test: 0.4322486 best: 0.4322454 (326) total: 34.5s remaining: 1m 36s 329: learn: 0.4194048 test: 0.4322486 best: 0.4322454 (326) total: 34.6s remaining: 1m 36s 330: learn: 0.4194048 test: 0.4322486 best: 0.4322454 (326) total: 34.7s remaining: 1m 36s 331: learn: 0.4194048 test: 0.4322486 best: 0.4322454 (326) total: 34.7s remaining: 1m 36s 332: learn: 0.4194045 test: 0.4322486 best: 0.4322454 (326) total: 34.9s remaining: 1m 36s 333: learn: 0.4194045 test: 0.4322496 best: 0.4322454 (326) total: 34.9s remaining: 1m 35s 334: learn: 0.4194045 test: 0.4322505 best: 0.4322454 (326) total: 35s remaining: 1m 35s 335: learn: 0.4194045 test: 0.4322513 best: 0.4322454 (326) total: 35s remaining: 1m 35s 336: learn: 0.4194044 test: 0.4322513 best: 0.4322454 (326) total: 35.1s remaining: 1m 35s 337: learn: 0.4194044 test: 0.4322513 best: 0.4322454 (326) total: 35.2s remaining: 1m 34s 338: learn: 0.4194044 test: 0.4322520 best: 0.4322454 (326) total: 35.2s remaining: 1m 34s 339: learn: 0.4194044 test: 0.4322527 best: 0.4322454 (326) total: 35.2s remaining: 1m 34s 340: learn: 0.4194043 test: 0.4322527 best: 0.4322454 (326) total: 35.3s remaining: 1m 34s 341: learn: 0.4194039 test: 0.4322527 best: 0.4322454 (326) total: 35.4s remaining: 1m 34s 342: learn: 0.4194038 test: 0.4322493 best: 0.4322454 (326) total: 35.5s remaining: 1m 34s 343: learn: 0.4194037 test: 0.4322524 best: 0.4322454 (326) total: 35.6s remaining: 1m 33s 344: learn: 0.4194036 test: 0.4322492 best: 0.4322454 (326) total: 35.6s remaining: 1m 33s 345: learn: 0.4194036 test: 0.4322492 best: 0.4322454 (326) total: 35.7s remaining: 1m 33s 346: learn: 0.4194036 test: 0.4322463 best: 0.4322454 (326) total: 35.7s remaining: 1m 32s 347: learn: 0.4194036 test: 0.4322463 best: 0.4322454 (326) total: 35.8s remaining: 1m 32s 348: learn: 0.4194036 test: 0.4322463 best: 0.4322454 (326) total: 35.8s remaining: 1m 32s 349: learn: 0.4194035 test: 0.4322496 best: 0.4322454 (326) total: 35.9s remaining: 1m 32s 350: learn: 0.4194035 test: 0.4322450 best: 0.4322450 (350) total: 35.9s remaining: 1m 32s 351: learn: 0.4194034 test: 0.4322481 best: 0.4322450 (350) total: 36s remaining: 1m 31s 352: learn: 0.4194034 test: 0.4322439 best: 0.4322439 (352) total: 36.1s remaining: 1m 31s 353: learn: 0.4194030 test: 0.4322472 best: 0.4322439 (352) total: 36.2s remaining: 1m 31s 354: learn: 0.4194027 test: 0.4322490 best: 0.4322439 (352) total: 36.3s remaining: 1m 31s 355: learn: 0.4194026 test: 0.4322521 best: 0.4322439 (352) total: 36.4s remaining: 1m 31s 356: learn: 0.4194026 test: 0.4322549 best: 0.4322439 (352) total: 36.5s remaining: 1m 31s 357: learn: 0.4194026 test: 0.4322548 best: 0.4322439 (352) total: 36.6s remaining: 1m 31s 358: learn: 0.4194026 test: 0.4322564 best: 0.4322439 (352) total: 36.6s remaining: 1m 30s 359: learn: 0.4194026 test: 0.4322564 best: 0.4322439 (352) total: 36.7s remaining: 1m 30s 360: learn: 0.4194026 test: 0.4322588 best: 0.4322439 (352) total: 36.8s remaining: 1m 30s 361: learn: 0.4194023 test: 0.4322600 best: 0.4322439 (352) total: 36.9s remaining: 1m 30s 362: learn: 0.4194022 test: 0.4322552 best: 0.4322439 (352) total: 37s remaining: 1m 30s 363: learn: 0.4194022 test: 0.4322577 best: 0.4322439 (352) total: 37.1s remaining: 1m 30s 364: learn: 0.4194022 test: 0.4322601 best: 0.4322439 (352) total: 37.2s remaining: 1m 30s 365: learn: 0.4194019 test: 0.4322601 best: 0.4322439 (352) total: 37.3s remaining: 1m 30s 366: learn: 0.4194019 test: 0.4322615 best: 0.4322439 (352) total: 37.4s remaining: 1m 29s 367: learn: 0.4194018 test: 0.4322615 best: 0.4322439 (352) total: 37.5s remaining: 1m 29s 368: learn: 0.4194016 test: 0.4322635 best: 0.4322439 (352) total: 37.7s remaining: 1m 30s 369: learn: 0.4194014 test: 0.4322646 best: 0.4322439 (352) total: 37.9s remaining: 1m 30s 370: learn: 0.4194012 test: 0.4322663 best: 0.4322439 (352) total: 38.1s remaining: 1m 30s 371: learn: 0.4194012 test: 0.4322679 best: 0.4322439 (352) total: 38.2s remaining: 1m 30s 372: learn: 0.4194007 test: 0.4322627 best: 0.4322439 (352) total: 38.3s remaining: 1m 30s 373: learn: 0.4194007 test: 0.4322627 best: 0.4322439 (352) total: 38.4s remaining: 1m 29s 374: learn: 0.4194006 test: 0.4322627 best: 0.4322439 (352) total: 38.5s remaining: 1m 29s 375: learn: 0.4194006 test: 0.4322627 best: 0.4322439 (352) total: 38.6s remaining: 1m 29s 376: learn: 0.4194005 test: 0.4322628 best: 0.4322439 (352) total: 38.7s remaining: 1m 29s 377: learn: 0.4194003 test: 0.4322646 best: 0.4322439 (352) total: 38.8s remaining: 1m 29s 378: learn: 0.4194003 test: 0.4322646 best: 0.4322439 (352) total: 38.9s remaining: 1m 29s 379: learn: 0.4193999 test: 0.4322646 best: 0.4322439 (352) total: 39s remaining: 1m 29s 380: learn: 0.4193999 test: 0.4322656 best: 0.4322439 (352) total: 39.1s remaining: 1m 29s 381: learn: 0.4193999 test: 0.4322665 best: 0.4322439 (352) total: 39.2s remaining: 1m 29s 382: learn: 0.4193998 test: 0.4322680 best: 0.4322439 (352) total: 39.3s remaining: 1m 29s 383: learn: 0.4193997 test: 0.4322696 best: 0.4322439 (352) total: 39.5s remaining: 1m 29s 384: learn: 0.4193997 test: 0.4322702 best: 0.4322439 (352) total: 39.6s remaining: 1m 28s 385: learn: 0.4193997 test: 0.4322716 best: 0.4322439 (352) total: 39.7s remaining: 1m 28s 386: learn: 0.4193995 test: 0.4322721 best: 0.4322439 (352) total: 39.8s remaining: 1m 28s 387: learn: 0.4193995 test: 0.4322721 best: 0.4322439 (352) total: 40s remaining: 1m 28s 388: learn: 0.4193994 test: 0.4322721 best: 0.4322439 (352) total: 40.1s remaining: 1m 28s 389: learn: 0.4193994 test: 0.4322721 best: 0.4322439 (352) total: 40.2s remaining: 1m 28s 390: learn: 0.4193994 test: 0.4322733 best: 0.4322439 (352) total: 40.3s remaining: 1m 28s 391: learn: 0.4193994 test: 0.4322733 best: 0.4322439 (352) total: 40.3s remaining: 1m 28s 392: learn: 0.4193993 test: 0.4322738 best: 0.4322439 (352) total: 40.5s remaining: 1m 28s 393: learn: 0.4193992 test: 0.4322748 best: 0.4322439 (352) total: 40.6s remaining: 1m 28s 394: learn: 0.4193992 test: 0.4322759 best: 0.4322439 (352) total: 40.8s remaining: 1m 28s 395: learn: 0.4193992 test: 0.4322759 best: 0.4322439 (352) total: 40.8s remaining: 1m 27s 396: learn: 0.4193991 test: 0.4322762 best: 0.4322439 (352) total: 40.9s remaining: 1m 27s 397: learn: 0.4193991 test: 0.4322762 best: 0.4322439 (352) total: 40.9s remaining: 1m 27s 398: learn: 0.4193991 test: 0.4322761 best: 0.4322439 (352) total: 41s remaining: 1m 27s 399: learn: 0.4193991 test: 0.4322764 best: 0.4322439 (352) total: 41.1s remaining: 1m 27s 400: learn: 0.4193991 test: 0.4322764 best: 0.4322439 (352) total: 41.1s remaining: 1m 27s 401: learn: 0.4193990 test: 0.4322767 best: 0.4322439 (352) total: 41.2s remaining: 1m 26s 402: learn: 0.4193990 test: 0.4322767 best: 0.4322439 (352) total: 41.2s remaining: 1m 26s 403: learn: 0.4193989 test: 0.4322769 best: 0.4322439 (352) total: 41.4s remaining: 1m 26s 404: learn: 0.4193989 test: 0.4322777 best: 0.4322439 (352) total: 41.5s remaining: 1m 26s 405: learn: 0.4193989 test: 0.4322777 best: 0.4322439 (352) total: 41.5s remaining: 1m 26s 406: learn: 0.4193989 test: 0.4322777 best: 0.4322439 (352) total: 41.6s remaining: 1m 26s 407: learn: 0.4193988 test: 0.4322778 best: 0.4322439 (352) total: 41.7s remaining: 1m 26s 408: learn: 0.4193988 test: 0.4322779 best: 0.4322439 (352) total: 41.9s remaining: 1m 26s 409: learn: 0.4193987 test: 0.4322779 best: 0.4322439 (352) total: 42s remaining: 1m 26s 410: learn: 0.4193986 test: 0.4322780 best: 0.4322439 (352) total: 42.1s remaining: 1m 26s 411: learn: 0.4193985 test: 0.4322781 best: 0.4322439 (352) total: 42.2s remaining: 1m 25s 412: learn: 0.4193983 test: 0.4322781 best: 0.4322439 (352) total: 42.4s remaining: 1m 25s 413: learn: 0.4193983 test: 0.4322782 best: 0.4322439 (352) total: 42.4s remaining: 1m 25s 414: learn: 0.4193981 test: 0.4322782 best: 0.4322439 (352) total: 42.6s remaining: 1m 25s 415: learn: 0.4193978 test: 0.4322782 best: 0.4322439 (352) total: 42.7s remaining: 1m 25s 416: learn: 0.4193978 test: 0.4322783 best: 0.4322439 (352) total: 42.8s remaining: 1m 25s 417: learn: 0.4193970 test: 0.4322783 best: 0.4322439 (352) total: 42.9s remaining: 1m 25s 418: learn: 0.4193970 test: 0.4322784 best: 0.4322439 (352) total: 43.1s remaining: 1m 25s 419: learn: 0.4193970 test: 0.4322791 best: 0.4322439 (352) total: 43.2s remaining: 1m 25s 420: learn: 0.4193969 test: 0.4322798 best: 0.4322439 (352) total: 43.3s remaining: 1m 25s 421: learn: 0.4193969 test: 0.4322798 best: 0.4322439 (352) total: 43.4s remaining: 1m 25s 422: learn: 0.4193967 test: 0.4322799 best: 0.4322439 (352) total: 43.5s remaining: 1m 25s 423: learn: 0.4193967 test: 0.4322799 best: 0.4322439 (352) total: 43.7s remaining: 1m 25s 424: learn: 0.4193965 test: 0.4322799 best: 0.4322439 (352) total: 43.8s remaining: 1m 25s 425: learn: 0.4193965 test: 0.4322799 best: 0.4322439 (352) total: 44s remaining: 1m 25s 426: learn: 0.4193965 test: 0.4322799 best: 0.4322439 (352) total: 44s remaining: 1m 24s 427: learn: 0.4193882 test: 0.4322770 best: 0.4322439 (352) total: 44.2s remaining: 1m 24s 428: learn: 0.4193460 test: 0.4322494 best: 0.4322439 (352) total: 44.3s remaining: 1m 24s 429: learn: 0.4193460 test: 0.4322492 best: 0.4322439 (352) total: 44.4s remaining: 1m 24s 430: learn: 0.4193459 test: 0.4322490 best: 0.4322439 (352) total: 44.6s remaining: 1m 24s 431: learn: 0.4193439 test: 0.4322469 best: 0.4322439 (352) total: 44.7s remaining: 1m 24s 432: learn: 0.4193438 test: 0.4322469 best: 0.4322439 (352) total: 44.8s remaining: 1m 24s 433: learn: 0.4193287 test: 0.4322476 best: 0.4322439 (352) total: 44.9s remaining: 1m 24s 434: learn: 0.4193236 test: 0.4322465 best: 0.4322439 (352) total: 45s remaining: 1m 24s 435: learn: 0.4193216 test: 0.4322466 best: 0.4322439 (352) total: 45.2s remaining: 1m 24s 436: learn: 0.4193128 test: 0.4322488 best: 0.4322439 (352) total: 45.3s remaining: 1m 24s 437: learn: 0.4193127 test: 0.4322488 best: 0.4322439 (352) total: 45.5s remaining: 1m 24s 438: learn: 0.4192652 test: 0.4322287 best: 0.4322287 (438) total: 45.6s remaining: 1m 24s 439: learn: 0.4182889 test: 0.4313903 best: 0.4313903 (439) total: 45.8s remaining: 1m 24s 440: learn: 0.4182888 test: 0.4313903 best: 0.4313903 (439) total: 45.9s remaining: 1m 24s 441: learn: 0.4182830 test: 0.4313903 best: 0.4313903 (439) total: 46s remaining: 1m 24s 442: learn: 0.4182828 test: 0.4313853 best: 0.4313853 (442) total: 46.2s remaining: 1m 24s 443: learn: 0.4182412 test: 0.4313628 best: 0.4313628 (443) total: 46.3s remaining: 1m 24s 444: learn: 0.4182253 test: 0.4313568 best: 0.4313568 (444) total: 46.5s remaining: 1m 24s 445: learn: 0.4181799 test: 0.4313096 best: 0.4313096 (445) total: 46.6s remaining: 1m 24s 446: learn: 0.4181779 test: 0.4313096 best: 0.4313096 (445) total: 46.8s remaining: 1m 24s 447: learn: 0.4181713 test: 0.4313093 best: 0.4313093 (447) total: 46.9s remaining: 1m 24s 448: learn: 0.4176491 test: 0.4307917 best: 0.4307917 (448) total: 47.1s remaining: 1m 23s 449: learn: 0.4176440 test: 0.4307925 best: 0.4307917 (448) total: 47.2s remaining: 1m 23s 450: learn: 0.4176439 test: 0.4307925 best: 0.4307917 (448) total: 47.4s remaining: 1m 23s 451: learn: 0.4176425 test: 0.4307930 best: 0.4307917 (448) total: 47.5s remaining: 1m 23s 452: learn: 0.4176420 test: 0.4307930 best: 0.4307917 (448) total: 47.7s remaining: 1m 23s 453: learn: 0.4176419 test: 0.4307881 best: 0.4307881 (453) total: 47.8s remaining: 1m 23s 454: learn: 0.4176419 test: 0.4307890 best: 0.4307881 (453) total: 48s remaining: 1m 23s 455: learn: 0.4176418 test: 0.4307897 best: 0.4307881 (453) total: 48.1s remaining: 1m 23s 456: learn: 0.4176418 test: 0.4307897 best: 0.4307881 (453) total: 48.3s remaining: 1m 23s 457: learn: 0.4176417 test: 0.4307903 best: 0.4307881 (453) total: 48.4s remaining: 1m 23s 458: learn: 0.4176417 test: 0.4307903 best: 0.4307881 (453) total: 48.5s remaining: 1m 23s 459: learn: 0.4176417 test: 0.4307908 best: 0.4307881 (453) total: 48.7s remaining: 1m 23s 460: learn: 0.4176416 test: 0.4307908 best: 0.4307881 (453) total: 48.8s remaining: 1m 23s 461: learn: 0.4176410 test: 0.4307862 best: 0.4307862 (461) total: 49s remaining: 1m 23s 462: learn: 0.4176400 test: 0.4307871 best: 0.4307862 (461) total: 49.1s remaining: 1m 23s 463: learn: 0.4175871 test: 0.4307704 best: 0.4307704 (463) total: 49.2s remaining: 1m 23s 464: learn: 0.4175867 test: 0.4307658 best: 0.4307658 (464) total: 49.4s remaining: 1m 23s 465: learn: 0.4175834 test: 0.4307660 best: 0.4307658 (464) total: 49.6s remaining: 1m 23s 466: learn: 0.4175833 test: 0.4307660 best: 0.4307658 (464) total: 49.7s remaining: 1m 23s 467: learn: 0.4175823 test: 0.4307661 best: 0.4307658 (464) total: 49.9s remaining: 1m 23s 468: learn: 0.4175823 test: 0.4307651 best: 0.4307651 (468) total: 49.9s remaining: 1m 23s 469: learn: 0.4175796 test: 0.4307658 best: 0.4307651 (468) total: 50.1s remaining: 1m 23s 470: learn: 0.4175782 test: 0.4307657 best: 0.4307651 (468) total: 50.2s remaining: 1m 23s 471: learn: 0.4175782 test: 0.4307657 best: 0.4307651 (468) total: 50.3s remaining: 1m 22s 472: learn: 0.4175781 test: 0.4307657 best: 0.4307651 (468) total: 50.4s remaining: 1m 22s 473: learn: 0.4175777 test: 0.4307620 best: 0.4307620 (473) total: 50.5s remaining: 1m 22s 474: learn: 0.4175777 test: 0.4307620 best: 0.4307620 (473) total: 50.6s remaining: 1m 22s 475: learn: 0.4175777 test: 0.4307634 best: 0.4307620 (473) total: 50.7s remaining: 1m 22s 476: learn: 0.4175776 test: 0.4307634 best: 0.4307620 (473) total: 50.9s remaining: 1m 22s 477: learn: 0.4175771 test: 0.4307632 best: 0.4307620 (473) total: 51s remaining: 1m 22s 478: learn: 0.4175768 test: 0.4307632 best: 0.4307620 (473) total: 51.1s remaining: 1m 22s 479: learn: 0.4175766 test: 0.4307631 best: 0.4307620 (473) total: 51.2s remaining: 1m 22s 480: learn: 0.4175765 test: 0.4307641 best: 0.4307620 (473) total: 51.4s remaining: 1m 22s 481: learn: 0.4175763 test: 0.4307650 best: 0.4307620 (473) total: 51.5s remaining: 1m 22s 482: learn: 0.4175762 test: 0.4307657 best: 0.4307620 (473) total: 51.7s remaining: 1m 22s 483: learn: 0.4175755 test: 0.4307651 best: 0.4307620 (473) total: 51.8s remaining: 1m 22s 484: learn: 0.4175754 test: 0.4307651 best: 0.4307620 (473) total: 52s remaining: 1m 21s 485: learn: 0.4175751 test: 0.4307646 best: 0.4307620 (473) total: 52.1s remaining: 1m 21s 486: learn: 0.4175748 test: 0.4307613 best: 0.4307613 (486) total: 52.3s remaining: 1m 21s 487: learn: 0.4175744 test: 0.4307620 best: 0.4307613 (486) total: 52.4s remaining: 1m 21s 488: learn: 0.4175744 test: 0.4307626 best: 0.4307613 (486) total: 52.5s remaining: 1m 21s 489: learn: 0.4175744 test: 0.4307631 best: 0.4307613 (486) total: 52.7s remaining: 1m 21s 490: learn: 0.4175744 test: 0.4307636 best: 0.4307613 (486) total: 52.8s remaining: 1m 21s 491: learn: 0.4175743 test: 0.4307640 best: 0.4307613 (486) total: 52.9s remaining: 1m 21s 492: learn: 0.4175743 test: 0.4307643 best: 0.4307613 (486) total: 53.1s remaining: 1m 21s 493: learn: 0.4175742 test: 0.4307647 best: 0.4307613 (486) total: 53.2s remaining: 1m 21s 494: learn: 0.4175742 test: 0.4307649 best: 0.4307613 (486) total: 53.3s remaining: 1m 21s 495: learn: 0.4175738 test: 0.4307649 best: 0.4307613 (486) total: 53.5s remaining: 1m 21s 496: learn: 0.4175737 test: 0.4307648 best: 0.4307613 (486) total: 53.7s remaining: 1m 21s 497: learn: 0.4175737 test: 0.4307651 best: 0.4307613 (486) total: 53.9s remaining: 1m 21s 498: learn: 0.4175736 test: 0.4307651 best: 0.4307613 (486) total: 54s remaining: 1m 21s 499: learn: 0.4175736 test: 0.4307653 best: 0.4307613 (486) total: 54.1s remaining: 1m 21s 500: learn: 0.4175735 test: 0.4307655 best: 0.4307613 (486) total: 54.3s remaining: 1m 21s 501: learn: 0.4175735 test: 0.4307656 best: 0.4307613 (486) total: 54.4s remaining: 1m 21s 502: learn: 0.4175735 test: 0.4307658 best: 0.4307613 (486) total: 54.5s remaining: 1m 20s 503: learn: 0.4175734 test: 0.4307642 best: 0.4307613 (486) total: 54.7s remaining: 1m 20s 504: learn: 0.4175734 test: 0.4307642 best: 0.4307613 (486) total: 54.8s remaining: 1m 20s 505: learn: 0.4175734 test: 0.4307643 best: 0.4307613 (486) total: 54.9s remaining: 1m 20s 506: learn: 0.4175734 test: 0.4307642 best: 0.4307613 (486) total: 54.9s remaining: 1m 20s 507: learn: 0.4175727 test: 0.4307644 best: 0.4307613 (486) total: 55.1s remaining: 1m 20s 508: learn: 0.4175721 test: 0.4307631 best: 0.4307613 (486) total: 55.2s remaining: 1m 20s 509: learn: 0.4175721 test: 0.4307631 best: 0.4307613 (486) total: 55.4s remaining: 1m 20s 510: learn: 0.4175721 test: 0.4307631 best: 0.4307613 (486) total: 55.5s remaining: 1m 20s 511: learn: 0.4175721 test: 0.4307630 best: 0.4307613 (486) total: 55.6s remaining: 1m 20s 512: learn: 0.4175721 test: 0.4307630 best: 0.4307613 (486) total: 55.7s remaining: 1m 20s 513: learn: 0.4175721 test: 0.4307630 best: 0.4307613 (486) total: 55.9s remaining: 1m 20s 514: learn: 0.4175721 test: 0.4307630 best: 0.4307613 (486) total: 56s remaining: 1m 19s 515: learn: 0.4175721 test: 0.4307620 best: 0.4307613 (486) total: 56.1s remaining: 1m 19s 516: learn: 0.4175721 test: 0.4307610 best: 0.4307610 (516) total: 56.2s remaining: 1m 19s 517: learn: 0.4175721 test: 0.4307611 best: 0.4307610 (516) total: 56.3s remaining: 1m 19s 518: learn: 0.4175721 test: 0.4307611 best: 0.4307610 (516) total: 56.5s remaining: 1m 19s 519: learn: 0.4175721 test: 0.4307612 best: 0.4307610 (516) total: 56.6s remaining: 1m 19s 520: learn: 0.4175720 test: 0.4307612 best: 0.4307610 (516) total: 56.7s remaining: 1m 19s 521: learn: 0.4175720 test: 0.4307612 best: 0.4307610 (516) total: 56.8s remaining: 1m 19s 522: learn: 0.4175720 test: 0.4307613 best: 0.4307610 (516) total: 56.9s remaining: 1m 19s 523: learn: 0.4175720 test: 0.4307613 best: 0.4307610 (516) total: 57s remaining: 1m 18s 524: learn: 0.4175720 test: 0.4307615 best: 0.4307610 (516) total: 57.1s remaining: 1m 18s 525: learn: 0.4175720 test: 0.4307615 best: 0.4307610 (516) total: 57.3s remaining: 1m 18s 526: learn: 0.4175720 test: 0.4307615 best: 0.4307610 (516) total: 57.3s remaining: 1m 18s 527: learn: 0.4175720 test: 0.4307606 best: 0.4307606 (527) total: 57.4s remaining: 1m 18s 528: learn: 0.4175720 test: 0.4307607 best: 0.4307606 (527) total: 57.6s remaining: 1m 18s 529: learn: 0.4175720 test: 0.4307594 best: 0.4307594 (529) total: 57.7s remaining: 1m 18s 530: learn: 0.4175720 test: 0.4307594 best: 0.4307594 (530) total: 57.9s remaining: 1m 18s 531: learn: 0.4175719 test: 0.4307594 best: 0.4307594 (531) total: 58s remaining: 1m 18s 532: learn: 0.4175719 test: 0.4307593 best: 0.4307593 (532) total: 58.1s remaining: 1m 18s 533: learn: 0.4175719 test: 0.4307593 best: 0.4307593 (533) total: 58.2s remaining: 1m 17s 534: learn: 0.4175719 test: 0.4307582 best: 0.4307582 (534) total: 58.3s remaining: 1m 17s 535: learn: 0.4175719 test: 0.4307570 best: 0.4307570 (535) total: 58.5s remaining: 1m 17s 536: learn: 0.4175718 test: 0.4307560 best: 0.4307560 (536) total: 58.5s remaining: 1m 17s 537: learn: 0.4175718 test: 0.4307561 best: 0.4307560 (536) total: 58.6s remaining: 1m 17s 538: learn: 0.4175718 test: 0.4307560 best: 0.4307560 (536) total: 58.7s remaining: 1m 17s 539: learn: 0.4175718 test: 0.4307549 best: 0.4307549 (539) total: 58.8s remaining: 1m 17s 540: learn: 0.4175718 test: 0.4307549 best: 0.4307549 (540) total: 58.9s remaining: 1m 17s 541: learn: 0.4175718 test: 0.4307539 best: 0.4307539 (541) total: 59s remaining: 1m 17s 542: learn: 0.4175718 test: 0.4307538 best: 0.4307538 (542) total: 59.1s remaining: 1m 17s 543: learn: 0.4175718 test: 0.4307538 best: 0.4307538 (543) total: 59.3s remaining: 1m 16s 544: learn: 0.4175718 test: 0.4307538 best: 0.4307538 (544) total: 59.3s remaining: 1m 16s 545: learn: 0.4175718 test: 0.4307529 best: 0.4307529 (545) total: 59.5s remaining: 1m 16s 546: learn: 0.4175718 test: 0.4307529 best: 0.4307529 (546) total: 59.6s remaining: 1m 16s 547: learn: 0.4175718 test: 0.4307528 best: 0.4307528 (547) total: 59.8s remaining: 1m 16s 548: learn: 0.4175718 test: 0.4307528 best: 0.4307528 (548) total: 59.8s remaining: 1m 16s 549: learn: 0.4175718 test: 0.4307528 best: 0.4307528 (548) total: 59.9s remaining: 1m 16s 550: learn: 0.4175717 test: 0.4307528 best: 0.4307528 (550) total: 1m remaining: 1m 16s 551: learn: 0.4175717 test: 0.4307528 best: 0.4307528 (550) total: 1m remaining: 1m 16s 552: learn: 0.4175717 test: 0.4307528 best: 0.4307528 (552) total: 1m remaining: 1m 16s 553: learn: 0.4175717 test: 0.4307528 best: 0.4307528 (552) total: 1m remaining: 1m 16s 554: learn: 0.4175717 test: 0.4307528 best: 0.4307528 (552) total: 1m remaining: 1m 15s 555: learn: 0.4175717 test: 0.4307528 best: 0.4307528 (552) total: 1m remaining: 1m 15s 556: learn: 0.4175717 test: 0.4307528 best: 0.4307528 (552) total: 1m remaining: 1m 15s 557: learn: 0.4175717 test: 0.4307528 best: 0.4307528 (552) total: 1m 1s remaining: 1m 15s 558: learn: 0.4175717 test: 0.4307528 best: 0.4307528 (552) total: 1m 1s remaining: 1m 15s 559: learn: 0.4175717 test: 0.4307516 best: 0.4307516 (559) total: 1m 1s remaining: 1m 15s 560: learn: 0.4175717 test: 0.4307508 best: 0.4307508 (560) total: 1m 1s remaining: 1m 15s 561: learn: 0.4175716 test: 0.4307508 best: 0.4307508 (561) total: 1m 1s remaining: 1m 15s 562: learn: 0.4175716 test: 0.4307507 best: 0.4307507 (562) total: 1m 1s remaining: 1m 15s 563: learn: 0.4175716 test: 0.4307495 best: 0.4307495 (563) total: 1m 1s remaining: 1m 15s 564: learn: 0.4175716 test: 0.4307495 best: 0.4307495 (564) total: 1m 1s remaining: 1m 14s 565: learn: 0.4175716 test: 0.4307495 best: 0.4307495 (564) total: 1m 1s remaining: 1m 14s 566: learn: 0.4175716 test: 0.4307495 best: 0.4307495 (566) total: 1m 2s remaining: 1m 14s 567: learn: 0.4175716 test: 0.4307495 best: 0.4307495 (567) total: 1m 2s remaining: 1m 14s 568: learn: 0.4175716 test: 0.4307495 best: 0.4307495 (568) total: 1m 2s remaining: 1m 14s 569: learn: 0.4175716 test: 0.4307495 best: 0.4307495 (569) total: 1m 2s remaining: 1m 14s 570: learn: 0.4175716 test: 0.4307488 best: 0.4307488 (570) total: 1m 2s remaining: 1m 14s 571: learn: 0.4175716 test: 0.4307488 best: 0.4307488 (571) total: 1m 2s remaining: 1m 14s 572: learn: 0.4175716 test: 0.4307488 best: 0.4307488 (572) total: 1m 2s remaining: 1m 13s 573: learn: 0.4175716 test: 0.4307488 best: 0.4307488 (573) total: 1m 2s remaining: 1m 13s 574: learn: 0.4175716 test: 0.4307488 best: 0.4307488 (574) total: 1m 2s remaining: 1m 13s 575: learn: 0.4175716 test: 0.4307474 best: 0.4307474 (575) total: 1m 2s remaining: 1m 13s 576: learn: 0.4175716 test: 0.4307475 best: 0.4307474 (575) total: 1m 2s remaining: 1m 13s 577: learn: 0.4175716 test: 0.4307476 best: 0.4307474 (575) total: 1m 3s remaining: 1m 13s 578: learn: 0.4175716 test: 0.4307476 best: 0.4307474 (575) total: 1m 3s remaining: 1m 13s 579: learn: 0.4175716 test: 0.4307477 best: 0.4307474 (575) total: 1m 3s remaining: 1m 12s 580: learn: 0.4175716 test: 0.4307465 best: 0.4307465 (580) total: 1m 3s remaining: 1m 12s 581: learn: 0.4175716 test: 0.4307465 best: 0.4307465 (580) total: 1m 3s remaining: 1m 12s 582: learn: 0.4175715 test: 0.4307455 best: 0.4307455 (582) total: 1m 3s remaining: 1m 12s 583: learn: 0.4175715 test: 0.4307446 best: 0.4307446 (583) total: 1m 3s remaining: 1m 12s 584: learn: 0.4175715 test: 0.4307446 best: 0.4307446 (584) total: 1m 3s remaining: 1m 12s 585: learn: 0.4175715 test: 0.4307446 best: 0.4307446 (584) total: 1m 3s remaining: 1m 12s 586: learn: 0.4175715 test: 0.4307446 best: 0.4307446 (584) total: 1m 3s remaining: 1m 11s 587: learn: 0.4175715 test: 0.4307447 best: 0.4307446 (584) total: 1m 3s remaining: 1m 11s 588: learn: 0.4175715 test: 0.4307438 best: 0.4307438 (588) total: 1m 3s remaining: 1m 11s 589: learn: 0.4175715 test: 0.4307438 best: 0.4307438 (589) total: 1m 4s remaining: 1m 11s 590: learn: 0.4175715 test: 0.4307438 best: 0.4307438 (589) total: 1m 4s remaining: 1m 11s 591: learn: 0.4175715 test: 0.4307439 best: 0.4307438 (589) total: 1m 4s remaining: 1m 11s 592: learn: 0.4175715 test: 0.4307439 best: 0.4307438 (589) total: 1m 4s remaining: 1m 11s 593: learn: 0.4175715 test: 0.4307439 best: 0.4307438 (589) total: 1m 4s remaining: 1m 11s 594: learn: 0.4175715 test: 0.4307439 best: 0.4307438 (589) total: 1m 4s remaining: 1m 10s 595: learn: 0.4175715 test: 0.4307439 best: 0.4307438 (589) total: 1m 4s remaining: 1m 10s 596: learn: 0.4175715 test: 0.4307439 best: 0.4307438 (589) total: 1m 4s remaining: 1m 10s 597: learn: 0.4175715 test: 0.4307439 best: 0.4307438 (589) total: 1m 4s remaining: 1m 10s 598: learn: 0.4175715 test: 0.4307439 best: 0.4307438 (589) total: 1m 4s remaining: 1m 10s 599: learn: 0.4175715 test: 0.4307440 best: 0.4307438 (589) total: 1m 4s remaining: 1m 9s 600: learn: 0.4175715 test: 0.4307440 best: 0.4307438 (589) total: 1m 4s remaining: 1m 9s 601: learn: 0.4175715 test: 0.4307441 best: 0.4307438 (589) total: 1m 4s remaining: 1m 9s 602: learn: 0.4175715 test: 0.4307442 best: 0.4307438 (589) total: 1m 4s remaining: 1m 9s 603: learn: 0.4175715 test: 0.4307433 best: 0.4307433 (603) total: 1m 4s remaining: 1m 9s 604: learn: 0.4175715 test: 0.4307433 best: 0.4307433 (603) total: 1m 5s remaining: 1m 9s 605: learn: 0.4175715 test: 0.4307433 best: 0.4307433 (605) total: 1m 5s remaining: 1m 9s 606: learn: 0.4175715 test: 0.4307435 best: 0.4307433 (605) total: 1m 5s remaining: 1m 9s 607: learn: 0.4175715 test: 0.4307435 best: 0.4307433 (605) total: 1m 5s remaining: 1m 9s 608: learn: 0.4175715 test: 0.4307435 best: 0.4307433 (605) total: 1m 5s remaining: 1m 8s 609: learn: 0.4175715 test: 0.4307436 best: 0.4307433 (605) total: 1m 5s remaining: 1m 8s 610: learn: 0.4175715 test: 0.4307436 best: 0.4307433 (605) total: 1m 5s remaining: 1m 8s 611: learn: 0.4175715 test: 0.4307437 best: 0.4307433 (605) total: 1m 5s remaining: 1m 8s 612: learn: 0.4175715 test: 0.4307437 best: 0.4307433 (605) total: 1m 5s remaining: 1m 8s 613: learn: 0.4175715 test: 0.4307437 best: 0.4307433 (605) total: 1m 5s remaining: 1m 8s 614: learn: 0.4175715 test: 0.4307437 best: 0.4307433 (605) total: 1m 5s remaining: 1m 7s 615: learn: 0.4175715 test: 0.4307438 best: 0.4307433 (605) total: 1m 5s remaining: 1m 7s 616: learn: 0.4175715 test: 0.4307438 best: 0.4307433 (605) total: 1m 6s remaining: 1m 7s 617: learn: 0.4175715 test: 0.4307438 best: 0.4307433 (605) total: 1m 6s remaining: 1m 7s 618: learn: 0.4175715 test: 0.4307438 best: 0.4307433 (605) total: 1m 6s remaining: 1m 7s 619: learn: 0.4175715 test: 0.4307438 best: 0.4307433 (605) total: 1m 6s remaining: 1m 7s 620: learn: 0.4175715 test: 0.4307438 best: 0.4307433 (605) total: 1m 6s remaining: 1m 7s 621: learn: 0.4175715 test: 0.4307438 best: 0.4307433 (605) total: 1m 6s remaining: 1m 7s 622: learn: 0.4175715 test: 0.4307438 best: 0.4307433 (605) total: 1m 6s remaining: 1m 6s 623: learn: 0.4175715 test: 0.4307438 best: 0.4307433 (605) total: 1m 6s remaining: 1m 6s 624: learn: 0.4175715 test: 0.4307438 best: 0.4307433 (605) total: 1m 6s remaining: 1m 6s 625: learn: 0.4175715 test: 0.4307438 best: 0.4307433 (605) total: 1m 6s remaining: 1m 6s 626: learn: 0.4175715 test: 0.4307438 best: 0.4307433 (605) total: 1m 6s remaining: 1m 6s 627: learn: 0.4174924 test: 0.4306710 best: 0.4306710 (627) total: 1m 7s remaining: 1m 6s 628: learn: 0.4174924 test: 0.4306710 best: 0.4306710 (627) total: 1m 7s remaining: 1m 6s 629: learn: 0.4174916 test: 0.4306711 best: 0.4306710 (627) total: 1m 7s remaining: 1m 6s 630: learn: 0.4174911 test: 0.4306710 best: 0.4306710 (627) total: 1m 7s remaining: 1m 6s 631: learn: 0.4174911 test: 0.4306710 best: 0.4306710 (627) total: 1m 7s remaining: 1m 6s 632: learn: 0.4174911 test: 0.4306710 best: 0.4306710 (627) total: 1m 7s remaining: 1m 6s 633: learn: 0.4174911 test: 0.4306710 best: 0.4306710 (627) total: 1m 7s remaining: 1m 5s 634: learn: 0.4174911 test: 0.4306710 best: 0.4306710 (634) total: 1m 7s remaining: 1m 5s 635: learn: 0.4174911 test: 0.4306710 best: 0.4306710 (635) total: 1m 8s remaining: 1m 5s 636: learn: 0.4174911 test: 0.4306710 best: 0.4306710 (636) total: 1m 8s remaining: 1m 5s 637: learn: 0.4174909 test: 0.4306709 best: 0.4306709 (637) total: 1m 8s remaining: 1m 5s 638: learn: 0.4174909 test: 0.4306709 best: 0.4306709 (637) total: 1m 8s remaining: 1m 5s 639: learn: 0.4174909 test: 0.4306709 best: 0.4306709 (639) total: 1m 8s remaining: 1m 5s 640: learn: 0.4174906 test: 0.4306710 best: 0.4306709 (639) total: 1m 8s remaining: 1m 5s 641: learn: 0.4174906 test: 0.4306710 best: 0.4306709 (639) total: 1m 8s remaining: 1m 4s 642: learn: 0.4174906 test: 0.4306710 best: 0.4306709 (639) total: 1m 8s remaining: 1m 4s 643: learn: 0.4174906 test: 0.4306709 best: 0.4306709 (639) total: 1m 8s remaining: 1m 4s 644: learn: 0.4174906 test: 0.4306709 best: 0.4306709 (639) total: 1m 8s remaining: 1m 4s 645: learn: 0.4174906 test: 0.4306709 best: 0.4306709 (639) total: 1m 8s remaining: 1m 4s 646: learn: 0.4174906 test: 0.4306709 best: 0.4306709 (639) total: 1m 8s remaining: 1m 4s 647: learn: 0.4174906 test: 0.4306709 best: 0.4306709 (639) total: 1m 9s remaining: 1m 4s 648: learn: 0.4174906 test: 0.4306709 best: 0.4306709 (639) total: 1m 9s remaining: 1m 3s 649: learn: 0.4174906 test: 0.4306709 best: 0.4306709 (639) total: 1m 9s remaining: 1m 3s 650: learn: 0.4174906 test: 0.4306709 best: 0.4306709 (639) total: 1m 9s remaining: 1m 3s 651: learn: 0.4174906 test: 0.4306709 best: 0.4306709 (639) total: 1m 9s remaining: 1m 3s 652: learn: 0.4174906 test: 0.4306710 best: 0.4306709 (639) total: 1m 9s remaining: 1m 3s 653: learn: 0.4174906 test: 0.4306710 best: 0.4306709 (639) total: 1m 9s remaining: 1m 3s 654: learn: 0.4174906 test: 0.4306710 best: 0.4306709 (639) total: 1m 9s remaining: 1m 3s 655: learn: 0.4174905 test: 0.4306710 best: 0.4306709 (639) total: 1m 9s remaining: 1m 3s 656: learn: 0.4174905 test: 0.4306710 best: 0.4306709 (639) total: 1m 9s remaining: 1m 3s 657: learn: 0.4174905 test: 0.4306710 best: 0.4306709 (639) total: 1m 9s remaining: 1m 2s 658: learn: 0.4174905 test: 0.4306710 best: 0.4306709 (639) total: 1m 10s remaining: 1m 2s 659: learn: 0.4174905 test: 0.4306710 best: 0.4306709 (639) total: 1m 10s remaining: 1m 2s 660: learn: 0.4174905 test: 0.4306710 best: 0.4306709 (639) total: 1m 10s remaining: 1m 2s 661: learn: 0.4174904 test: 0.4306710 best: 0.4306709 (639) total: 1m 10s remaining: 1m 2s 662: learn: 0.4174904 test: 0.4306710 best: 0.4306709 (639) total: 1m 10s remaining: 1m 2s 663: learn: 0.4174904 test: 0.4306710 best: 0.4306709 (639) total: 1m 10s remaining: 1m 2s 664: learn: 0.4174902 test: 0.4306710 best: 0.4306709 (639) total: 1m 10s remaining: 1m 1s 665: learn: 0.4174902 test: 0.4306710 best: 0.4306709 (639) total: 1m 10s remaining: 1m 1s 666: learn: 0.4174902 test: 0.4306710 best: 0.4306709 (639) total: 1m 10s remaining: 1m 1s 667: learn: 0.4174902 test: 0.4306710 best: 0.4306709 (639) total: 1m 10s remaining: 1m 1s 668: learn: 0.4174899 test: 0.4306710 best: 0.4306709 (639) total: 1m 10s remaining: 1m 1s 669: learn: 0.4174899 test: 0.4306710 best: 0.4306709 (639) total: 1m 10s remaining: 1m 1s 670: learn: 0.4174898 test: 0.4306710 best: 0.4306709 (639) total: 1m 10s remaining: 1m 1s 671: learn: 0.4174888 test: 0.4306710 best: 0.4306709 (639) total: 1m 11s remaining: 1m 1s 672: learn: 0.4174879 test: 0.4306710 best: 0.4306709 (639) total: 1m 11s remaining: 1m 673: learn: 0.4174879 test: 0.4306710 best: 0.4306709 (639) total: 1m 11s remaining: 1m 674: learn: 0.4174879 test: 0.4306702 best: 0.4306702 (674) total: 1m 11s remaining: 1m 675: learn: 0.4174879 test: 0.4306694 best: 0.4306694 (675) total: 1m 11s remaining: 1m 676: learn: 0.4174879 test: 0.4306694 best: 0.4306694 (675) total: 1m 11s remaining: 1m 677: learn: 0.4174878 test: 0.4306694 best: 0.4306694 (675) total: 1m 11s remaining: 1m 678: learn: 0.4174878 test: 0.4306694 best: 0.4306694 (675) total: 1m 11s remaining: 1m 679: learn: 0.4174878 test: 0.4306694 best: 0.4306694 (675) total: 1m 11s remaining: 1m 680: learn: 0.4174878 test: 0.4306687 best: 0.4306687 (680) total: 1m 12s remaining: 1m 681: learn: 0.4174878 test: 0.4306687 best: 0.4306687 (680) total: 1m 12s remaining: 1m 682: learn: 0.4174878 test: 0.4306687 best: 0.4306687 (680) total: 1m 12s remaining: 60s 683: learn: 0.4174878 test: 0.4306681 best: 0.4306681 (683) total: 1m 12s remaining: 59.8s 684: learn: 0.4174878 test: 0.4306675 best: 0.4306675 (684) total: 1m 12s remaining: 59.8s 685: learn: 0.4174878 test: 0.4306675 best: 0.4306675 (685) total: 1m 12s remaining: 59.6s 686: learn: 0.4174878 test: 0.4306669 best: 0.4306669 (686) total: 1m 12s remaining: 59.6s 687: learn: 0.4174871 test: 0.4306669 best: 0.4306669 (686) total: 1m 12s remaining: 59.5s 688: learn: 0.4174871 test: 0.4306669 best: 0.4306669 (686) total: 1m 12s remaining: 59.3s 689: learn: 0.4174871 test: 0.4306669 best: 0.4306669 (686) total: 1m 12s remaining: 59.2s 690: learn: 0.4174871 test: 0.4306669 best: 0.4306669 (686) total: 1m 13s remaining: 59.2s 691: learn: 0.4174871 test: 0.4306669 best: 0.4306669 (686) total: 1m 13s remaining: 59.1s 692: learn: 0.4174871 test: 0.4306664 best: 0.4306664 (692) total: 1m 13s remaining: 59.1s 693: learn: 0.4174871 test: 0.4306664 best: 0.4306664 (692) total: 1m 13s remaining: 58.9s 694: learn: 0.4174871 test: 0.4306664 best: 0.4306664 (692) total: 1m 13s remaining: 58.8s 695: learn: 0.4174871 test: 0.4306664 best: 0.4306664 (695) total: 1m 13s remaining: 58.7s 696: learn: 0.4174871 test: 0.4306664 best: 0.4306664 (695) total: 1m 13s remaining: 58.6s 697: learn: 0.4174871 test: 0.4306659 best: 0.4306659 (697) total: 1m 13s remaining: 58.5s 698: learn: 0.4174871 test: 0.4306659 best: 0.4306659 (698) total: 1m 14s remaining: 58.3s 699: learn: 0.4174871 test: 0.4306659 best: 0.4306659 (698) total: 1m 14s remaining: 58.2s 700: learn: 0.4174871 test: 0.4306659 best: 0.4306659 (700) total: 1m 14s remaining: 58.1s 701: learn: 0.4174871 test: 0.4306659 best: 0.4306659 (701) total: 1m 14s remaining: 58s 702: learn: 0.4174871 test: 0.4306659 best: 0.4306659 (701) total: 1m 14s remaining: 57.9s 703: learn: 0.4174871 test: 0.4306659 best: 0.4306659 (701) total: 1m 14s remaining: 57.8s 704: learn: 0.4174871 test: 0.4306660 best: 0.4306659 (701) total: 1m 14s remaining: 57.6s 705: learn: 0.4174870 test: 0.4306655 best: 0.4306655 (705) total: 1m 14s remaining: 57.5s 706: learn: 0.4174870 test: 0.4306655 best: 0.4306655 (705) total: 1m 14s remaining: 57.4s 707: learn: 0.4174870 test: 0.4306655 best: 0.4306655 (705) total: 1m 14s remaining: 57.3s 708: learn: 0.4174870 test: 0.4306655 best: 0.4306655 (705) total: 1m 14s remaining: 57.1s 709: learn: 0.4174870 test: 0.4306655 best: 0.4306655 (705) total: 1m 14s remaining: 57s 710: learn: 0.4174870 test: 0.4306655 best: 0.4306655 (705) total: 1m 15s remaining: 56.9s 711: learn: 0.4174864 test: 0.4306655 best: 0.4306655 (705) total: 1m 15s remaining: 56.8s 712: learn: 0.4174864 test: 0.4306655 best: 0.4306655 (705) total: 1m 15s remaining: 56.7s 713: learn: 0.4174864 test: 0.4306651 best: 0.4306651 (713) total: 1m 15s remaining: 56.6s 714: learn: 0.4174827 test: 0.4306653 best: 0.4306651 (713) total: 1m 15s remaining: 56.5s 715: learn: 0.4174823 test: 0.4306653 best: 0.4306651 (713) total: 1m 15s remaining: 56.4s 716: learn: 0.4174820 test: 0.4306653 best: 0.4306651 (713) total: 1m 15s remaining: 56.4s 717: learn: 0.4174819 test: 0.4306653 best: 0.4306651 (713) total: 1m 15s remaining: 56.3s 718: learn: 0.4174680 test: 0.4306621 best: 0.4306621 (718) total: 1m 16s remaining: 56.2s 719: learn: 0.4174676 test: 0.4306621 best: 0.4306621 (718) total: 1m 16s remaining: 56.1s 720: learn: 0.4174672 test: 0.4306621 best: 0.4306621 (718) total: 1m 16s remaining: 56.1s 721: learn: 0.4174671 test: 0.4306621 best: 0.4306621 (718) total: 1m 16s remaining: 56s 722: learn: 0.4174670 test: 0.4306621 best: 0.4306621 (718) total: 1m 16s remaining: 55.9s 723: learn: 0.4174669 test: 0.4306621 best: 0.4306621 (718) total: 1m 16s remaining: 55.8s 724: learn: 0.4174669 test: 0.4306621 best: 0.4306621 (718) total: 1m 16s remaining: 55.6s 725: learn: 0.4174669 test: 0.4306621 best: 0.4306621 (718) total: 1m 16s remaining: 55.5s 726: learn: 0.4174669 test: 0.4306621 best: 0.4306621 (718) total: 1m 17s remaining: 55.5s 727: learn: 0.4174669 test: 0.4306621 best: 0.4306621 (718) total: 1m 17s remaining: 55.3s 728: learn: 0.4174669 test: 0.4306621 best: 0.4306621 (718) total: 1m 17s remaining: 55.2s 729: learn: 0.4174669 test: 0.4306621 best: 0.4306621 (718) total: 1m 17s remaining: 55.1s 730: learn: 0.4174668 test: 0.4306621 best: 0.4306621 (718) total: 1m 17s remaining: 55s 731: learn: 0.4174668 test: 0.4306621 best: 0.4306621 (718) total: 1m 17s remaining: 55s 732: learn: 0.4174668 test: 0.4306621 best: 0.4306621 (718) total: 1m 17s remaining: 54.8s 733: learn: 0.4174668 test: 0.4306621 best: 0.4306621 (718) total: 1m 17s remaining: 54.7s 734: learn: 0.4174668 test: 0.4306621 best: 0.4306621 (718) total: 1m 17s remaining: 54.6s 735: learn: 0.4174668 test: 0.4306621 best: 0.4306621 (718) total: 1m 18s remaining: 54.5s 736: learn: 0.4174668 test: 0.4306621 best: 0.4306621 (718) total: 1m 18s remaining: 54.4s 737: learn: 0.4174668 test: 0.4306621 best: 0.4306621 (718) total: 1m 18s remaining: 54.3s 738: learn: 0.4174668 test: 0.4306621 best: 0.4306621 (718) total: 1m 18s remaining: 54.2s 739: learn: 0.4174668 test: 0.4306621 best: 0.4306621 (718) total: 1m 18s remaining: 54s 740: learn: 0.4174668 test: 0.4306621 best: 0.4306621 (718) total: 1m 18s remaining: 53.9s 741: learn: 0.4174668 test: 0.4306621 best: 0.4306621 (718) total: 1m 18s remaining: 53.8s 742: learn: 0.4174668 test: 0.4306621 best: 0.4306621 (718) total: 1m 18s remaining: 53.7s 743: learn: 0.4174667 test: 0.4306621 best: 0.4306621 (718) total: 1m 18s remaining: 53.6s 744: learn: 0.4174667 test: 0.4306621 best: 0.4306621 (718) total: 1m 18s remaining: 53.5s 745: learn: 0.4174662 test: 0.4306621 best: 0.4306621 (718) total: 1m 19s remaining: 53.4s 746: learn: 0.4174662 test: 0.4306621 best: 0.4306621 (718) total: 1m 19s remaining: 53.3s 747: learn: 0.4174662 test: 0.4306621 best: 0.4306621 (718) total: 1m 19s remaining: 53.2s 748: learn: 0.4174662 test: 0.4306621 best: 0.4306621 (718) total: 1m 19s remaining: 53.1s 749: learn: 0.4174658 test: 0.4306621 best: 0.4306621 (749) total: 1m 19s remaining: 53s 750: learn: 0.4174658 test: 0.4306621 best: 0.4306621 (750) total: 1m 19s remaining: 52.9s 751: learn: 0.4174658 test: 0.4306621 best: 0.4306621 (751) total: 1m 19s remaining: 52.8s 752: learn: 0.4174658 test: 0.4306621 best: 0.4306621 (751) total: 1m 19s remaining: 52.7s 753: learn: 0.4174657 test: 0.4306621 best: 0.4306621 (751) total: 1m 19s remaining: 52.6s 754: learn: 0.4174657 test: 0.4306621 best: 0.4306621 (754) total: 1m 20s remaining: 52.5s 755: learn: 0.4174657 test: 0.4306621 best: 0.4306621 (755) total: 1m 20s remaining: 52.4s 756: learn: 0.4174652 test: 0.4306621 best: 0.4306621 (756) total: 1m 20s remaining: 52.3s 757: learn: 0.4174652 test: 0.4306621 best: 0.4306621 (757) total: 1m 20s remaining: 52.2s 758: learn: 0.4174652 test: 0.4306621 best: 0.4306621 (757) total: 1m 20s remaining: 52.1s 759: learn: 0.4174652 test: 0.4306621 best: 0.4306621 (757) total: 1m 20s remaining: 52s 760: learn: 0.4174652 test: 0.4306621 best: 0.4306621 (757) total: 1m 20s remaining: 52s 761: learn: 0.4174652 test: 0.4306617 best: 0.4306617 (761) total: 1m 21s remaining: 51.9s 762: learn: 0.4174652 test: 0.4306617 best: 0.4306617 (762) total: 1m 21s remaining: 51.7s 763: learn: 0.4174652 test: 0.4306617 best: 0.4306617 (762) total: 1m 21s remaining: 51.6s 764: learn: 0.4174652 test: 0.4306617 best: 0.4306617 (762) total: 1m 21s remaining: 51.5s 765: learn: 0.4174652 test: 0.4306617 best: 0.4306617 (762) total: 1m 21s remaining: 51.4s 766: learn: 0.4174652 test: 0.4306617 best: 0.4306617 (762) total: 1m 21s remaining: 51.2s 767: learn: 0.4174650 test: 0.4306617 best: 0.4306617 (762) total: 1m 21s remaining: 51.1s 768: learn: 0.4174646 test: 0.4306617 best: 0.4306617 (762) total: 1m 21s remaining: 51.1s 769: learn: 0.4174646 test: 0.4306613 best: 0.4306613 (769) total: 1m 21s remaining: 51s 770: learn: 0.4174646 test: 0.4306610 best: 0.4306610 (770) total: 1m 21s remaining: 50.9s 771: learn: 0.4174646 test: 0.4306607 best: 0.4306607 (771) total: 1m 22s remaining: 50.8s 772: learn: 0.4174646 test: 0.4306607 best: 0.4306607 (771) total: 1m 22s remaining: 50.7s 773: learn: 0.4174646 test: 0.4306607 best: 0.4306607 (771) total: 1m 22s remaining: 50.6s 774: learn: 0.4174646 test: 0.4306607 best: 0.4306607 (771) total: 1m 22s remaining: 50.4s 775: learn: 0.4174646 test: 0.4306607 best: 0.4306607 (771) total: 1m 22s remaining: 50.3s 776: learn: 0.4174645 test: 0.4306607 best: 0.4306607 (771) total: 1m 22s remaining: 50.2s 777: learn: 0.4174645 test: 0.4306607 best: 0.4306607 (771) total: 1m 22s remaining: 50.2s 778: learn: 0.4174645 test: 0.4306604 best: 0.4306604 (778) total: 1m 22s remaining: 50.1s 779: learn: 0.4174645 test: 0.4306602 best: 0.4306602 (779) total: 1m 22s remaining: 50s 780: learn: 0.4174645 test: 0.4306602 best: 0.4306602 (779) total: 1m 23s remaining: 49.9s 781: learn: 0.4174645 test: 0.4306602 best: 0.4306602 (779) total: 1m 23s remaining: 49.8s 782: learn: 0.4174645 test: 0.4306602 best: 0.4306602 (779) total: 1m 23s remaining: 49.6s 783: learn: 0.4174645 test: 0.4306602 best: 0.4306602 (779) total: 1m 23s remaining: 49.5s 784: learn: 0.4174645 test: 0.4306600 best: 0.4306600 (784) total: 1m 23s remaining: 49.5s 785: learn: 0.4174645 test: 0.4306600 best: 0.4306600 (785) total: 1m 23s remaining: 49.4s 786: learn: 0.4174645 test: 0.4306600 best: 0.4306600 (786) total: 1m 23s remaining: 49.3s 787: learn: 0.4174645 test: 0.4306600 best: 0.4306600 (787) total: 1m 23s remaining: 49.1s 788: learn: 0.4174645 test: 0.4306597 best: 0.4306597 (788) total: 1m 23s remaining: 49s 789: learn: 0.4174645 test: 0.4306597 best: 0.4306597 (788) total: 1m 24s remaining: 48.9s 790: learn: 0.4174645 test: 0.4306597 best: 0.4306597 (788) total: 1m 24s remaining: 48.8s 791: learn: 0.4174643 test: 0.4306597 best: 0.4306597 (788) total: 1m 24s remaining: 48.7s 792: learn: 0.4174643 test: 0.4306597 best: 0.4306597 (788) total: 1m 24s remaining: 48.6s 793: learn: 0.4174643 test: 0.4306597 best: 0.4306597 (788) total: 1m 24s remaining: 48.6s 794: learn: 0.4174643 test: 0.4306598 best: 0.4306597 (788) total: 1m 24s remaining: 48.5s 795: learn: 0.4174642 test: 0.4306598 best: 0.4306597 (788) total: 1m 24s remaining: 48.4s 796: learn: 0.4174641 test: 0.4306598 best: 0.4306597 (788) total: 1m 24s remaining: 48.3s 797: learn: 0.4174641 test: 0.4306598 best: 0.4306597 (788) total: 1m 25s remaining: 48.2s 798: learn: 0.4174641 test: 0.4306598 best: 0.4306597 (788) total: 1m 25s remaining: 48.1s 799: learn: 0.4174622 test: 0.4306598 best: 0.4306597 (788) total: 1m 25s remaining: 48.1s 800: learn: 0.4174346 test: 0.4306851 best: 0.4306597 (788) total: 1m 25s remaining: 48s 801: learn: 0.4174346 test: 0.4306851 best: 0.4306597 (788) total: 1m 25s remaining: 47.9s 802: learn: 0.4174345 test: 0.4306851 best: 0.4306597 (788) total: 1m 25s remaining: 47.8s 803: learn: 0.4174345 test: 0.4306851 best: 0.4306597 (788) total: 1m 26s remaining: 47.7s 804: learn: 0.4174345 test: 0.4306851 best: 0.4306597 (788) total: 1m 26s remaining: 47.6s 805: learn: 0.4174345 test: 0.4306850 best: 0.4306597 (788) total: 1m 26s remaining: 47.5s 806: learn: 0.4174339 test: 0.4306853 best: 0.4306597 (788) total: 1m 26s remaining: 47.4s 807: learn: 0.4174339 test: 0.4306851 best: 0.4306597 (788) total: 1m 26s remaining: 47.4s 808: learn: 0.4174335 test: 0.4306851 best: 0.4306597 (788) total: 1m 26s remaining: 47.3s 809: learn: 0.4174333 test: 0.4306851 best: 0.4306597 (788) total: 1m 26s remaining: 47.2s 810: learn: 0.4174333 test: 0.4306849 best: 0.4306597 (788) total: 1m 27s remaining: 47.1s 811: learn: 0.4174330 test: 0.4306849 best: 0.4306597 (788) total: 1m 27s remaining: 47s 812: learn: 0.4174330 test: 0.4306849 best: 0.4306597 (788) total: 1m 27s remaining: 46.9s 813: learn: 0.4174330 test: 0.4306849 best: 0.4306597 (788) total: 1m 27s remaining: 46.7s 814: learn: 0.4174328 test: 0.4306849 best: 0.4306597 (788) total: 1m 27s remaining: 46.6s 815: learn: 0.4174328 test: 0.4306849 best: 0.4306597 (788) total: 1m 27s remaining: 46.5s 816: learn: 0.4174313 test: 0.4306850 best: 0.4306597 (788) total: 1m 27s remaining: 46.4s 817: learn: 0.4174312 test: 0.4306849 best: 0.4306597 (788) total: 1m 27s remaining: 46.3s 818: learn: 0.4174310 test: 0.4306850 best: 0.4306597 (788) total: 1m 27s remaining: 46.1s 819: learn: 0.4174308 test: 0.4306849 best: 0.4306597 (788) total: 1m 27s remaining: 46s 820: learn: 0.4174308 test: 0.4306849 best: 0.4306597 (788) total: 1m 27s remaining: 45.9s 821: learn: 0.4174308 test: 0.4306849 best: 0.4306597 (788) total: 1m 27s remaining: 45.8s 822: learn: 0.4174308 test: 0.4306849 best: 0.4306597 (788) total: 1m 28s remaining: 45.7s 823: learn: 0.4174308 test: 0.4306849 best: 0.4306597 (788) total: 1m 28s remaining: 45.6s 824: learn: 0.4174307 test: 0.4306849 best: 0.4306597 (788) total: 1m 28s remaining: 45.5s 825: learn: 0.4174307 test: 0.4306849 best: 0.4306597 (788) total: 1m 28s remaining: 45.4s 826: learn: 0.4174307 test: 0.4306849 best: 0.4306597 (788) total: 1m 28s remaining: 45.3s 827: learn: 0.4174307 test: 0.4306849 best: 0.4306597 (788) total: 1m 28s remaining: 45.2s 828: learn: 0.4174307 test: 0.4306849 best: 0.4306597 (788) total: 1m 28s remaining: 45.1s 829: learn: 0.4174307 test: 0.4306849 best: 0.4306597 (788) total: 1m 28s remaining: 45s 830: learn: 0.4174307 test: 0.4306848 best: 0.4306597 (788) total: 1m 28s remaining: 44.9s 831: learn: 0.4174307 test: 0.4306848 best: 0.4306597 (788) total: 1m 29s remaining: 44.8s 832: learn: 0.4174307 test: 0.4306848 best: 0.4306597 (788) total: 1m 29s remaining: 44.6s 833: learn: 0.4174307 test: 0.4306848 best: 0.4306597 (788) total: 1m 29s remaining: 44.5s 834: learn: 0.4174307 test: 0.4306848 best: 0.4306597 (788) total: 1m 29s remaining: 44.4s 835: learn: 0.4174307 test: 0.4306848 best: 0.4306597 (788) total: 1m 29s remaining: 44.3s 836: learn: 0.4174307 test: 0.4306848 best: 0.4306597 (788) total: 1m 29s remaining: 44.2s 837: learn: 0.4174307 test: 0.4306848 best: 0.4306597 (788) total: 1m 29s remaining: 44.1s 838: learn: 0.4174306 test: 0.4306848 best: 0.4306597 (788) total: 1m 29s remaining: 44s 839: learn: 0.4174306 test: 0.4306848 best: 0.4306597 (788) total: 1m 29s remaining: 43.9s 840: learn: 0.4174304 test: 0.4306848 best: 0.4306597 (788) total: 1m 30s remaining: 43.8s 841: learn: 0.4174304 test: 0.4306847 best: 0.4306597 (788) total: 1m 30s remaining: 43.7s 842: learn: 0.4174301 test: 0.4306846 best: 0.4306597 (788) total: 1m 30s remaining: 43.5s 843: learn: 0.4174299 test: 0.4306846 best: 0.4306597 (788) total: 1m 30s remaining: 43.4s 844: learn: 0.4174299 test: 0.4306846 best: 0.4306597 (788) total: 1m 30s remaining: 43.3s 845: learn: 0.4174299 test: 0.4306846 best: 0.4306597 (788) total: 1m 30s remaining: 43.2s 846: learn: 0.4174299 test: 0.4306846 best: 0.4306597 (788) total: 1m 30s remaining: 43.1s 847: learn: 0.4174299 test: 0.4306846 best: 0.4306597 (788) total: 1m 30s remaining: 43s 848: learn: 0.4174299 test: 0.4306846 best: 0.4306597 (788) total: 1m 30s remaining: 42.9s 849: learn: 0.4174299 test: 0.4306846 best: 0.4306597 (788) total: 1m 30s remaining: 42.8s 850: learn: 0.4174296 test: 0.4306846 best: 0.4306597 (788) total: 1m 31s remaining: 42.7s 851: learn: 0.4174296 test: 0.4306846 best: 0.4306597 (788) total: 1m 31s remaining: 42.6s 852: learn: 0.4174296 test: 0.4306846 best: 0.4306597 (788) total: 1m 31s remaining: 42.5s 853: learn: 0.4174296 test: 0.4306846 best: 0.4306597 (788) total: 1m 31s remaining: 42.4s 854: learn: 0.4174296 test: 0.4306846 best: 0.4306597 (788) total: 1m 31s remaining: 42.3s 855: learn: 0.4174296 test: 0.4306846 best: 0.4306597 (788) total: 1m 31s remaining: 42.2s 856: learn: 0.4174296 test: 0.4306846 best: 0.4306597 (788) total: 1m 31s remaining: 42.1s 857: learn: 0.4174296 test: 0.4306846 best: 0.4306597 (788) total: 1m 31s remaining: 42s 858: learn: 0.4174296 test: 0.4306846 best: 0.4306597 (788) total: 1m 31s remaining: 41.9s 859: learn: 0.4174296 test: 0.4306846 best: 0.4306597 (788) total: 1m 32s remaining: 41.8s 860: learn: 0.4174296 test: 0.4306846 best: 0.4306597 (788) total: 1m 32s remaining: 41.6s 861: learn: 0.4174296 test: 0.4306846 best: 0.4306597 (788) total: 1m 32s remaining: 41.5s 862: learn: 0.4174296 test: 0.4306846 best: 0.4306597 (788) total: 1m 32s remaining: 41.4s 863: learn: 0.4174296 test: 0.4306846 best: 0.4306597 (788) total: 1m 32s remaining: 41.3s 864: learn: 0.4174292 test: 0.4306846 best: 0.4306597 (788) total: 1m 32s remaining: 41.2s 865: learn: 0.4174292 test: 0.4306846 best: 0.4306597 (788) total: 1m 32s remaining: 41.1s 866: learn: 0.4174292 test: 0.4306846 best: 0.4306597 (788) total: 1m 32s remaining: 41s 867: learn: 0.4174292 test: 0.4306846 best: 0.4306597 (788) total: 1m 32s remaining: 40.8s 868: learn: 0.4174292 test: 0.4306846 best: 0.4306597 (788) total: 1m 32s remaining: 40.7s 869: learn: 0.4174292 test: 0.4306846 best: 0.4306597 (788) total: 1m 33s remaining: 40.6s 870: learn: 0.4174292 test: 0.4306846 best: 0.4306597 (788) total: 1m 33s remaining: 40.6s 871: learn: 0.4174292 test: 0.4306846 best: 0.4306597 (788) total: 1m 33s remaining: 40.5s 872: learn: 0.4174292 test: 0.4306846 best: 0.4306597 (788) total: 1m 33s remaining: 40.3s 873: learn: 0.4174291 test: 0.4306846 best: 0.4306597 (788) total: 1m 33s remaining: 40.2s 874: learn: 0.4174290 test: 0.4306846 best: 0.4306597 (788) total: 1m 33s remaining: 40.1s 875: learn: 0.4174290 test: 0.4306846 best: 0.4306597 (788) total: 1m 33s remaining: 40.1s 876: learn: 0.4174288 test: 0.4306846 best: 0.4306597 (788) total: 1m 33s remaining: 40s 877: learn: 0.4174286 test: 0.4306846 best: 0.4306597 (788) total: 1m 34s remaining: 39.9s 878: learn: 0.4174286 test: 0.4306846 best: 0.4306597 (788) total: 1m 34s remaining: 39.8s 879: learn: 0.4174286 test: 0.4306846 best: 0.4306597 (788) total: 1m 34s remaining: 39.7s 880: learn: 0.4174284 test: 0.4306846 best: 0.4306597 (788) total: 1m 34s remaining: 39.6s 881: learn: 0.4174284 test: 0.4306845 best: 0.4306597 (788) total: 1m 34s remaining: 39.5s 882: learn: 0.4174284 test: 0.4306845 best: 0.4306597 (788) total: 1m 34s remaining: 39.4s 883: learn: 0.4174284 test: 0.4306845 best: 0.4306597 (788) total: 1m 34s remaining: 39.3s 884: learn: 0.4174284 test: 0.4306845 best: 0.4306597 (788) total: 1m 35s remaining: 39.2s 885: learn: 0.4174284 test: 0.4306845 best: 0.4306597 (788) total: 1m 35s remaining: 39.1s 886: learn: 0.4174283 test: 0.4306845 best: 0.4306597 (788) total: 1m 35s remaining: 39s 887: learn: 0.4174283 test: 0.4306845 best: 0.4306597 (788) total: 1m 35s remaining: 38.9s 888: learn: 0.4174283 test: 0.4306845 best: 0.4306597 (788) total: 1m 35s remaining: 38.8s 889: learn: 0.4174283 test: 0.4306844 best: 0.4306597 (788) total: 1m 35s remaining: 38.7s 890: learn: 0.4174283 test: 0.4306844 best: 0.4306597 (788) total: 1m 35s remaining: 38.6s 891: learn: 0.4174283 test: 0.4306844 best: 0.4306597 (788) total: 1m 35s remaining: 38.5s 892: learn: 0.4174282 test: 0.4306844 best: 0.4306597 (788) total: 1m 36s remaining: 38.4s 893: learn: 0.4174282 test: 0.4306844 best: 0.4306597 (788) total: 1m 36s remaining: 38.3s 894: learn: 0.4174282 test: 0.4306844 best: 0.4306597 (788) total: 1m 36s remaining: 38.2s 895: learn: 0.4174282 test: 0.4306844 best: 0.4306597 (788) total: 1m 36s remaining: 38.1s 896: learn: 0.4174282 test: 0.4306844 best: 0.4306597 (788) total: 1m 36s remaining: 38s 897: learn: 0.4174282 test: 0.4306844 best: 0.4306597 (788) total: 1m 36s remaining: 37.9s 898: learn: 0.4174282 test: 0.4306844 best: 0.4306597 (788) total: 1m 36s remaining: 37.7s 899: learn: 0.4174282 test: 0.4306844 best: 0.4306597 (788) total: 1m 36s remaining: 37.6s 900: learn: 0.4174282 test: 0.4306844 best: 0.4306597 (788) total: 1m 36s remaining: 37.5s 901: learn: 0.4174282 test: 0.4306844 best: 0.4306597 (788) total: 1m 36s remaining: 37.4s 902: learn: 0.4174282 test: 0.4306844 best: 0.4306597 (788) total: 1m 37s remaining: 37.3s 903: learn: 0.4174282 test: 0.4306844 best: 0.4306597 (788) total: 1m 37s remaining: 37.2s 904: learn: 0.4174282 test: 0.4306844 best: 0.4306597 (788) total: 1m 37s remaining: 37.1s 905: learn: 0.4174282 test: 0.4306843 best: 0.4306597 (788) total: 1m 37s remaining: 37s 906: learn: 0.4174282 test: 0.4306843 best: 0.4306597 (788) total: 1m 37s remaining: 36.9s 907: learn: 0.4174282 test: 0.4306843 best: 0.4306597 (788) total: 1m 37s remaining: 36.8s 908: learn: 0.4174282 test: 0.4306843 best: 0.4306597 (788) total: 1m 37s remaining: 36.6s 909: learn: 0.4174282 test: 0.4306843 best: 0.4306597 (788) total: 1m 37s remaining: 36.5s 910: learn: 0.4174282 test: 0.4306843 best: 0.4306597 (788) total: 1m 37s remaining: 36.4s 911: learn: 0.4174282 test: 0.4306843 best: 0.4306597 (788) total: 1m 37s remaining: 36.3s 912: learn: 0.4174282 test: 0.4306843 best: 0.4306597 (788) total: 1m 37s remaining: 36.1s 913: learn: 0.4174282 test: 0.4306843 best: 0.4306597 (788) total: 1m 38s remaining: 36s 914: learn: 0.4174282 test: 0.4306843 best: 0.4306597 (788) total: 1m 38s remaining: 35.9s 915: learn: 0.4174282 test: 0.4306843 best: 0.4306597 (788) total: 1m 38s remaining: 35.8s 916: learn: 0.4174282 test: 0.4306843 best: 0.4306597 (788) total: 1m 38s remaining: 35.7s 917: learn: 0.4174282 test: 0.4306843 best: 0.4306597 (788) total: 1m 38s remaining: 35.6s 918: learn: 0.4174280 test: 0.4306843 best: 0.4306597 (788) total: 1m 38s remaining: 35.5s 919: learn: 0.4174280 test: 0.4306843 best: 0.4306597 (788) total: 1m 38s remaining: 35.4s 920: learn: 0.4174280 test: 0.4306842 best: 0.4306597 (788) total: 1m 38s remaining: 35.3s 921: learn: 0.4174280 test: 0.4306842 best: 0.4306597 (788) total: 1m 38s remaining: 35.2s 922: learn: 0.4174280 test: 0.4306841 best: 0.4306597 (788) total: 1m 39s remaining: 35.1s 923: learn: 0.4174280 test: 0.4306841 best: 0.4306597 (788) total: 1m 39s remaining: 35s 924: learn: 0.4174280 test: 0.4306841 best: 0.4306597 (788) total: 1m 39s remaining: 34.8s 925: learn: 0.4174280 test: 0.4306841 best: 0.4306597 (788) total: 1m 39s remaining: 34.7s 926: learn: 0.4174280 test: 0.4306841 best: 0.4306597 (788) total: 1m 39s remaining: 34.6s 927: learn: 0.4174280 test: 0.4306840 best: 0.4306597 (788) total: 1m 39s remaining: 34.5s 928: learn: 0.4174280 test: 0.4306840 best: 0.4306597 (788) total: 1m 39s remaining: 34.4s 929: learn: 0.4174280 test: 0.4306840 best: 0.4306597 (788) total: 1m 39s remaining: 34.2s 930: learn: 0.4174280 test: 0.4306840 best: 0.4306597 (788) total: 1m 39s remaining: 34.1s 931: learn: 0.4174279 test: 0.4306840 best: 0.4306597 (788) total: 1m 39s remaining: 34s 932: learn: 0.4174278 test: 0.4306840 best: 0.4306597 (788) total: 1m 39s remaining: 33.9s 933: learn: 0.4174277 test: 0.4306840 best: 0.4306597 (788) total: 1m 40s remaining: 33.8s 934: learn: 0.4174277 test: 0.4306840 best: 0.4306597 (788) total: 1m 40s remaining: 33.7s 935: learn: 0.4174277 test: 0.4306840 best: 0.4306597 (788) total: 1m 40s remaining: 33.6s 936: learn: 0.4174277 test: 0.4306840 best: 0.4306597 (788) total: 1m 40s remaining: 33.5s 937: learn: 0.4174277 test: 0.4306840 best: 0.4306597 (788) total: 1m 40s remaining: 33.4s 938: learn: 0.4174236 test: 0.4306904 best: 0.4306597 (788) total: 1m 40s remaining: 33.3s 939: learn: 0.4174212 test: 0.4306941 best: 0.4306597 (788) total: 1m 40s remaining: 33.2s 940: learn: 0.4174211 test: 0.4306941 best: 0.4306597 (788) total: 1m 40s remaining: 33.1s 941: learn: 0.4174211 test: 0.4306941 best: 0.4306597 (788) total: 1m 40s remaining: 33s 942: learn: 0.4174211 test: 0.4306941 best: 0.4306597 (788) total: 1m 41s remaining: 32.9s 943: learn: 0.4174211 test: 0.4306941 best: 0.4306597 (788) total: 1m 41s remaining: 32.8s 944: learn: 0.4174211 test: 0.4306941 best: 0.4306597 (788) total: 1m 41s remaining: 32.7s 945: learn: 0.4174208 test: 0.4306941 best: 0.4306597 (788) total: 1m 41s remaining: 32.6s 946: learn: 0.4174208 test: 0.4306941 best: 0.4306597 (788) total: 1m 41s remaining: 32.5s 947: learn: 0.4174203 test: 0.4306941 best: 0.4306597 (788) total: 1m 41s remaining: 32.4s 948: learn: 0.4174198 test: 0.4306941 best: 0.4306597 (788) total: 1m 41s remaining: 32.3s 949: learn: 0.4174198 test: 0.4306941 best: 0.4306597 (788) total: 1m 42s remaining: 32.2s 950: learn: 0.4174198 test: 0.4306941 best: 0.4306597 (788) total: 1m 42s remaining: 32.1s 951: learn: 0.4173825 test: 0.4307087 best: 0.4306597 (788) total: 1m 42s remaining: 32.1s 952: learn: 0.4173824 test: 0.4307087 best: 0.4306597 (788) total: 1m 42s remaining: 32s 953: learn: 0.4173824 test: 0.4307053 best: 0.4306597 (788) total: 1m 42s remaining: 31.9s 954: learn: 0.4173823 test: 0.4307053 best: 0.4306597 (788) total: 1m 42s remaining: 31.8s 955: learn: 0.4173823 test: 0.4307053 best: 0.4306597 (788) total: 1m 42s remaining: 31.7s 956: learn: 0.4173823 test: 0.4307053 best: 0.4306597 (788) total: 1m 43s remaining: 31.6s 957: learn: 0.4173823 test: 0.4307053 best: 0.4306597 (788) total: 1m 43s remaining: 31.4s 958: learn: 0.4173823 test: 0.4307031 best: 0.4306597 (788) total: 1m 43s remaining: 31.3s 959: learn: 0.4173818 test: 0.4307031 best: 0.4306597 (788) total: 1m 43s remaining: 31.2s 960: learn: 0.4173818 test: 0.4307031 best: 0.4306597 (788) total: 1m 43s remaining: 31.1s 961: learn: 0.4173817 test: 0.4307031 best: 0.4306597 (788) total: 1m 43s remaining: 31s 962: learn: 0.4173817 test: 0.4307031 best: 0.4306597 (788) total: 1m 43s remaining: 30.9s 963: learn: 0.4173817 test: 0.4307031 best: 0.4306597 (788) total: 1m 43s remaining: 30.8s 964: learn: 0.4173817 test: 0.4307010 best: 0.4306597 (788) total: 1m 43s remaining: 30.7s 965: learn: 0.4173815 test: 0.4307010 best: 0.4306597 (788) total: 1m 44s remaining: 30.6s 966: learn: 0.4173814 test: 0.4307010 best: 0.4306597 (788) total: 1m 44s remaining: 30.5s 967: learn: 0.4173814 test: 0.4307010 best: 0.4306597 (788) total: 1m 44s remaining: 30.4s 968: learn: 0.4173812 test: 0.4307010 best: 0.4306597 (788) total: 1m 44s remaining: 30.3s 969: learn: 0.4173812 test: 0.4307010 best: 0.4306597 (788) total: 1m 44s remaining: 30.2s 970: learn: 0.4173810 test: 0.4307010 best: 0.4306597 (788) total: 1m 44s remaining: 30.1s 971: learn: 0.4173808 test: 0.4307010 best: 0.4306597 (788) total: 1m 44s remaining: 30s 972: learn: 0.4173808 test: 0.4307010 best: 0.4306597 (788) total: 1m 44s remaining: 29.8s 973: learn: 0.4173808 test: 0.4307010 best: 0.4306597 (788) total: 1m 44s remaining: 29.7s 974: learn: 0.4173808 test: 0.4307010 best: 0.4306597 (788) total: 1m 45s remaining: 29.6s 975: learn: 0.4173808 test: 0.4307010 best: 0.4306597 (788) total: 1m 45s remaining: 29.5s 976: learn: 0.4173808 test: 0.4307010 best: 0.4306597 (788) total: 1m 45s remaining: 29.4s 977: learn: 0.4173808 test: 0.4307010 best: 0.4306597 (788) total: 1m 45s remaining: 29.3s 978: learn: 0.4173807 test: 0.4307010 best: 0.4306597 (788) total: 1m 45s remaining: 29.2s 979: learn: 0.4173805 test: 0.4307010 best: 0.4306597 (788) total: 1m 45s remaining: 29.1s 980: learn: 0.4173804 test: 0.4307010 best: 0.4306597 (788) total: 1m 45s remaining: 29s 981: learn: 0.4173803 test: 0.4307016 best: 0.4306597 (788) total: 1m 45s remaining: 28.9s 982: learn: 0.4173802 test: 0.4307016 best: 0.4306597 (788) total: 1m 45s remaining: 28.8s 983: learn: 0.4173802 test: 0.4307016 best: 0.4306597 (788) total: 1m 46s remaining: 28.7s 984: learn: 0.4173802 test: 0.4307016 best: 0.4306597 (788) total: 1m 46s remaining: 28.6s 985: learn: 0.4173802 test: 0.4307016 best: 0.4306597 (788) total: 1m 46s remaining: 28.5s 986: learn: 0.4173800 test: 0.4307016 best: 0.4306597 (788) total: 1m 46s remaining: 28.4s 987: learn: 0.4173799 test: 0.4307016 best: 0.4306597 (788) total: 1m 46s remaining: 28.3s 988: learn: 0.4173799 test: 0.4307016 best: 0.4306597 (788) total: 1m 46s remaining: 28.2s 989: learn: 0.4173798 test: 0.4307017 best: 0.4306597 (788) total: 1m 46s remaining: 28.1s 990: learn: 0.4173797 test: 0.4306988 best: 0.4306597 (788) total: 1m 47s remaining: 28s 991: learn: 0.4173797 test: 0.4306963 best: 0.4306597 (788) total: 1m 47s remaining: 27.9s 992: learn: 0.4173797 test: 0.4306973 best: 0.4306597 (788) total: 1m 47s remaining: 27.8s 993: learn: 0.4173795 test: 0.4306973 best: 0.4306597 (788) total: 1m 47s remaining: 27.7s 994: learn: 0.4173794 test: 0.4306973 best: 0.4306597 (788) total: 1m 47s remaining: 27.6s 995: learn: 0.4173794 test: 0.4306973 best: 0.4306597 (788) total: 1m 47s remaining: 27.5s 996: learn: 0.4173794 test: 0.4306973 best: 0.4306597 (788) total: 1m 47s remaining: 27.4s 997: learn: 0.4173794 test: 0.4306973 best: 0.4306597 (788) total: 1m 47s remaining: 27.3s 998: learn: 0.4173794 test: 0.4306973 best: 0.4306597 (788) total: 1m 48s remaining: 27.2s 999: learn: 0.4173793 test: 0.4306950 best: 0.4306597 (788) total: 1m 48s remaining: 27.1s 1000: learn: 0.4173791 test: 0.4306950 best: 0.4306597 (788) total: 1m 48s remaining: 27s 1001: learn: 0.4173791 test: 0.4306950 best: 0.4306597 (788) total: 1m 48s remaining: 26.9s 1002: learn: 0.4173789 test: 0.4306950 best: 0.4306597 (788) total: 1m 48s remaining: 26.8s 1003: learn: 0.4173788 test: 0.4306961 best: 0.4306597 (788) total: 1m 48s remaining: 26.7s 1004: learn: 0.4173788 test: 0.4306961 best: 0.4306597 (788) total: 1m 48s remaining: 26.6s 1005: learn: 0.4173788 test: 0.4306961 best: 0.4306597 (788) total: 1m 49s remaining: 26.5s 1006: learn: 0.4173788 test: 0.4306971 best: 0.4306597 (788) total: 1m 49s remaining: 26.4s 1007: learn: 0.4173787 test: 0.4306948 best: 0.4306597 (788) total: 1m 49s remaining: 26.3s 1008: learn: 0.4173787 test: 0.4306928 best: 0.4306597 (788) total: 1m 49s remaining: 26.2s 1009: learn: 0.4173787 test: 0.4306909 best: 0.4306597 (788) total: 1m 49s remaining: 26.1s 1010: learn: 0.4173787 test: 0.4306909 best: 0.4306597 (788) total: 1m 49s remaining: 26s 1011: learn: 0.4173787 test: 0.4306909 best: 0.4306597 (788) total: 1m 50s remaining: 25.9s 1012: learn: 0.4173787 test: 0.4306909 best: 0.4306597 (788) total: 1m 50s remaining: 25.8s 1013: learn: 0.4173787 test: 0.4306898 best: 0.4306597 (788) total: 1m 50s remaining: 25.7s 1014: learn: 0.4173786 test: 0.4306899 best: 0.4306597 (788) total: 1m 50s remaining: 25.5s 1015: learn: 0.4173786 test: 0.4306898 best: 0.4306597 (788) total: 1m 50s remaining: 25.4s 1016: learn: 0.4173781 test: 0.4306898 best: 0.4306597 (788) total: 1m 50s remaining: 25.3s 1017: learn: 0.4173777 test: 0.4306897 best: 0.4306597 (788) total: 1m 50s remaining: 25.2s 1018: learn: 0.4173777 test: 0.4306887 best: 0.4306597 (788) total: 1m 50s remaining: 25.1s 1019: learn: 0.4173777 test: 0.4306887 best: 0.4306597 (788) total: 1m 50s remaining: 25s 1020: learn: 0.4173777 test: 0.4306887 best: 0.4306597 (788) total: 1m 51s remaining: 24.9s 1021: learn: 0.4173775 test: 0.4306887 best: 0.4306597 (788) total: 1m 51s remaining: 24.8s 1022: learn: 0.4173774 test: 0.4306872 best: 0.4306597 (788) total: 1m 51s remaining: 24.7s 1023: learn: 0.4173774 test: 0.4306872 best: 0.4306597 (788) total: 1m 51s remaining: 24.6s 1024: learn: 0.4173774 test: 0.4306872 best: 0.4306597 (788) total: 1m 51s remaining: 24.5s 1025: learn: 0.4173774 test: 0.4306873 best: 0.4306597 (788) total: 1m 51s remaining: 24.4s 1026: learn: 0.4173774 test: 0.4306873 best: 0.4306597 (788) total: 1m 51s remaining: 24.3s 1027: learn: 0.4173774 test: 0.4306865 best: 0.4306597 (788) total: 1m 52s remaining: 24.2s 1028: learn: 0.4173773 test: 0.4306858 best: 0.4306597 (788) total: 1m 52s remaining: 24.1s 1029: learn: 0.4173773 test: 0.4306858 best: 0.4306597 (788) total: 1m 52s remaining: 24s 1030: learn: 0.4173770 test: 0.4306859 best: 0.4306597 (788) total: 1m 52s remaining: 23.9s 1031: learn: 0.4173770 test: 0.4306859 best: 0.4306597 (788) total: 1m 52s remaining: 23.8s 1032: learn: 0.4173769 test: 0.4306859 best: 0.4306597 (788) total: 1m 52s remaining: 23.7s 1033: learn: 0.4173769 test: 0.4306859 best: 0.4306597 (788) total: 1m 52s remaining: 23.6s 1034: learn: 0.4173769 test: 0.4306859 best: 0.4306597 (788) total: 1m 53s remaining: 23.5s 1035: learn: 0.4173769 test: 0.4306859 best: 0.4306597 (788) total: 1m 53s remaining: 23.4s 1036: learn: 0.4173769 test: 0.4306859 best: 0.4306597 (788) total: 1m 53s remaining: 23.3s 1037: learn: 0.4173769 test: 0.4306859 best: 0.4306597 (788) total: 1m 53s remaining: 23.2s 1038: learn: 0.4173769 test: 0.4306859 best: 0.4306597 (788) total: 1m 53s remaining: 23.1s 1039: learn: 0.4173769 test: 0.4306859 best: 0.4306597 (788) total: 1m 53s remaining: 23s 1040: learn: 0.4173769 test: 0.4306859 best: 0.4306597 (788) total: 1m 53s remaining: 22.9s 1041: learn: 0.4173769 test: 0.4306859 best: 0.4306597 (788) total: 1m 53s remaining: 22.8s 1042: learn: 0.4173769 test: 0.4306859 best: 0.4306597 (788) total: 1m 54s remaining: 22.6s 1043: learn: 0.4173768 test: 0.4306859 best: 0.4306597 (788) total: 1m 54s remaining: 22.5s 1044: learn: 0.4173768 test: 0.4306859 best: 0.4306597 (788) total: 1m 54s remaining: 22.4s 1045: learn: 0.4173768 test: 0.4306859 best: 0.4306597 (788) total: 1m 54s remaining: 22.3s 1046: learn: 0.4173768 test: 0.4306859 best: 0.4306597 (788) total: 1m 54s remaining: 22.2s 1047: learn: 0.4173767 test: 0.4306859 best: 0.4306597 (788) total: 1m 54s remaining: 22.1s 1048: learn: 0.4173767 test: 0.4306859 best: 0.4306597 (788) total: 1m 54s remaining: 22s 1049: learn: 0.4173767 test: 0.4306875 best: 0.4306597 (788) total: 1m 55s remaining: 21.9s 1050: learn: 0.4173767 test: 0.4306875 best: 0.4306597 (788) total: 1m 55s remaining: 21.8s 1051: learn: 0.4173767 test: 0.4306875 best: 0.4306597 (788) total: 1m 55s remaining: 21.7s 1052: learn: 0.4173766 test: 0.4306875 best: 0.4306597 (788) total: 1m 55s remaining: 21.6s 1053: learn: 0.4173766 test: 0.4306875 best: 0.4306597 (788) total: 1m 55s remaining: 21.5s 1054: learn: 0.4173766 test: 0.4306875 best: 0.4306597 (788) total: 1m 55s remaining: 21.4s 1055: learn: 0.4173765 test: 0.4306875 best: 0.4306597 (788) total: 1m 55s remaining: 21.3s 1056: learn: 0.4173764 test: 0.4306875 best: 0.4306597 (788) total: 1m 55s remaining: 21.2s 1057: learn: 0.4173764 test: 0.4306875 best: 0.4306597 (788) total: 1m 56s remaining: 21.1s 1058: learn: 0.4173764 test: 0.4306889 best: 0.4306597 (788) total: 1m 56s remaining: 21s 1059: learn: 0.4173763 test: 0.4306889 best: 0.4306597 (788) total: 1m 56s remaining: 20.9s 1060: learn: 0.4173763 test: 0.4306902 best: 0.4306597 (788) total: 1m 56s remaining: 20.8s 1061: learn: 0.4173763 test: 0.4306902 best: 0.4306597 (788) total: 1m 56s remaining: 20.7s 1062: learn: 0.4173763 test: 0.4306902 best: 0.4306597 (788) total: 1m 56s remaining: 20.6s 1063: learn: 0.4173763 test: 0.4306902 best: 0.4306597 (788) total: 1m 57s remaining: 20.5s 1064: learn: 0.4173763 test: 0.4306902 best: 0.4306597 (788) total: 1m 57s remaining: 20.4s 1065: learn: 0.4173763 test: 0.4306902 best: 0.4306597 (788) total: 1m 57s remaining: 20.3s 1066: learn: 0.4173763 test: 0.4306902 best: 0.4306597 (788) total: 1m 57s remaining: 20.1s 1067: learn: 0.4173763 test: 0.4306884 best: 0.4306597 (788) total: 1m 57s remaining: 20s 1068: learn: 0.4173759 test: 0.4306884 best: 0.4306597 (788) total: 1m 57s remaining: 19.9s 1069: learn: 0.4173759 test: 0.4306884 best: 0.4306597 (788) total: 1m 57s remaining: 19.8s 1070: learn: 0.4173759 test: 0.4306884 best: 0.4306597 (788) total: 1m 58s remaining: 19.7s 1071: learn: 0.4173757 test: 0.4306884 best: 0.4306597 (788) total: 1m 58s remaining: 19.6s 1072: learn: 0.4173756 test: 0.4306884 best: 0.4306597 (788) total: 1m 58s remaining: 19.5s 1073: learn: 0.4173756 test: 0.4306884 best: 0.4306597 (788) total: 1m 58s remaining: 19.4s 1074: learn: 0.4173756 test: 0.4306884 best: 0.4306597 (788) total: 1m 58s remaining: 19.3s 1075: learn: 0.4173754 test: 0.4306869 best: 0.4306597 (788) total: 1m 58s remaining: 19.2s 1076: learn: 0.4173752 test: 0.4306869 best: 0.4306597 (788) total: 1m 58s remaining: 19.1s 1077: learn: 0.4173752 test: 0.4306869 best: 0.4306597 (788) total: 1m 58s remaining: 19s 1078: learn: 0.4173749 test: 0.4306870 best: 0.4306597 (788) total: 1m 59s remaining: 18.9s 1079: learn: 0.4173749 test: 0.4306870 best: 0.4306597 (788) total: 1m 59s remaining: 18.8s 1080: learn: 0.4173749 test: 0.4306870 best: 0.4306597 (788) total: 1m 59s remaining: 18.7s 1081: learn: 0.4173749 test: 0.4306870 best: 0.4306597 (788) total: 1m 59s remaining: 18.6s 1082: learn: 0.4173749 test: 0.4306870 best: 0.4306597 (788) total: 1m 59s remaining: 18.5s 1083: learn: 0.4173749 test: 0.4306870 best: 0.4306597 (788) total: 1m 59s remaining: 18.3s 1084: learn: 0.4173749 test: 0.4306870 best: 0.4306597 (788) total: 1m 59s remaining: 18.2s 1085: learn: 0.4173748 test: 0.4306884 best: 0.4306597 (788) total: 2m remaining: 18.1s 1086: learn: 0.4173748 test: 0.4306875 best: 0.4306597 (788) total: 2m remaining: 18s 1087: learn: 0.4173748 test: 0.4306888 best: 0.4306597 (788) total: 2m remaining: 17.9s 1088: learn: 0.4173748 test: 0.4306879 best: 0.4306597 (788) total: 2m remaining: 17.8s 1089: learn: 0.4173748 test: 0.4306879 best: 0.4306597 (788) total: 2m remaining: 17.7s 1090: learn: 0.4173748 test: 0.4306871 best: 0.4306597 (788) total: 2m remaining: 17.6s 1091: learn: 0.4173748 test: 0.4306855 best: 0.4306597 (788) total: 2m remaining: 17.5s 1092: learn: 0.4173747 test: 0.4306849 best: 0.4306597 (788) total: 2m 1s remaining: 17.4s 1093: learn: 0.4173747 test: 0.4306849 best: 0.4306597 (788) total: 2m 1s remaining: 17.3s 1094: learn: 0.4173747 test: 0.4306843 best: 0.4306597 (788) total: 2m 1s remaining: 17.2s 1095: learn: 0.4173747 test: 0.4306838 best: 0.4306597 (788) total: 2m 1s remaining: 17.1s 1096: learn: 0.4173747 test: 0.4306833 best: 0.4306597 (788) total: 2m 1s remaining: 16.9s 1097: learn: 0.4173747 test: 0.4306833 best: 0.4306597 (788) total: 2m 1s remaining: 16.8s 1098: learn: 0.4173747 test: 0.4306833 best: 0.4306597 (788) total: 2m 1s remaining: 16.7s 1099: learn: 0.4173747 test: 0.4306833 best: 0.4306597 (788) total: 2m 1s remaining: 16.6s 1100: learn: 0.4173747 test: 0.4306833 best: 0.4306597 (788) total: 2m 1s remaining: 16.5s 1101: learn: 0.4173747 test: 0.4306833 best: 0.4306597 (788) total: 2m 2s remaining: 16.4s 1102: learn: 0.4173747 test: 0.4306833 best: 0.4306597 (788) total: 2m 2s remaining: 16.3s 1103: learn: 0.4173747 test: 0.4306833 best: 0.4306597 (788) total: 2m 2s remaining: 16.2s 1104: learn: 0.4173747 test: 0.4306833 best: 0.4306597 (788) total: 2m 2s remaining: 16s 1105: learn: 0.4173747 test: 0.4306829 best: 0.4306597 (788) total: 2m 2s remaining: 15.9s 1106: learn: 0.4173746 test: 0.4306824 best: 0.4306597 (788) total: 2m 2s remaining: 15.8s 1107: learn: 0.4173731 test: 0.4306821 best: 0.4306597 (788) total: 2m 2s remaining: 15.7s 1108: learn: 0.4173728 test: 0.4306834 best: 0.4306597 (788) total: 2m 2s remaining: 15.6s 1109: learn: 0.4173728 test: 0.4306834 best: 0.4306597 (788) total: 2m 2s remaining: 15.5s 1110: learn: 0.4173728 test: 0.4306834 best: 0.4306597 (788) total: 2m 3s remaining: 15.4s 1111: learn: 0.4173727 test: 0.4306847 best: 0.4306597 (788) total: 2m 3s remaining: 15.3s 1112: learn: 0.4173727 test: 0.4306847 best: 0.4306597 (788) total: 2m 3s remaining: 15.2s 1113: learn: 0.4173726 test: 0.4306858 best: 0.4306597 (788) total: 2m 3s remaining: 15.1s 1114: learn: 0.4173726 test: 0.4306857 best: 0.4306597 (788) total: 2m 3s remaining: 15s 1115: learn: 0.4173726 test: 0.4306867 best: 0.4306597 (788) total: 2m 3s remaining: 14.9s 1116: learn: 0.4173726 test: 0.4306875 best: 0.4306597 (788) total: 2m 3s remaining: 14.7s 1117: learn: 0.4173689 test: 0.4306876 best: 0.4306597 (788) total: 2m 3s remaining: 14.6s 1118: learn: 0.4173689 test: 0.4306883 best: 0.4306597 (788) total: 2m 4s remaining: 14.5s 1119: learn: 0.4173446 test: 0.4306914 best: 0.4306597 (788) total: 2m 4s remaining: 14.4s 1120: learn: 0.4173419 test: 0.4306920 best: 0.4306597 (788) total: 2m 4s remaining: 14.3s 1121: learn: 0.4173417 test: 0.4306920 best: 0.4306597 (788) total: 2m 4s remaining: 14.2s 1122: learn: 0.4173417 test: 0.4306920 best: 0.4306597 (788) total: 2m 4s remaining: 14.1s 1123: learn: 0.4173417 test: 0.4306920 best: 0.4306597 (788) total: 2m 4s remaining: 14s 1124: learn: 0.4173417 test: 0.4306920 best: 0.4306597 (788) total: 2m 4s remaining: 13.9s 1125: learn: 0.4173415 test: 0.4306919 best: 0.4306597 (788) total: 2m 5s remaining: 13.8s 1126: learn: 0.4173414 test: 0.4306919 best: 0.4306597 (788) total: 2m 5s remaining: 13.7s 1127: learn: 0.4173414 test: 0.4306919 best: 0.4306597 (788) total: 2m 5s remaining: 13.6s 1128: learn: 0.4173413 test: 0.4306919 best: 0.4306597 (788) total: 2m 5s remaining: 13.5s 1129: learn: 0.4173412 test: 0.4306919 best: 0.4306597 (788) total: 2m 5s remaining: 13.4s 1130: learn: 0.4173412 test: 0.4306919 best: 0.4306597 (788) total: 2m 5s remaining: 13.2s 1131: learn: 0.4173411 test: 0.4306919 best: 0.4306597 (788) total: 2m 5s remaining: 13.1s 1132: learn: 0.4173411 test: 0.4306919 best: 0.4306597 (788) total: 2m 5s remaining: 13s 1133: learn: 0.4173402 test: 0.4306901 best: 0.4306597 (788) total: 2m 6s remaining: 12.9s 1134: learn: 0.4173402 test: 0.4306901 best: 0.4306597 (788) total: 2m 6s remaining: 12.8s 1135: learn: 0.4173402 test: 0.4306901 best: 0.4306597 (788) total: 2m 6s remaining: 12.7s 1136: learn: 0.4173401 test: 0.4306901 best: 0.4306597 (788) total: 2m 6s remaining: 12.6s 1137: learn: 0.4173401 test: 0.4306901 best: 0.4306597 (788) total: 2m 6s remaining: 12.5s 1138: learn: 0.4173400 test: 0.4306901 best: 0.4306597 (788) total: 2m 6s remaining: 12.3s 1139: learn: 0.4173399 test: 0.4306901 best: 0.4306597 (788) total: 2m 6s remaining: 12.2s 1140: learn: 0.4173399 test: 0.4306901 best: 0.4306597 (788) total: 2m 6s remaining: 12.1s 1141: learn: 0.4173398 test: 0.4306901 best: 0.4306597 (788) total: 2m 7s remaining: 12s 1142: learn: 0.4173398 test: 0.4306901 best: 0.4306597 (788) total: 2m 7s remaining: 11.9s 1143: learn: 0.4173397 test: 0.4306901 best: 0.4306597 (788) total: 2m 7s remaining: 11.8s 1144: learn: 0.4173397 test: 0.4306901 best: 0.4306597 (788) total: 2m 7s remaining: 11.7s 1145: learn: 0.4173397 test: 0.4306901 best: 0.4306597 (788) total: 2m 7s remaining: 11.6s 1146: learn: 0.4173397 test: 0.4306901 best: 0.4306597 (788) total: 2m 7s remaining: 11.5s 1147: learn: 0.4173396 test: 0.4306901 best: 0.4306597 (788) total: 2m 7s remaining: 11.4s 1148: learn: 0.4173396 test: 0.4306901 best: 0.4306597 (788) total: 2m 7s remaining: 11.2s 1149: learn: 0.4173395 test: 0.4306901 best: 0.4306597 (788) total: 2m 8s remaining: 11.1s 1150: learn: 0.4173385 test: 0.4306901 best: 0.4306597 (788) total: 2m 8s remaining: 11s 1151: learn: 0.4173385 test: 0.4306901 best: 0.4306597 (788) total: 2m 8s remaining: 10.9s 1152: learn: 0.4173384 test: 0.4306902 best: 0.4306597 (788) total: 2m 8s remaining: 10.8s 1153: learn: 0.4173384 test: 0.4306902 best: 0.4306597 (788) total: 2m 8s remaining: 10.7s 1154: learn: 0.4173384 test: 0.4306902 best: 0.4306597 (788) total: 2m 8s remaining: 10.6s 1155: learn: 0.4173384 test: 0.4306902 best: 0.4306597 (788) total: 2m 8s remaining: 10.5s 1156: learn: 0.4173384 test: 0.4306904 best: 0.4306597 (788) total: 2m 8s remaining: 10.3s 1157: learn: 0.4173380 test: 0.4306904 best: 0.4306597 (788) total: 2m 8s remaining: 10.2s 1158: learn: 0.4173379 test: 0.4306904 best: 0.4306597 (788) total: 2m 9s remaining: 10.1s 1159: learn: 0.4173379 test: 0.4306904 best: 0.4306597 (788) total: 2m 9s remaining: 10s 1160: learn: 0.4173379 test: 0.4306902 best: 0.4306597 (788) total: 2m 9s remaining: 9.9s 1161: learn: 0.4173379 test: 0.4306902 best: 0.4306597 (788) total: 2m 9s remaining: 9.8s 1162: learn: 0.4173379 test: 0.4306902 best: 0.4306597 (788) total: 2m 9s remaining: 9.68s 1163: learn: 0.4173374 test: 0.4306903 best: 0.4306597 (788) total: 2m 9s remaining: 9.57s 1164: learn: 0.4173374 test: 0.4306885 best: 0.4306597 (788) total: 2m 9s remaining: 9.47s 1165: learn: 0.4173374 test: 0.4306885 best: 0.4306597 (788) total: 2m 9s remaining: 9.35s 1166: learn: 0.4173374 test: 0.4306885 best: 0.4306597 (788) total: 2m 9s remaining: 9.24s 1167: learn: 0.4173367 test: 0.4306886 best: 0.4306597 (788) total: 2m 10s remaining: 9.13s 1168: learn: 0.4173367 test: 0.4306886 best: 0.4306597 (788) total: 2m 10s remaining: 9.01s 1169: learn: 0.4173367 test: 0.4306886 best: 0.4306597 (788) total: 2m 10s remaining: 8.9s 1170: learn: 0.4173367 test: 0.4306886 best: 0.4306597 (788) total: 2m 10s remaining: 8.79s 1171: learn: 0.4173362 test: 0.4306887 best: 0.4306597 (788) total: 2m 10s remaining: 8.68s 1172: learn: 0.4173350 test: 0.4306887 best: 0.4306597 (788) total: 2m 10s remaining: 8.57s 1173: learn: 0.4173350 test: 0.4306888 best: 0.4306597 (788) total: 2m 10s remaining: 8.46s 1174: learn: 0.4173346 test: 0.4306890 best: 0.4306597 (788) total: 2m 10s remaining: 8.35s 1175: learn: 0.4173344 test: 0.4306890 best: 0.4306597 (788) total: 2m 10s remaining: 8.24s 1176: learn: 0.4173344 test: 0.4306874 best: 0.4306597 (788) total: 2m 11s remaining: 8.13s 1177: learn: 0.4173288 test: 0.4306875 best: 0.4306597 (788) total: 2m 11s remaining: 8.02s 1178: learn: 0.4173287 test: 0.4306874 best: 0.4306597 (788) total: 2m 11s remaining: 7.91s 1179: learn: 0.4167196 test: 0.4302174 best: 0.4302174 (1179) total: 2m 11s remaining: 7.8s 1180: learn: 0.4167183 test: 0.4302172 best: 0.4302172 (1180) total: 2m 11s remaining: 7.69s 1181: learn: 0.4153100 test: 0.4284844 best: 0.4284844 (1181) total: 2m 11s remaining: 7.58s 1182: learn: 0.4153098 test: 0.4284844 best: 0.4284844 (1181) total: 2m 11s remaining: 7.47s 1183: learn: 0.4153096 test: 0.4284844 best: 0.4284844 (1181) total: 2m 12s remaining: 7.36s 1184: learn: 0.4153095 test: 0.4284844 best: 0.4284844 (1181) total: 2m 12s remaining: 7.25s 1185: learn: 0.4153095 test: 0.4284843 best: 0.4284843 (1185) total: 2m 12s remaining: 7.14s 1186: learn: 0.4153095 test: 0.4284843 best: 0.4284843 (1186) total: 2m 12s remaining: 7.03s 1187: learn: 0.4153095 test: 0.4284835 best: 0.4284835 (1187) total: 2m 12s remaining: 6.93s 1188: learn: 0.4153094 test: 0.4284836 best: 0.4284835 (1187) total: 2m 12s remaining: 6.82s 1189: learn: 0.4153093 test: 0.4284836 best: 0.4284835 (1187) total: 2m 13s remaining: 6.71s 1190: learn: 0.4153077 test: 0.4284839 best: 0.4284835 (1187) total: 2m 13s remaining: 6.6s 1191: learn: 0.4152973 test: 0.4284839 best: 0.4284835 (1187) total: 2m 13s remaining: 6.49s 1192: learn: 0.4152741 test: 0.4284895 best: 0.4284835 (1187) total: 2m 13s remaining: 6.38s 1193: learn: 0.4152740 test: 0.4284895 best: 0.4284835 (1187) total: 2m 13s remaining: 6.27s 1194: learn: 0.4152740 test: 0.4284895 best: 0.4284835 (1187) total: 2m 13s remaining: 6.16s 1195: learn: 0.4152727 test: 0.4284895 best: 0.4284835 (1187) total: 2m 13s remaining: 6.05s 1196: learn: 0.4152727 test: 0.4284895 best: 0.4284835 (1187) total: 2m 14s remaining: 5.94s 1197: learn: 0.4152724 test: 0.4284895 best: 0.4284835 (1187) total: 2m 14s remaining: 5.83s 1198: learn: 0.4152697 test: 0.4284865 best: 0.4284835 (1187) total: 2m 14s remaining: 5.71s 1199: learn: 0.4152620 test: 0.4284854 best: 0.4284835 (1187) total: 2m 14s remaining: 5.6s 1200: learn: 0.4152275 test: 0.4284930 best: 0.4284835 (1187) total: 2m 14s remaining: 5.49s 1201: learn: 0.4152274 test: 0.4284930 best: 0.4284835 (1187) total: 2m 14s remaining: 5.38s 1202: learn: 0.4152262 test: 0.4284930 best: 0.4284835 (1187) total: 2m 14s remaining: 5.27s 1203: learn: 0.4152248 test: 0.4284922 best: 0.4284835 (1187) total: 2m 15s remaining: 5.16s 1204: learn: 0.4152248 test: 0.4284922 best: 0.4284835 (1187) total: 2m 15s remaining: 5.05s 1205: learn: 0.4152248 test: 0.4284922 best: 0.4284835 (1187) total: 2m 15s remaining: 4.94s 1206: learn: 0.4152241 test: 0.4284922 best: 0.4284835 (1187) total: 2m 15s remaining: 4.83s 1207: learn: 0.4152237 test: 0.4284922 best: 0.4284835 (1187) total: 2m 15s remaining: 4.71s 1208: learn: 0.4152233 test: 0.4284922 best: 0.4284835 (1187) total: 2m 15s remaining: 4.6s 1209: learn: 0.4152227 test: 0.4284922 best: 0.4284835 (1187) total: 2m 15s remaining: 4.49s 1210: learn: 0.4152225 test: 0.4284922 best: 0.4284835 (1187) total: 2m 16s remaining: 4.38s 1211: learn: 0.4152222 test: 0.4284922 best: 0.4284835 (1187) total: 2m 16s remaining: 4.27s 1212: learn: 0.4152221 test: 0.4284922 best: 0.4284835 (1187) total: 2m 16s remaining: 4.16s 1213: learn: 0.4152221 test: 0.4284922 best: 0.4284835 (1187) total: 2m 16s remaining: 4.05s 1214: learn: 0.4152217 test: 0.4284922 best: 0.4284835 (1187) total: 2m 16s remaining: 3.94s 1215: learn: 0.4152214 test: 0.4284923 best: 0.4284835 (1187) total: 2m 16s remaining: 3.82s 1216: learn: 0.4152212 test: 0.4284924 best: 0.4284835 (1187) total: 2m 16s remaining: 3.71s 1217: learn: 0.4152211 test: 0.4284925 best: 0.4284835 (1187) total: 2m 17s remaining: 3.6s 1218: learn: 0.4152211 test: 0.4284925 best: 0.4284835 (1187) total: 2m 17s remaining: 3.49s 1219: learn: 0.4152209 test: 0.4284925 best: 0.4284835 (1187) total: 2m 17s remaining: 3.38s 1220: learn: 0.4152208 test: 0.4284925 best: 0.4284835 (1187) total: 2m 17s remaining: 3.27s 1221: learn: 0.4152208 test: 0.4284925 best: 0.4284835 (1187) total: 2m 17s remaining: 3.16s 1222: learn: 0.4152207 test: 0.4284926 best: 0.4284835 (1187) total: 2m 17s remaining: 3.04s 1223: learn: 0.4152207 test: 0.4284926 best: 0.4284835 (1187) total: 2m 18s remaining: 2.93s 1224: learn: 0.4152206 test: 0.4284926 best: 0.4284835 (1187) total: 2m 18s remaining: 2.82s 1225: learn: 0.4152206 test: 0.4284926 best: 0.4284835 (1187) total: 2m 18s remaining: 2.71s 1226: learn: 0.4152205 test: 0.4284926 best: 0.4284835 (1187) total: 2m 18s remaining: 2.6s 1227: learn: 0.4152205 test: 0.4284926 best: 0.4284835 (1187) total: 2m 18s remaining: 2.49s 1228: learn: 0.4152204 test: 0.4284926 best: 0.4284835 (1187) total: 2m 18s remaining: 2.37s 1229: learn: 0.4152204 test: 0.4284926 best: 0.4284835 (1187) total: 2m 19s remaining: 2.26s 1230: learn: 0.4152204 test: 0.4284927 best: 0.4284835 (1187) total: 2m 19s remaining: 2.15s 1231: learn: 0.4152203 test: 0.4284927 best: 0.4284835 (1187) total: 2m 19s remaining: 2.04s 1232: learn: 0.4152203 test: 0.4284927 best: 0.4284835 (1187) total: 2m 19s remaining: 1.92s 1233: learn: 0.4152203 test: 0.4284927 best: 0.4284835 (1187) total: 2m 19s remaining: 1.81s 1234: learn: 0.4152196 test: 0.4284923 best: 0.4284835 (1187) total: 2m 19s remaining: 1.7s 1235: learn: 0.4152196 test: 0.4284924 best: 0.4284835 (1187) total: 2m 19s remaining: 1.58s 1236: learn: 0.4152196 test: 0.4284924 best: 0.4284835 (1187) total: 2m 19s remaining: 1.47s 1237: learn: 0.4152196 test: 0.4284924 best: 0.4284835 (1187) total: 2m 19s remaining: 1.35s 1238: learn: 0.4152195 test: 0.4284924 best: 0.4284835 (1187) total: 2m 20s remaining: 1.24s 1239: learn: 0.4152187 test: 0.4284924 best: 0.4284835 (1187) total: 2m 20s remaining: 1.13s 1240: learn: 0.4152187 test: 0.4284924 best: 0.4284835 (1187) total: 2m 20s remaining: 1.02s 1241: learn: 0.4152187 test: 0.4284924 best: 0.4284835 (1187) total: 2m 20s remaining: 904ms 1242: learn: 0.4152187 test: 0.4284924 best: 0.4284835 (1187) total: 2m 20s remaining: 791ms 1243: learn: 0.4152181 test: 0.4284924 best: 0.4284835 (1187) total: 2m 20s remaining: 678ms 1244: learn: 0.4152181 test: 0.4284915 best: 0.4284835 (1187) total: 2m 20s remaining: 565ms 1245: learn: 0.4152180 test: 0.4284906 best: 0.4284835 (1187) total: 2m 20s remaining: 452ms 1246: learn: 0.4152180 test: 0.4284906 best: 0.4284835 (1187) total: 2m 21s remaining: 339ms 1247: learn: 0.4152180 test: 0.4284906 best: 0.4284835 (1187) total: 2m 21s remaining: 226ms 1248: learn: 0.4152180 test: 0.4284906 best: 0.4284835 (1187) total: 2m 21s remaining: 113ms 1249: learn: 0.4152178 test: 0.4284906 best: 0.4284835 (1187) total: 2m 21s remaining: 0us bestTest = 0.4284835374 bestIteration = 1187 Shrink model to first 1188 iterations. [CV] learning_rate=0.15, l2_leaf_reg=1, iterations=1250, depth=8, total= 2.4min [CV] learning_rate=0.15, l2_leaf_reg=1, iterations=1250, depth=8 ..... 0: learn: 3.8217976 test: 3.8178235 best: 3.8178235 (0) total: 141ms remaining: 2m 55s 1: learn: 3.2636388 test: 3.2612006 best: 3.2612006 (1) total: 284ms remaining: 2m 57s 2: learn: 2.7894931 test: 2.7889427 best: 2.7889427 (2) total: 430ms remaining: 2m 58s 3: learn: 2.3894430 test: 2.3902338 best: 2.3902338 (3) total: 525ms remaining: 2m 43s 4: learn: 2.0516682 test: 2.0533978 best: 2.0533978 (4) total: 698ms remaining: 2m 53s 5: learn: 1.7670661 test: 1.7696682 best: 1.7696682 (5) total: 855ms remaining: 2m 57s 6: learn: 1.5272599 test: 1.5307531 best: 1.5307531 (6) total: 1s remaining: 2m 58s 7: learn: 1.3293439 test: 1.3335118 best: 1.3335118 (7) total: 1.14s remaining: 2m 56s 8: learn: 1.1641816 test: 1.1693080 best: 1.1693080 (8) total: 1.29s remaining: 2m 58s 9: learn: 1.0261691 test: 1.0317947 best: 1.0317947 (9) total: 1.45s remaining: 2m 59s 10: learn: 0.9128687 test: 0.9193367 best: 0.9193367 (10) total: 1.59s remaining: 2m 59s 11: learn: 0.8206817 test: 0.8277655 best: 0.8277655 (11) total: 1.73s remaining: 2m 58s 12: learn: 0.7445039 test: 0.7528119 best: 0.7528119 (12) total: 1.9s remaining: 3m 1s 13: learn: 0.6844243 test: 0.6934598 best: 0.6934598 (13) total: 2s remaining: 2m 57s 14: learn: 0.6374123 test: 0.6469329 best: 0.6469329 (14) total: 2.14s remaining: 2m 56s 15: learn: 0.5935437 test: 0.6034440 best: 0.6034440 (15) total: 2.29s remaining: 2m 56s 16: learn: 0.5613717 test: 0.5716821 best: 0.5716821 (16) total: 2.43s remaining: 2m 56s 17: learn: 0.5359832 test: 0.5469188 best: 0.5469188 (17) total: 2.58s remaining: 2m 56s 18: learn: 0.5156309 test: 0.5267867 best: 0.5267867 (18) total: 2.72s remaining: 2m 55s 19: learn: 0.4993857 test: 0.5106004 best: 0.5106004 (19) total: 2.87s remaining: 2m 56s 20: learn: 0.4877413 test: 0.4991927 best: 0.4991927 (20) total: 2.98s remaining: 2m 54s 21: learn: 0.4769339 test: 0.4889051 best: 0.4889051 (21) total: 3.15s remaining: 2m 55s 22: learn: 0.4707578 test: 0.4825595 best: 0.4825595 (22) total: 3.19s remaining: 2m 50s 23: learn: 0.4653408 test: 0.4773557 best: 0.4773557 (23) total: 3.33s remaining: 2m 50s 24: learn: 0.4609111 test: 0.4727725 best: 0.4727725 (24) total: 3.48s remaining: 2m 50s 25: learn: 0.4567400 test: 0.4681415 best: 0.4681415 (25) total: 3.64s remaining: 2m 51s 26: learn: 0.4533903 test: 0.4650444 best: 0.4650444 (26) total: 3.79s remaining: 2m 51s 27: learn: 0.4491663 test: 0.4615203 best: 0.4615203 (27) total: 3.94s remaining: 2m 52s 28: learn: 0.4445386 test: 0.4569788 best: 0.4569788 (28) total: 4.1s remaining: 2m 52s 29: learn: 0.4415472 test: 0.4542257 best: 0.4542257 (29) total: 4.26s remaining: 2m 53s 30: learn: 0.4395844 test: 0.4524850 best: 0.4524850 (30) total: 4.41s remaining: 2m 53s 31: learn: 0.4377303 test: 0.4507816 best: 0.4507816 (31) total: 4.57s remaining: 2m 53s 32: learn: 0.4370803 test: 0.4501615 best: 0.4501615 (32) total: 4.63s remaining: 2m 50s 33: learn: 0.4357782 test: 0.4492639 best: 0.4492639 (33) total: 4.78s remaining: 2m 50s 34: learn: 0.4354323 test: 0.4489420 best: 0.4489420 (34) total: 4.88s remaining: 2m 49s 35: learn: 0.4331476 test: 0.4473667 best: 0.4473667 (35) total: 5.02s remaining: 2m 49s 36: learn: 0.4317011 test: 0.4460144 best: 0.4460144 (36) total: 5.17s remaining: 2m 49s 37: learn: 0.4312697 test: 0.4457928 best: 0.4457928 (37) total: 5.25s remaining: 2m 47s 38: learn: 0.4295500 test: 0.4440144 best: 0.4440144 (38) total: 5.4s remaining: 2m 47s 39: learn: 0.4294777 test: 0.4439401 best: 0.4439401 (39) total: 5.5s remaining: 2m 46s 40: learn: 0.4282189 test: 0.4430434 best: 0.4430434 (40) total: 5.73s remaining: 2m 49s 41: learn: 0.4276995 test: 0.4426804 best: 0.4426804 (41) total: 5.85s remaining: 2m 48s 42: learn: 0.4276419 test: 0.4426186 best: 0.4426186 (42) total: 5.89s remaining: 2m 45s 43: learn: 0.4268616 test: 0.4421441 best: 0.4421441 (43) total: 6.06s remaining: 2m 46s 44: learn: 0.4257329 test: 0.4415324 best: 0.4415324 (44) total: 6.22s remaining: 2m 46s 45: learn: 0.4257298 test: 0.4415305 best: 0.4415305 (45) total: 6.26s remaining: 2m 43s 46: learn: 0.4237991 test: 0.4397923 best: 0.4397923 (46) total: 6.4s remaining: 2m 43s 47: learn: 0.4236719 test: 0.4397604 best: 0.4397604 (47) total: 6.5s remaining: 2m 42s 48: learn: 0.4236609 test: 0.4397593 best: 0.4397593 (48) total: 6.55s remaining: 2m 40s 49: learn: 0.4235121 test: 0.4396451 best: 0.4396451 (49) total: 6.69s remaining: 2m 40s 50: learn: 0.4235017 test: 0.4396390 best: 0.4396390 (50) total: 6.73s remaining: 2m 38s 51: learn: 0.4234958 test: 0.4396349 best: 0.4396349 (51) total: 6.77s remaining: 2m 36s 52: learn: 0.4233991 test: 0.4396247 best: 0.4396247 (52) total: 6.82s remaining: 2m 34s 53: learn: 0.4233793 test: 0.4396232 best: 0.4396232 (53) total: 6.87s remaining: 2m 32s 54: learn: 0.4233675 test: 0.4396205 best: 0.4396205 (54) total: 6.93s remaining: 2m 30s 55: learn: 0.4229423 test: 0.4395033 best: 0.4395033 (55) total: 7.08s remaining: 2m 30s 56: learn: 0.4229411 test: 0.4395036 best: 0.4395033 (55) total: 7.1s remaining: 2m 28s 57: learn: 0.4229410 test: 0.4395045 best: 0.4395033 (55) total: 7.13s remaining: 2m 26s 58: learn: 0.4229106 test: 0.4395016 best: 0.4395016 (58) total: 7.18s remaining: 2m 24s 59: learn: 0.4229104 test: 0.4395017 best: 0.4395016 (58) total: 7.2s remaining: 2m 22s 60: learn: 0.4229074 test: 0.4395019 best: 0.4395016 (58) total: 7.24s remaining: 2m 21s 61: learn: 0.4229065 test: 0.4395021 best: 0.4395016 (58) total: 7.27s remaining: 2m 19s 62: learn: 0.4229057 test: 0.4395022 best: 0.4395016 (58) total: 7.29s remaining: 2m 17s 63: learn: 0.4229042 test: 0.4395018 best: 0.4395016 (58) total: 7.34s remaining: 2m 15s 64: learn: 0.4229036 test: 0.4395019 best: 0.4395016 (58) total: 7.36s remaining: 2m 14s 65: learn: 0.4229031 test: 0.4395020 best: 0.4395016 (58) total: 7.38s remaining: 2m 12s 66: learn: 0.4229031 test: 0.4395021 best: 0.4395016 (58) total: 7.42s remaining: 2m 10s 67: learn: 0.4229026 test: 0.4395021 best: 0.4395016 (58) total: 7.44s remaining: 2m 9s 68: learn: 0.4229022 test: 0.4395022 best: 0.4395016 (58) total: 7.47s remaining: 2m 7s 69: learn: 0.4229021 test: 0.4395022 best: 0.4395016 (58) total: 7.5s remaining: 2m 6s 70: learn: 0.4229018 test: 0.4395022 best: 0.4395016 (58) total: 7.52s remaining: 2m 4s 71: learn: 0.4228997 test: 0.4395018 best: 0.4395016 (58) total: 7.56s remaining: 2m 3s 72: learn: 0.4228986 test: 0.4395018 best: 0.4395016 (58) total: 7.58s remaining: 2m 2s 73: learn: 0.4228986 test: 0.4395018 best: 0.4395016 (58) total: 7.61s remaining: 2m 1s 74: learn: 0.4228981 test: 0.4395039 best: 0.4395016 (58) total: 7.71s remaining: 2m 75: learn: 0.4228979 test: 0.4395039 best: 0.4395016 (58) total: 7.73s remaining: 1m 59s 76: learn: 0.4228977 test: 0.4395039 best: 0.4395016 (58) total: 7.75s remaining: 1m 58s 77: learn: 0.4228976 test: 0.4395039 best: 0.4395016 (58) total: 7.79s remaining: 1m 56s 78: learn: 0.4228967 test: 0.4395039 best: 0.4395016 (58) total: 7.84s remaining: 1m 56s 79: learn: 0.4228966 test: 0.4395040 best: 0.4395016 (58) total: 7.87s remaining: 1m 55s 80: learn: 0.4228965 test: 0.4395040 best: 0.4395016 (58) total: 7.89s remaining: 1m 53s 81: learn: 0.4228963 test: 0.4395040 best: 0.4395016 (58) total: 7.92s remaining: 1m 52s 82: learn: 0.4228956 test: 0.4395040 best: 0.4395016 (58) total: 7.94s remaining: 1m 51s 83: learn: 0.4217863 test: 0.4387097 best: 0.4387097 (83) total: 8.09s remaining: 1m 52s 84: learn: 0.4217863 test: 0.4387097 best: 0.4387097 (83) total: 8.11s remaining: 1m 51s 85: learn: 0.4217861 test: 0.4387082 best: 0.4387082 (85) total: 8.17s remaining: 1m 50s 86: learn: 0.4217853 test: 0.4387082 best: 0.4387082 (85) total: 8.2s remaining: 1m 49s 87: learn: 0.4217853 test: 0.4387082 best: 0.4387082 (85) total: 8.22s remaining: 1m 48s 88: learn: 0.4217852 test: 0.4387082 best: 0.4387082 (85) total: 8.25s remaining: 1m 47s 89: learn: 0.4217851 test: 0.4387082 best: 0.4387082 (85) total: 8.3s remaining: 1m 46s 90: learn: 0.4217839 test: 0.4387024 best: 0.4387024 (90) total: 8.33s remaining: 1m 46s 91: learn: 0.4216986 test: 0.4386601 best: 0.4386601 (91) total: 8.47s remaining: 1m 46s 92: learn: 0.4204495 test: 0.4378382 best: 0.4378382 (92) total: 8.6s remaining: 1m 47s 93: learn: 0.4204481 test: 0.4378353 best: 0.4378353 (93) total: 8.67s remaining: 1m 46s 94: learn: 0.4204467 test: 0.4378353 best: 0.4378353 (93) total: 8.7s remaining: 1m 45s 95: learn: 0.4204466 test: 0.4378353 best: 0.4378353 (93) total: 8.74s remaining: 1m 45s 96: learn: 0.4204456 test: 0.4378353 best: 0.4378353 (93) total: 8.77s remaining: 1m 44s 97: learn: 0.4204393 test: 0.4378306 best: 0.4378306 (97) total: 8.9s remaining: 1m 44s 98: learn: 0.4204380 test: 0.4378306 best: 0.4378306 (97) total: 8.94s remaining: 1m 43s 99: learn: 0.4195355 test: 0.4373811 best: 0.4373811 (99) total: 9.08s remaining: 1m 44s 100: learn: 0.4195355 test: 0.4373811 best: 0.4373811 (100) total: 9.11s remaining: 1m 43s 101: learn: 0.4195163 test: 0.4373828 best: 0.4373811 (100) total: 9.27s remaining: 1m 44s 102: learn: 0.4195131 test: 0.4373805 best: 0.4373805 (102) total: 9.42s remaining: 1m 44s 103: learn: 0.4195122 test: 0.4373803 best: 0.4373803 (103) total: 9.48s remaining: 1m 44s 104: learn: 0.4195105 test: 0.4373792 best: 0.4373792 (104) total: 9.62s remaining: 1m 44s 105: learn: 0.4195093 test: 0.4373805 best: 0.4373792 (104) total: 9.71s remaining: 1m 44s 106: learn: 0.4195092 test: 0.4373805 best: 0.4373792 (104) total: 9.73s remaining: 1m 43s 107: learn: 0.4191767 test: 0.4372350 best: 0.4372350 (107) total: 9.87s remaining: 1m 44s 108: learn: 0.4191028 test: 0.4372354 best: 0.4372350 (107) total: 9.91s remaining: 1m 43s 109: learn: 0.4190943 test: 0.4372361 best: 0.4372350 (107) total: 10s remaining: 1m 44s 110: learn: 0.4190941 test: 0.4372361 best: 0.4372350 (107) total: 10.1s remaining: 1m 43s 111: learn: 0.4190860 test: 0.4372370 best: 0.4372350 (107) total: 10.2s remaining: 1m 43s 112: learn: 0.4190831 test: 0.4372389 best: 0.4372350 (107) total: 10.4s remaining: 1m 44s 113: learn: 0.4190829 test: 0.4372389 best: 0.4372350 (107) total: 10.4s remaining: 1m 44s 114: learn: 0.4190817 test: 0.4372402 best: 0.4372350 (107) total: 10.6s remaining: 1m 44s 115: learn: 0.4190280 test: 0.4372406 best: 0.4372350 (107) total: 10.7s remaining: 1m 44s 116: learn: 0.4190280 test: 0.4372406 best: 0.4372350 (107) total: 10.7s remaining: 1m 43s 117: learn: 0.4189892 test: 0.4372411 best: 0.4372350 (107) total: 10.7s remaining: 1m 42s 118: learn: 0.4189612 test: 0.4372414 best: 0.4372350 (107) total: 10.8s remaining: 1m 42s 119: learn: 0.4189601 test: 0.4372414 best: 0.4372350 (107) total: 10.9s remaining: 1m 42s 120: learn: 0.4189601 test: 0.4372414 best: 0.4372350 (107) total: 10.9s remaining: 1m 41s 121: learn: 0.4189541 test: 0.4372423 best: 0.4372350 (107) total: 11s remaining: 1m 41s 122: learn: 0.4189540 test: 0.4372425 best: 0.4372350 (107) total: 11.1s remaining: 1m 41s 123: learn: 0.4189539 test: 0.4372425 best: 0.4372350 (107) total: 11.1s remaining: 1m 40s 124: learn: 0.4189485 test: 0.4372432 best: 0.4372350 (107) total: 11.2s remaining: 1m 40s 125: learn: 0.4189465 test: 0.4372385 best: 0.4372350 (107) total: 11.3s remaining: 1m 41s 126: learn: 0.4189455 test: 0.4372375 best: 0.4372350 (107) total: 11.4s remaining: 1m 40s 127: learn: 0.4189452 test: 0.4372354 best: 0.4372350 (107) total: 11.5s remaining: 1m 40s 128: learn: 0.4189415 test: 0.4372373 best: 0.4372350 (107) total: 11.6s remaining: 1m 41s 129: learn: 0.4189414 test: 0.4372369 best: 0.4372350 (107) total: 11.7s remaining: 1m 40s 130: learn: 0.4189414 test: 0.4372369 best: 0.4372350 (107) total: 11.7s remaining: 1m 40s 131: learn: 0.4189413 test: 0.4372379 best: 0.4372350 (107) total: 11.8s remaining: 1m 39s 132: learn: 0.4189405 test: 0.4372380 best: 0.4372350 (107) total: 11.9s remaining: 1m 40s 133: learn: 0.4189394 test: 0.4372389 best: 0.4372350 (107) total: 12s remaining: 1m 39s 134: learn: 0.4189388 test: 0.4372377 best: 0.4372350 (107) total: 12.1s remaining: 1m 39s 135: learn: 0.4189383 test: 0.4372379 best: 0.4372350 (107) total: 12.2s remaining: 1m 39s 136: learn: 0.4189180 test: 0.4372390 best: 0.4372350 (107) total: 12.2s remaining: 1m 39s 137: learn: 0.4189030 test: 0.4372401 best: 0.4372350 (107) total: 12.4s remaining: 1m 39s 138: learn: 0.4189026 test: 0.4372402 best: 0.4372350 (107) total: 12.5s remaining: 1m 39s 139: learn: 0.4188280 test: 0.4372036 best: 0.4372036 (139) total: 12.6s remaining: 1m 39s 140: learn: 0.4170673 test: 0.4363963 best: 0.4363963 (140) total: 12.8s remaining: 1m 40s 141: learn: 0.4170673 test: 0.4363971 best: 0.4363963 (140) total: 12.8s remaining: 1m 40s 142: learn: 0.4170673 test: 0.4363972 best: 0.4363963 (140) total: 12.9s remaining: 1m 39s 143: learn: 0.4159357 test: 0.4354586 best: 0.4354586 (143) total: 13s remaining: 1m 40s 144: learn: 0.4158816 test: 0.4354306 best: 0.4354306 (144) total: 13.2s remaining: 1m 40s 145: learn: 0.4158786 test: 0.4354318 best: 0.4354306 (144) total: 13.3s remaining: 1m 40s 146: learn: 0.4158785 test: 0.4354320 best: 0.4354306 (144) total: 13.4s remaining: 1m 40s 147: learn: 0.4158742 test: 0.4354280 best: 0.4354280 (147) total: 13.5s remaining: 1m 40s 148: learn: 0.4157460 test: 0.4353672 best: 0.4353672 (148) total: 13.7s remaining: 1m 40s 149: learn: 0.4156760 test: 0.4353681 best: 0.4353672 (148) total: 13.8s remaining: 1m 41s 150: learn: 0.4149886 test: 0.4348509 best: 0.4348509 (150) total: 14s remaining: 1m 41s 151: learn: 0.4149873 test: 0.4348451 best: 0.4348451 (151) total: 14.1s remaining: 1m 42s 152: learn: 0.4149867 test: 0.4348452 best: 0.4348451 (151) total: 14.2s remaining: 1m 41s 153: learn: 0.4149616 test: 0.4348331 best: 0.4348331 (153) total: 14.4s remaining: 1m 42s 154: learn: 0.4149616 test: 0.4348331 best: 0.4348331 (153) total: 14.4s remaining: 1m 41s 155: learn: 0.4149608 test: 0.4348332 best: 0.4348331 (153) total: 14.4s remaining: 1m 41s 156: learn: 0.4149602 test: 0.4348332 best: 0.4348331 (153) total: 14.4s remaining: 1m 40s 157: learn: 0.4149585 test: 0.4348335 best: 0.4348331 (153) total: 14.6s remaining: 1m 40s 158: learn: 0.4149582 test: 0.4348336 best: 0.4348331 (153) total: 14.7s remaining: 1m 41s 159: learn: 0.4149579 test: 0.4348336 best: 0.4348331 (153) total: 14.9s remaining: 1m 41s 160: learn: 0.4149478 test: 0.4348337 best: 0.4348331 (153) total: 14.9s remaining: 1m 40s 161: learn: 0.4149477 test: 0.4348338 best: 0.4348331 (153) total: 15s remaining: 1m 40s 162: learn: 0.4149472 test: 0.4348338 best: 0.4348331 (153) total: 15s remaining: 1m 40s 163: learn: 0.4149470 test: 0.4348349 best: 0.4348331 (153) total: 15.2s remaining: 1m 40s 164: learn: 0.4149467 test: 0.4348349 best: 0.4348331 (153) total: 15.2s remaining: 1m 39s 165: learn: 0.4149466 test: 0.4348359 best: 0.4348331 (153) total: 15.3s remaining: 1m 39s 166: learn: 0.4149465 test: 0.4348359 best: 0.4348331 (153) total: 15.3s remaining: 1m 39s 167: learn: 0.4149381 test: 0.4348360 best: 0.4348331 (153) total: 15.4s remaining: 1m 39s 168: learn: 0.4149378 test: 0.4348360 best: 0.4348331 (153) total: 15.4s remaining: 1m 38s 169: learn: 0.4149376 test: 0.4348360 best: 0.4348331 (153) total: 15.4s remaining: 1m 38s 170: learn: 0.4149374 test: 0.4348361 best: 0.4348331 (153) total: 15.5s remaining: 1m 37s 171: learn: 0.4149374 test: 0.4348361 best: 0.4348331 (153) total: 15.5s remaining: 1m 37s 172: learn: 0.4146090 test: 0.4347172 best: 0.4347172 (172) total: 15.7s remaining: 1m 37s 173: learn: 0.4145096 test: 0.4346672 best: 0.4346672 (173) total: 15.8s remaining: 1m 37s 174: learn: 0.4145096 test: 0.4346672 best: 0.4346672 (173) total: 15.9s remaining: 1m 37s 175: learn: 0.4145095 test: 0.4346683 best: 0.4346672 (173) total: 16s remaining: 1m 37s 176: learn: 0.4145094 test: 0.4346692 best: 0.4346672 (173) total: 16.1s remaining: 1m 37s 177: learn: 0.4145092 test: 0.4346689 best: 0.4346672 (173) total: 16.3s remaining: 1m 37s 178: learn: 0.4144741 test: 0.4346666 best: 0.4346666 (178) total: 16.4s remaining: 1m 38s 179: learn: 0.4144645 test: 0.4346668 best: 0.4346666 (178) total: 16.5s remaining: 1m 38s 180: learn: 0.4144644 test: 0.4346669 best: 0.4346666 (178) total: 16.6s remaining: 1m 38s 181: learn: 0.4144636 test: 0.4346680 best: 0.4346666 (178) total: 16.7s remaining: 1m 38s 182: learn: 0.4144636 test: 0.4346680 best: 0.4346666 (178) total: 16.8s remaining: 1m 37s 183: learn: 0.4144628 test: 0.4346690 best: 0.4346666 (178) total: 16.9s remaining: 1m 38s 184: learn: 0.4144627 test: 0.4346700 best: 0.4346666 (178) total: 17s remaining: 1m 38s 185: learn: 0.4144533 test: 0.4346813 best: 0.4346666 (178) total: 17.2s remaining: 1m 38s 186: learn: 0.4144532 test: 0.4346814 best: 0.4346666 (178) total: 17.2s remaining: 1m 37s 187: learn: 0.4144532 test: 0.4346814 best: 0.4346666 (178) total: 17.2s remaining: 1m 37s 188: learn: 0.4144531 test: 0.4346815 best: 0.4346666 (178) total: 17.3s remaining: 1m 37s 189: learn: 0.4144531 test: 0.4346823 best: 0.4346666 (178) total: 17.5s remaining: 1m 37s 190: learn: 0.4144531 test: 0.4346823 best: 0.4346666 (178) total: 17.5s remaining: 1m 36s 191: learn: 0.4144531 test: 0.4346824 best: 0.4346666 (178) total: 17.5s remaining: 1m 36s 192: learn: 0.4144531 test: 0.4346824 best: 0.4346666 (178) total: 17.6s remaining: 1m 36s 193: learn: 0.4144439 test: 0.4346827 best: 0.4346666 (178) total: 17.7s remaining: 1m 36s 194: learn: 0.4144439 test: 0.4346837 best: 0.4346666 (178) total: 17.8s remaining: 1m 36s 195: learn: 0.4144438 test: 0.4346837 best: 0.4346666 (178) total: 17.9s remaining: 1m 36s 196: learn: 0.4144438 test: 0.4346837 best: 0.4346666 (178) total: 17.9s remaining: 1m 35s 197: learn: 0.4144366 test: 0.4346837 best: 0.4346666 (178) total: 18s remaining: 1m 35s 198: learn: 0.4144366 test: 0.4346844 best: 0.4346666 (178) total: 18.1s remaining: 1m 35s 199: learn: 0.4144366 test: 0.4346844 best: 0.4346666 (178) total: 18.2s remaining: 1m 35s 200: learn: 0.4144366 test: 0.4346845 best: 0.4346666 (178) total: 18.2s remaining: 1m 35s 201: learn: 0.4144366 test: 0.4346845 best: 0.4346666 (178) total: 18.3s remaining: 1m 35s 202: learn: 0.4144365 test: 0.4346852 best: 0.4346666 (178) total: 18.5s remaining: 1m 35s 203: learn: 0.4144364 test: 0.4346858 best: 0.4346666 (178) total: 18.6s remaining: 1m 35s 204: learn: 0.4144364 test: 0.4346858 best: 0.4346666 (178) total: 18.7s remaining: 1m 35s 205: learn: 0.4144341 test: 0.4346558 best: 0.4346558 (205) total: 18.8s remaining: 1m 35s 206: learn: 0.4144340 test: 0.4346563 best: 0.4346558 (205) total: 19s remaining: 1m 35s 207: learn: 0.4144278 test: 0.4346563 best: 0.4346558 (205) total: 19s remaining: 1m 35s 208: learn: 0.4144278 test: 0.4346563 best: 0.4346558 (205) total: 19s remaining: 1m 34s 209: learn: 0.4144275 test: 0.4346561 best: 0.4346558 (205) total: 19.1s remaining: 1m 34s 210: learn: 0.4144274 test: 0.4346563 best: 0.4346558 (205) total: 19.2s remaining: 1m 34s 211: learn: 0.4144268 test: 0.4346563 best: 0.4346558 (205) total: 19.3s remaining: 1m 34s 212: learn: 0.4144267 test: 0.4346564 best: 0.4346558 (205) total: 19.3s remaining: 1m 34s 213: learn: 0.4144213 test: 0.4346564 best: 0.4346558 (205) total: 19.4s remaining: 1m 33s 214: learn: 0.4144190 test: 0.4346508 best: 0.4346508 (214) total: 19.5s remaining: 1m 33s 215: learn: 0.4144139 test: 0.4346514 best: 0.4346508 (214) total: 19.7s remaining: 1m 34s 216: learn: 0.4144138 test: 0.4346515 best: 0.4346508 (214) total: 19.8s remaining: 1m 34s 217: learn: 0.4144138 test: 0.4346521 best: 0.4346508 (214) total: 19.9s remaining: 1m 34s 218: learn: 0.4144137 test: 0.4346521 best: 0.4346508 (214) total: 20s remaining: 1m 33s 219: learn: 0.4144137 test: 0.4346527 best: 0.4346508 (214) total: 20s remaining: 1m 33s 220: learn: 0.4144136 test: 0.4346527 best: 0.4346508 (214) total: 20.2s remaining: 1m 33s 221: learn: 0.4143925 test: 0.4346456 best: 0.4346456 (221) total: 20.3s remaining: 1m 34s 222: learn: 0.4143921 test: 0.4346466 best: 0.4346456 (221) total: 20.5s remaining: 1m 34s 223: learn: 0.4143919 test: 0.4346466 best: 0.4346456 (221) total: 20.5s remaining: 1m 34s 224: learn: 0.4143919 test: 0.4346466 best: 0.4346456 (221) total: 20.6s remaining: 1m 33s 225: learn: 0.4143919 test: 0.4346467 best: 0.4346456 (221) total: 20.7s remaining: 1m 33s 226: learn: 0.4143919 test: 0.4346467 best: 0.4346456 (221) total: 20.7s remaining: 1m 33s 227: learn: 0.4143919 test: 0.4346467 best: 0.4346456 (221) total: 20.8s remaining: 1m 33s 228: learn: 0.4143918 test: 0.4346477 best: 0.4346456 (221) total: 20.9s remaining: 1m 33s 229: learn: 0.4143918 test: 0.4346477 best: 0.4346456 (221) total: 21s remaining: 1m 32s 230: learn: 0.4143918 test: 0.4346477 best: 0.4346456 (221) total: 21s remaining: 1m 32s 231: learn: 0.4143918 test: 0.4346478 best: 0.4346456 (221) total: 21.1s remaining: 1m 32s 232: learn: 0.4143917 test: 0.4346487 best: 0.4346456 (221) total: 21.2s remaining: 1m 32s 233: learn: 0.4143910 test: 0.4346491 best: 0.4346456 (221) total: 21.3s remaining: 1m 32s 234: learn: 0.4143902 test: 0.4346499 best: 0.4346456 (221) total: 21.5s remaining: 1m 32s 235: learn: 0.4143902 test: 0.4346499 best: 0.4346456 (221) total: 21.6s remaining: 1m 32s 236: learn: 0.4143890 test: 0.4346502 best: 0.4346456 (221) total: 21.8s remaining: 1m 33s 237: learn: 0.4143881 test: 0.4346509 best: 0.4346456 (221) total: 21.9s remaining: 1m 33s 238: learn: 0.4143879 test: 0.4346516 best: 0.4346456 (221) total: 22.1s remaining: 1m 33s 239: learn: 0.4143863 test: 0.4346523 best: 0.4346456 (221) total: 22.2s remaining: 1m 33s 240: learn: 0.4143856 test: 0.4346529 best: 0.4346456 (221) total: 22.4s remaining: 1m 33s 241: learn: 0.4143820 test: 0.4346455 best: 0.4346455 (241) total: 22.6s remaining: 1m 34s 242: learn: 0.4143820 test: 0.4346455 best: 0.4346455 (241) total: 22.6s remaining: 1m 33s 243: learn: 0.4143819 test: 0.4346455 best: 0.4346455 (243) total: 22.7s remaining: 1m 33s 244: learn: 0.4143819 test: 0.4346461 best: 0.4346455 (243) total: 22.8s remaining: 1m 33s 245: learn: 0.4143819 test: 0.4346461 best: 0.4346455 (243) total: 22.9s remaining: 1m 33s 246: learn: 0.4128387 test: 0.4334507 best: 0.4334507 (246) total: 23s remaining: 1m 33s 247: learn: 0.4128323 test: 0.4334506 best: 0.4334506 (247) total: 23.2s remaining: 1m 33s 248: learn: 0.4128261 test: 0.4334509 best: 0.4334506 (247) total: 23.3s remaining: 1m 33s 249: learn: 0.4128255 test: 0.4334507 best: 0.4334506 (247) total: 23.4s remaining: 1m 33s 250: learn: 0.4128248 test: 0.4334507 best: 0.4334506 (247) total: 23.6s remaining: 1m 33s 251: learn: 0.4128241 test: 0.4334512 best: 0.4334506 (247) total: 23.7s remaining: 1m 33s 252: learn: 0.4128237 test: 0.4334512 best: 0.4334506 (247) total: 23.7s remaining: 1m 33s 253: learn: 0.4128237 test: 0.4334510 best: 0.4334506 (247) total: 23.9s remaining: 1m 33s 254: learn: 0.4128230 test: 0.4334510 best: 0.4334506 (247) total: 24s remaining: 1m 33s 255: learn: 0.4126671 test: 0.4334602 best: 0.4334506 (247) total: 24.2s remaining: 1m 33s 256: learn: 0.4126668 test: 0.4334602 best: 0.4334506 (247) total: 24.3s remaining: 1m 33s 257: learn: 0.4126664 test: 0.4334602 best: 0.4334506 (247) total: 24.4s remaining: 1m 33s 258: learn: 0.4126663 test: 0.4334602 best: 0.4334506 (247) total: 24.6s remaining: 1m 34s 259: learn: 0.4126623 test: 0.4334608 best: 0.4334506 (247) total: 24.7s remaining: 1m 34s 260: learn: 0.4126621 test: 0.4334612 best: 0.4334506 (247) total: 24.9s remaining: 1m 34s 261: learn: 0.4126618 test: 0.4334612 best: 0.4334506 (247) total: 25s remaining: 1m 34s 262: learn: 0.4126615 test: 0.4334616 best: 0.4334506 (247) total: 25.2s remaining: 1m 34s 263: learn: 0.4126615 test: 0.4334619 best: 0.4334506 (247) total: 25.3s remaining: 1m 34s 264: learn: 0.4126614 test: 0.4334619 best: 0.4334506 (247) total: 25.4s remaining: 1m 34s 265: learn: 0.4126614 test: 0.4334619 best: 0.4334506 (247) total: 25.4s remaining: 1m 34s 266: learn: 0.4126613 test: 0.4334623 best: 0.4334506 (247) total: 25.6s remaining: 1m 34s 267: learn: 0.4126613 test: 0.4334627 best: 0.4334506 (247) total: 25.7s remaining: 1m 34s 268: learn: 0.4126613 test: 0.4334627 best: 0.4334506 (247) total: 25.7s remaining: 1m 33s 269: learn: 0.4126613 test: 0.4334627 best: 0.4334506 (247) total: 25.8s remaining: 1m 33s 270: learn: 0.4126613 test: 0.4334629 best: 0.4334506 (247) total: 25.9s remaining: 1m 33s 271: learn: 0.4126613 test: 0.4334632 best: 0.4334506 (247) total: 26s remaining: 1m 33s 272: learn: 0.4126613 test: 0.4334634 best: 0.4334506 (247) total: 26.1s remaining: 1m 33s 273: learn: 0.4126613 test: 0.4334634 best: 0.4334506 (247) total: 26.1s remaining: 1m 33s 274: learn: 0.4126613 test: 0.4334637 best: 0.4334506 (247) total: 26.3s remaining: 1m 33s 275: learn: 0.4126612 test: 0.4334639 best: 0.4334506 (247) total: 26.4s remaining: 1m 33s 276: learn: 0.4126566 test: 0.4334699 best: 0.4334506 (247) total: 26.5s remaining: 1m 33s 277: learn: 0.4126566 test: 0.4334699 best: 0.4334506 (247) total: 26.6s remaining: 1m 32s 278: learn: 0.4126529 test: 0.4334654 best: 0.4334506 (247) total: 26.7s remaining: 1m 32s 279: learn: 0.4126529 test: 0.4334656 best: 0.4334506 (247) total: 26.8s remaining: 1m 32s 280: learn: 0.4126528 test: 0.4334660 best: 0.4334506 (247) total: 26.9s remaining: 1m 32s 281: learn: 0.4126488 test: 0.4334660 best: 0.4334506 (247) total: 27.1s remaining: 1m 32s 282: learn: 0.4126488 test: 0.4334663 best: 0.4334506 (247) total: 27.2s remaining: 1m 32s 283: learn: 0.4126461 test: 0.4334667 best: 0.4334506 (247) total: 27.3s remaining: 1m 32s 284: learn: 0.4126461 test: 0.4334668 best: 0.4334506 (247) total: 27.4s remaining: 1m 32s 285: learn: 0.4126427 test: 0.4334669 best: 0.4334506 (247) total: 27.5s remaining: 1m 32s 286: learn: 0.4126426 test: 0.4334669 best: 0.4334506 (247) total: 27.5s remaining: 1m 32s 287: learn: 0.4126426 test: 0.4334670 best: 0.4334506 (247) total: 27.6s remaining: 1m 32s 288: learn: 0.4126426 test: 0.4334672 best: 0.4334506 (247) total: 27.7s remaining: 1m 31s 289: learn: 0.4126426 test: 0.4334673 best: 0.4334506 (247) total: 27.7s remaining: 1m 31s 290: learn: 0.4126426 test: 0.4334674 best: 0.4334506 (247) total: 27.8s remaining: 1m 31s 291: learn: 0.4126425 test: 0.4334675 best: 0.4334506 (247) total: 27.8s remaining: 1m 31s 292: learn: 0.4126396 test: 0.4334675 best: 0.4334506 (247) total: 27.9s remaining: 1m 31s 293: learn: 0.4126371 test: 0.4334675 best: 0.4334506 (247) total: 28s remaining: 1m 30s 294: learn: 0.4126371 test: 0.4334676 best: 0.4334506 (247) total: 28.1s remaining: 1m 30s 295: learn: 0.4126343 test: 0.4334639 best: 0.4334506 (247) total: 28.2s remaining: 1m 30s 296: learn: 0.4126343 test: 0.4334639 best: 0.4334506 (247) total: 28.2s remaining: 1m 30s 297: learn: 0.4126341 test: 0.4334641 best: 0.4334506 (247) total: 28.4s remaining: 1m 30s 298: learn: 0.4126335 test: 0.4334640 best: 0.4334506 (247) total: 28.5s remaining: 1m 30s 299: learn: 0.4126292 test: 0.4334617 best: 0.4334506 (247) total: 28.7s remaining: 1m 30s 300: learn: 0.4126291 test: 0.4334618 best: 0.4334506 (247) total: 28.8s remaining: 1m 30s 301: learn: 0.4126291 test: 0.4334618 best: 0.4334506 (247) total: 28.9s remaining: 1m 30s 302: learn: 0.4126063 test: 0.4334621 best: 0.4334506 (247) total: 29s remaining: 1m 30s 303: learn: 0.4126063 test: 0.4334620 best: 0.4334506 (247) total: 29.1s remaining: 1m 30s 304: learn: 0.4126062 test: 0.4334620 best: 0.4334506 (247) total: 29.2s remaining: 1m 30s 305: learn: 0.4106752 test: 0.4315470 best: 0.4315470 (305) total: 29.3s remaining: 1m 30s 306: learn: 0.4106746 test: 0.4315436 best: 0.4315436 (306) total: 29.5s remaining: 1m 30s 307: learn: 0.4106708 test: 0.4315435 best: 0.4315435 (307) total: 29.6s remaining: 1m 30s 308: learn: 0.4106708 test: 0.4315434 best: 0.4315434 (308) total: 29.8s remaining: 1m 30s 309: learn: 0.4106384 test: 0.4315357 best: 0.4315357 (309) total: 29.9s remaining: 1m 30s 310: learn: 0.4106059 test: 0.4315242 best: 0.4315242 (310) total: 30.1s remaining: 1m 30s 311: learn: 0.4105326 test: 0.4315172 best: 0.4315172 (311) total: 30.2s remaining: 1m 30s 312: learn: 0.4105323 test: 0.4315174 best: 0.4315172 (311) total: 30.4s remaining: 1m 30s 313: learn: 0.4105262 test: 0.4315118 best: 0.4315118 (313) total: 30.5s remaining: 1m 31s 314: learn: 0.4105236 test: 0.4315117 best: 0.4315117 (314) total: 30.7s remaining: 1m 31s 315: learn: 0.4105235 test: 0.4315117 best: 0.4315117 (315) total: 30.8s remaining: 1m 30s 316: learn: 0.4105233 test: 0.4315117 best: 0.4315117 (315) total: 30.9s remaining: 1m 31s 317: learn: 0.4104890 test: 0.4315117 best: 0.4315117 (315) total: 31.1s remaining: 1m 31s 318: learn: 0.4104864 test: 0.4315130 best: 0.4315117 (315) total: 31.2s remaining: 1m 31s 319: learn: 0.4104863 test: 0.4315129 best: 0.4315117 (315) total: 31.4s remaining: 1m 31s 320: learn: 0.4104862 test: 0.4315129 best: 0.4315117 (315) total: 31.5s remaining: 1m 31s 321: learn: 0.4104861 test: 0.4315130 best: 0.4315117 (315) total: 31.7s remaining: 1m 31s 322: learn: 0.4104859 test: 0.4315131 best: 0.4315117 (315) total: 31.8s remaining: 1m 31s 323: learn: 0.4104836 test: 0.4315131 best: 0.4315117 (315) total: 32s remaining: 1m 31s 324: learn: 0.4104835 test: 0.4315130 best: 0.4315117 (315) total: 32.1s remaining: 1m 31s 325: learn: 0.4104816 test: 0.4315128 best: 0.4315117 (315) total: 32.2s remaining: 1m 31s 326: learn: 0.4104814 test: 0.4315129 best: 0.4315117 (315) total: 32.3s remaining: 1m 31s 327: learn: 0.4104814 test: 0.4315128 best: 0.4315117 (315) total: 32.5s remaining: 1m 31s 328: learn: 0.4104811 test: 0.4315120 best: 0.4315117 (315) total: 32.6s remaining: 1m 31s 329: learn: 0.4104792 test: 0.4315122 best: 0.4315117 (315) total: 32.7s remaining: 1m 31s 330: learn: 0.4098386 test: 0.4308808 best: 0.4308808 (330) total: 32.9s remaining: 1m 31s 331: learn: 0.4098354 test: 0.4308879 best: 0.4308808 (330) total: 33s remaining: 1m 31s 332: learn: 0.4097823 test: 0.4308822 best: 0.4308808 (330) total: 33.2s remaining: 1m 31s 333: learn: 0.4097820 test: 0.4308822 best: 0.4308808 (330) total: 33.3s remaining: 1m 31s 334: learn: 0.4097783 test: 0.4308886 best: 0.4308808 (330) total: 33.4s remaining: 1m 31s 335: learn: 0.4097783 test: 0.4308888 best: 0.4308808 (330) total: 33.6s remaining: 1m 31s 336: learn: 0.4097766 test: 0.4308952 best: 0.4308808 (330) total: 33.7s remaining: 1m 31s 337: learn: 0.4097765 test: 0.4308953 best: 0.4308808 (330) total: 33.8s remaining: 1m 31s 338: learn: 0.4089367 test: 0.4301166 best: 0.4301166 (338) total: 33.9s remaining: 1m 31s 339: learn: 0.4089367 test: 0.4301166 best: 0.4301166 (338) total: 34s remaining: 1m 30s 340: learn: 0.4089365 test: 0.4301161 best: 0.4301161 (340) total: 34s remaining: 1m 30s 341: learn: 0.4089350 test: 0.4301160 best: 0.4301160 (341) total: 34.1s remaining: 1m 30s 342: learn: 0.4089349 test: 0.4301162 best: 0.4301160 (341) total: 34.2s remaining: 1m 30s 343: learn: 0.4080342 test: 0.4294040 best: 0.4294040 (343) total: 34.3s remaining: 1m 30s 344: learn: 0.4080039 test: 0.4294023 best: 0.4294023 (344) total: 34.5s remaining: 1m 30s 345: learn: 0.4079863 test: 0.4293974 best: 0.4293974 (345) total: 34.7s remaining: 1m 30s 346: learn: 0.4079676 test: 0.4294042 best: 0.4293974 (345) total: 34.8s remaining: 1m 30s 347: learn: 0.4079669 test: 0.4294041 best: 0.4293974 (345) total: 35s remaining: 1m 30s 348: learn: 0.4079665 test: 0.4294044 best: 0.4293974 (345) total: 35.1s remaining: 1m 30s 349: learn: 0.4079653 test: 0.4294046 best: 0.4293974 (345) total: 35.3s remaining: 1m 30s 350: learn: 0.4079647 test: 0.4294046 best: 0.4293974 (345) total: 35.4s remaining: 1m 30s 351: learn: 0.4079643 test: 0.4294050 best: 0.4293974 (345) total: 35.5s remaining: 1m 30s 352: learn: 0.4079632 test: 0.4294050 best: 0.4293974 (345) total: 35.7s remaining: 1m 30s 353: learn: 0.4079629 test: 0.4294052 best: 0.4293974 (345) total: 35.8s remaining: 1m 30s 354: learn: 0.4079629 test: 0.4294052 best: 0.4293974 (345) total: 35.9s remaining: 1m 30s 355: learn: 0.4079625 test: 0.4294053 best: 0.4293974 (345) total: 36s remaining: 1m 30s 356: learn: 0.4079624 test: 0.4294054 best: 0.4293974 (345) total: 36.1s remaining: 1m 30s 357: learn: 0.4079624 test: 0.4294056 best: 0.4293974 (345) total: 36.2s remaining: 1m 30s 358: learn: 0.4079615 test: 0.4294055 best: 0.4293974 (345) total: 36.3s remaining: 1m 30s 359: learn: 0.4079615 test: 0.4294058 best: 0.4293974 (345) total: 36.4s remaining: 1m 29s 360: learn: 0.4079615 test: 0.4294059 best: 0.4293974 (345) total: 36.4s remaining: 1m 29s 361: learn: 0.4079614 test: 0.4294052 best: 0.4293974 (345) total: 36.6s remaining: 1m 29s 362: learn: 0.4079614 test: 0.4294052 best: 0.4293974 (345) total: 36.8s remaining: 1m 29s 363: learn: 0.4079614 test: 0.4294054 best: 0.4293974 (345) total: 36.8s remaining: 1m 29s 364: learn: 0.4079614 test: 0.4294054 best: 0.4293974 (345) total: 36.9s remaining: 1m 29s 365: learn: 0.4079614 test: 0.4294054 best: 0.4293974 (345) total: 36.9s remaining: 1m 29s 366: learn: 0.4079613 test: 0.4294055 best: 0.4293974 (345) total: 37s remaining: 1m 29s 367: learn: 0.4079612 test: 0.4294048 best: 0.4293974 (345) total: 37.1s remaining: 1m 28s 368: learn: 0.4079612 test: 0.4294051 best: 0.4293974 (345) total: 37.1s remaining: 1m 28s 369: learn: 0.4079611 test: 0.4294054 best: 0.4293974 (345) total: 37.2s remaining: 1m 28s 370: learn: 0.4079611 test: 0.4294054 best: 0.4293974 (345) total: 37.2s remaining: 1m 28s 371: learn: 0.4079611 test: 0.4294056 best: 0.4293974 (345) total: 37.2s remaining: 1m 27s 372: learn: 0.4079610 test: 0.4294056 best: 0.4293974 (345) total: 37.4s remaining: 1m 27s 373: learn: 0.4079610 test: 0.4294059 best: 0.4293974 (345) total: 37.6s remaining: 1m 28s 374: learn: 0.4079602 test: 0.4294057 best: 0.4293974 (345) total: 37.7s remaining: 1m 28s 375: learn: 0.4079602 test: 0.4294057 best: 0.4293974 (345) total: 37.9s remaining: 1m 28s 376: learn: 0.4079414 test: 0.4294158 best: 0.4293974 (345) total: 38s remaining: 1m 28s 377: learn: 0.4079414 test: 0.4294158 best: 0.4293974 (345) total: 38.1s remaining: 1m 27s 378: learn: 0.4079414 test: 0.4294159 best: 0.4293974 (345) total: 38.1s remaining: 1m 27s 379: learn: 0.4079414 test: 0.4294161 best: 0.4293974 (345) total: 38.2s remaining: 1m 27s 380: learn: 0.4079414 test: 0.4294162 best: 0.4293974 (345) total: 38.3s remaining: 1m 27s 381: learn: 0.4079414 test: 0.4294165 best: 0.4293974 (345) total: 38.4s remaining: 1m 27s 382: learn: 0.4079412 test: 0.4294166 best: 0.4293974 (345) total: 38.5s remaining: 1m 27s 383: learn: 0.4079412 test: 0.4294167 best: 0.4293974 (345) total: 38.6s remaining: 1m 26s 384: learn: 0.4079412 test: 0.4294168 best: 0.4293974 (345) total: 38.6s remaining: 1m 26s 385: learn: 0.4079412 test: 0.4294168 best: 0.4293974 (345) total: 38.7s remaining: 1m 26s 386: learn: 0.4079396 test: 0.4294229 best: 0.4293974 (345) total: 38.8s remaining: 1m 26s 387: learn: 0.4079396 test: 0.4294236 best: 0.4293974 (345) total: 38.8s remaining: 1m 26s 388: learn: 0.4079132 test: 0.4294336 best: 0.4293974 (345) total: 39s remaining: 1m 26s 389: learn: 0.4074257 test: 0.4293457 best: 0.4293457 (389) total: 39.1s remaining: 1m 26s 390: learn: 0.4074256 test: 0.4293453 best: 0.4293453 (390) total: 39.3s remaining: 1m 26s 391: learn: 0.4074255 test: 0.4293453 best: 0.4293453 (390) total: 39.4s remaining: 1m 26s 392: learn: 0.4074255 test: 0.4293453 best: 0.4293453 (390) total: 39.4s remaining: 1m 25s 393: learn: 0.4074249 test: 0.4293454 best: 0.4293453 (390) total: 39.6s remaining: 1m 25s 394: learn: 0.4074222 test: 0.4293553 best: 0.4293453 (390) total: 39.7s remaining: 1m 26s 395: learn: 0.4074219 test: 0.4293555 best: 0.4293453 (390) total: 39.9s remaining: 1m 26s 396: learn: 0.4073936 test: 0.4293790 best: 0.4293453 (390) total: 40s remaining: 1m 26s 397: learn: 0.4073935 test: 0.4293790 best: 0.4293453 (390) total: 40.2s remaining: 1m 25s 398: learn: 0.4073930 test: 0.4293792 best: 0.4293453 (390) total: 40.3s remaining: 1m 25s 399: learn: 0.4073930 test: 0.4293792 best: 0.4293453 (390) total: 40.3s remaining: 1m 25s 400: learn: 0.4073929 test: 0.4293792 best: 0.4293453 (390) total: 40.5s remaining: 1m 25s 401: learn: 0.4073929 test: 0.4293793 best: 0.4293453 (390) total: 40.6s remaining: 1m 25s 402: learn: 0.4073928 test: 0.4293795 best: 0.4293453 (390) total: 40.7s remaining: 1m 25s 403: learn: 0.4073928 test: 0.4293796 best: 0.4293453 (390) total: 40.8s remaining: 1m 25s 404: learn: 0.4073926 test: 0.4293797 best: 0.4293453 (390) total: 41s remaining: 1m 25s 405: learn: 0.4064873 test: 0.4286546 best: 0.4286546 (405) total: 41.1s remaining: 1m 25s 406: learn: 0.4064867 test: 0.4286545 best: 0.4286545 (406) total: 41.3s remaining: 1m 25s 407: learn: 0.4064269 test: 0.4286539 best: 0.4286539 (407) total: 41.4s remaining: 1m 25s 408: learn: 0.4064265 test: 0.4286540 best: 0.4286539 (407) total: 41.6s remaining: 1m 25s 409: learn: 0.4064199 test: 0.4286477 best: 0.4286477 (409) total: 41.7s remaining: 1m 25s 410: learn: 0.4064198 test: 0.4286478 best: 0.4286477 (409) total: 41.9s remaining: 1m 25s 411: learn: 0.4064197 test: 0.4286479 best: 0.4286477 (409) total: 42s remaining: 1m 25s 412: learn: 0.4064197 test: 0.4286479 best: 0.4286477 (409) total: 42.1s remaining: 1m 25s 413: learn: 0.4064196 test: 0.4286481 best: 0.4286477 (409) total: 42.2s remaining: 1m 25s 414: learn: 0.4064193 test: 0.4286480 best: 0.4286477 (409) total: 42.4s remaining: 1m 25s 415: learn: 0.4064193 test: 0.4286481 best: 0.4286477 (409) total: 42.5s remaining: 1m 25s 416: learn: 0.4063840 test: 0.4286423 best: 0.4286423 (416) total: 42.6s remaining: 1m 25s 417: learn: 0.4063834 test: 0.4286469 best: 0.4286423 (416) total: 42.8s remaining: 1m 25s 418: learn: 0.4063833 test: 0.4286469 best: 0.4286423 (416) total: 42.8s remaining: 1m 24s 419: learn: 0.4063830 test: 0.4286466 best: 0.4286423 (416) total: 43s remaining: 1m 24s 420: learn: 0.4063758 test: 0.4286408 best: 0.4286408 (420) total: 43.1s remaining: 1m 24s 421: learn: 0.4063278 test: 0.4286203 best: 0.4286203 (421) total: 43.3s remaining: 1m 24s 422: learn: 0.4063277 test: 0.4286203 best: 0.4286203 (422) total: 43.5s remaining: 1m 24s 423: learn: 0.4063276 test: 0.4286202 best: 0.4286202 (423) total: 43.6s remaining: 1m 24s 424: learn: 0.4063274 test: 0.4286207 best: 0.4286202 (423) total: 43.7s remaining: 1m 24s 425: learn: 0.4062082 test: 0.4286093 best: 0.4286093 (425) total: 43.9s remaining: 1m 24s 426: learn: 0.4062081 test: 0.4286093 best: 0.4286093 (426) total: 44s remaining: 1m 24s 427: learn: 0.4062081 test: 0.4286094 best: 0.4286093 (426) total: 44.1s remaining: 1m 24s 428: learn: 0.4062080 test: 0.4286094 best: 0.4286093 (426) total: 44.3s remaining: 1m 24s 429: learn: 0.4062064 test: 0.4286090 best: 0.4286090 (429) total: 44.4s remaining: 1m 24s 430: learn: 0.4062064 test: 0.4286092 best: 0.4286090 (429) total: 44.5s remaining: 1m 24s 431: learn: 0.4062011 test: 0.4286081 best: 0.4286081 (431) total: 44.6s remaining: 1m 24s 432: learn: 0.4060730 test: 0.4285062 best: 0.4285062 (432) total: 44.8s remaining: 1m 24s 433: learn: 0.4060687 test: 0.4285012 best: 0.4285012 (433) total: 44.9s remaining: 1m 24s 434: learn: 0.4060686 test: 0.4285013 best: 0.4285012 (433) total: 45.1s remaining: 1m 24s 435: learn: 0.4060686 test: 0.4285013 best: 0.4285012 (433) total: 45.2s remaining: 1m 24s 436: learn: 0.4060686 test: 0.4285013 best: 0.4285012 (433) total: 45.4s remaining: 1m 24s 437: learn: 0.4060684 test: 0.4285013 best: 0.4285012 (433) total: 45.5s remaining: 1m 24s 438: learn: 0.4060684 test: 0.4285013 best: 0.4285012 (433) total: 45.6s remaining: 1m 24s 439: learn: 0.4060672 test: 0.4285015 best: 0.4285012 (433) total: 45.8s remaining: 1m 24s 440: learn: 0.4060672 test: 0.4285017 best: 0.4285012 (433) total: 45.9s remaining: 1m 24s 441: learn: 0.4060671 test: 0.4285018 best: 0.4285012 (433) total: 46s remaining: 1m 24s 442: learn: 0.4060671 test: 0.4285018 best: 0.4285012 (433) total: 46.1s remaining: 1m 24s 443: learn: 0.4060670 test: 0.4285020 best: 0.4285012 (433) total: 46.2s remaining: 1m 23s 444: learn: 0.4060670 test: 0.4285020 best: 0.4285012 (433) total: 46.3s remaining: 1m 23s 445: learn: 0.4060670 test: 0.4285020 best: 0.4285012 (433) total: 46.5s remaining: 1m 23s 446: learn: 0.4060667 test: 0.4285030 best: 0.4285012 (433) total: 46.6s remaining: 1m 23s 447: learn: 0.4060656 test: 0.4285027 best: 0.4285012 (433) total: 46.8s remaining: 1m 23s 448: learn: 0.4060655 test: 0.4285027 best: 0.4285012 (433) total: 46.9s remaining: 1m 23s 449: learn: 0.4060652 test: 0.4285025 best: 0.4285012 (433) total: 47s remaining: 1m 23s 450: learn: 0.4060651 test: 0.4285025 best: 0.4285012 (433) total: 47.2s remaining: 1m 23s 451: learn: 0.4060651 test: 0.4285027 best: 0.4285012 (433) total: 47.3s remaining: 1m 23s 452: learn: 0.4060649 test: 0.4285029 best: 0.4285012 (433) total: 47.5s remaining: 1m 23s 453: learn: 0.4060642 test: 0.4285029 best: 0.4285012 (433) total: 47.6s remaining: 1m 23s 454: learn: 0.4060637 test: 0.4285028 best: 0.4285012 (433) total: 47.8s remaining: 1m 23s 455: learn: 0.4060636 test: 0.4285028 best: 0.4285012 (433) total: 47.9s remaining: 1m 23s 456: learn: 0.4060634 test: 0.4285036 best: 0.4285012 (433) total: 48.1s remaining: 1m 23s 457: learn: 0.4060634 test: 0.4285036 best: 0.4285012 (433) total: 48.2s remaining: 1m 23s 458: learn: 0.4060634 test: 0.4285036 best: 0.4285012 (433) total: 48.4s remaining: 1m 23s 459: learn: 0.4060634 test: 0.4285036 best: 0.4285012 (433) total: 48.5s remaining: 1m 23s 460: learn: 0.4060633 test: 0.4285036 best: 0.4285012 (433) total: 48.6s remaining: 1m 23s 461: learn: 0.4060633 test: 0.4285036 best: 0.4285012 (433) total: 48.8s remaining: 1m 23s 462: learn: 0.4060628 test: 0.4285038 best: 0.4285012 (433) total: 48.9s remaining: 1m 23s 463: learn: 0.4060617 test: 0.4284992 best: 0.4284992 (463) total: 49.1s remaining: 1m 23s 464: learn: 0.4060616 test: 0.4284993 best: 0.4284992 (463) total: 49.2s remaining: 1m 23s 465: learn: 0.4060616 test: 0.4284993 best: 0.4284992 (463) total: 49.4s remaining: 1m 23s 466: learn: 0.4060616 test: 0.4284994 best: 0.4284992 (463) total: 49.6s remaining: 1m 23s 467: learn: 0.4060616 test: 0.4284995 best: 0.4284992 (463) total: 49.7s remaining: 1m 22s 468: learn: 0.4060616 test: 0.4284995 best: 0.4284992 (463) total: 49.8s remaining: 1m 22s 469: learn: 0.4060616 test: 0.4284995 best: 0.4284992 (463) total: 49.9s remaining: 1m 22s 470: learn: 0.4060616 test: 0.4284995 best: 0.4284992 (463) total: 50s remaining: 1m 22s 471: learn: 0.4060611 test: 0.4284995 best: 0.4284992 (463) total: 50.1s remaining: 1m 22s 472: learn: 0.4060332 test: 0.4284979 best: 0.4284979 (472) total: 50.3s remaining: 1m 22s 473: learn: 0.4060330 test: 0.4284964 best: 0.4284964 (473) total: 50.4s remaining: 1m 22s 474: learn: 0.4060330 test: 0.4284964 best: 0.4284964 (473) total: 50.6s remaining: 1m 22s 475: learn: 0.4060330 test: 0.4284964 best: 0.4284964 (473) total: 50.7s remaining: 1m 22s 476: learn: 0.4060329 test: 0.4284964 best: 0.4284964 (473) total: 50.9s remaining: 1m 22s 477: learn: 0.4060329 test: 0.4284965 best: 0.4284964 (473) total: 51s remaining: 1m 22s 478: learn: 0.4060329 test: 0.4284966 best: 0.4284964 (473) total: 51.1s remaining: 1m 22s 479: learn: 0.4060321 test: 0.4284951 best: 0.4284951 (479) total: 51.3s remaining: 1m 22s 480: learn: 0.4060223 test: 0.4284781 best: 0.4284781 (480) total: 51.5s remaining: 1m 22s 481: learn: 0.4060219 test: 0.4284835 best: 0.4284781 (480) total: 51.6s remaining: 1m 22s 482: learn: 0.4060210 test: 0.4284879 best: 0.4284781 (480) total: 51.7s remaining: 1m 22s 483: learn: 0.4060209 test: 0.4284879 best: 0.4284781 (480) total: 51.9s remaining: 1m 22s 484: learn: 0.4060209 test: 0.4284881 best: 0.4284781 (480) total: 52s remaining: 1m 21s 485: learn: 0.4060209 test: 0.4284882 best: 0.4284781 (480) total: 52.1s remaining: 1m 21s 486: learn: 0.4060209 test: 0.4284882 best: 0.4284781 (480) total: 52.2s remaining: 1m 21s 487: learn: 0.4060209 test: 0.4284883 best: 0.4284781 (480) total: 52.2s remaining: 1m 21s 488: learn: 0.4060209 test: 0.4284883 best: 0.4284781 (480) total: 52.4s remaining: 1m 21s 489: learn: 0.4060209 test: 0.4284884 best: 0.4284781 (480) total: 52.5s remaining: 1m 21s 490: learn: 0.4060108 test: 0.4285002 best: 0.4284781 (480) total: 52.6s remaining: 1m 21s 491: learn: 0.4060108 test: 0.4285003 best: 0.4284781 (480) total: 52.7s remaining: 1m 21s 492: learn: 0.4060108 test: 0.4285003 best: 0.4284781 (480) total: 52.9s remaining: 1m 21s 493: learn: 0.4060108 test: 0.4285003 best: 0.4284781 (480) total: 53s remaining: 1m 21s 494: learn: 0.4060107 test: 0.4285004 best: 0.4284781 (480) total: 53s remaining: 1m 20s 495: learn: 0.4060107 test: 0.4285004 best: 0.4284781 (480) total: 53.2s remaining: 1m 20s 496: learn: 0.4060107 test: 0.4285004 best: 0.4284781 (480) total: 53.4s remaining: 1m 20s 497: learn: 0.4060107 test: 0.4285005 best: 0.4284781 (480) total: 53.6s remaining: 1m 20s 498: learn: 0.4060107 test: 0.4285005 best: 0.4284781 (480) total: 53.6s remaining: 1m 20s 499: learn: 0.4060107 test: 0.4285005 best: 0.4284781 (480) total: 53.7s remaining: 1m 20s 500: learn: 0.4060107 test: 0.4285005 best: 0.4284781 (480) total: 53.9s remaining: 1m 20s 501: learn: 0.4060107 test: 0.4285005 best: 0.4284781 (480) total: 54s remaining: 1m 20s 502: learn: 0.4060107 test: 0.4285006 best: 0.4284781 (480) total: 54.2s remaining: 1m 20s 503: learn: 0.4060107 test: 0.4285006 best: 0.4284781 (480) total: 54.4s remaining: 1m 20s 504: learn: 0.4060107 test: 0.4285006 best: 0.4284781 (480) total: 54.4s remaining: 1m 20s 505: learn: 0.4060107 test: 0.4285006 best: 0.4284781 (480) total: 54.6s remaining: 1m 20s 506: learn: 0.4060107 test: 0.4285006 best: 0.4284781 (480) total: 54.8s remaining: 1m 20s 507: learn: 0.4060107 test: 0.4285006 best: 0.4284781 (480) total: 54.9s remaining: 1m 20s 508: learn: 0.4060107 test: 0.4285007 best: 0.4284781 (480) total: 55s remaining: 1m 20s 509: learn: 0.4060107 test: 0.4285008 best: 0.4284781 (480) total: 55.2s remaining: 1m 20s 510: learn: 0.4060107 test: 0.4285008 best: 0.4284781 (480) total: 55.2s remaining: 1m 19s 511: learn: 0.4060107 test: 0.4285008 best: 0.4284781 (480) total: 55.4s remaining: 1m 19s 512: learn: 0.4060107 test: 0.4285009 best: 0.4284781 (480) total: 55.5s remaining: 1m 19s 513: learn: 0.4060027 test: 0.4285125 best: 0.4284781 (480) total: 55.6s remaining: 1m 19s 514: learn: 0.4060027 test: 0.4285125 best: 0.4284781 (480) total: 55.8s remaining: 1m 19s 515: learn: 0.4060027 test: 0.4285125 best: 0.4284781 (480) total: 55.9s remaining: 1m 19s 516: learn: 0.4060027 test: 0.4285126 best: 0.4284781 (480) total: 56s remaining: 1m 19s 517: learn: 0.4060027 test: 0.4285126 best: 0.4284781 (480) total: 56.1s remaining: 1m 19s 518: learn: 0.4060027 test: 0.4285126 best: 0.4284781 (480) total: 56.3s remaining: 1m 19s 519: learn: 0.4060027 test: 0.4285126 best: 0.4284781 (480) total: 56.4s remaining: 1m 19s 520: learn: 0.4060027 test: 0.4285126 best: 0.4284781 (480) total: 56.6s remaining: 1m 19s 521: learn: 0.4060027 test: 0.4285127 best: 0.4284781 (480) total: 56.7s remaining: 1m 19s 522: learn: 0.4060027 test: 0.4285127 best: 0.4284781 (480) total: 56.9s remaining: 1m 19s 523: learn: 0.4060027 test: 0.4285127 best: 0.4284781 (480) total: 57s remaining: 1m 18s 524: learn: 0.4060027 test: 0.4285127 best: 0.4284781 (480) total: 57.1s remaining: 1m 18s 525: learn: 0.4060026 test: 0.4285129 best: 0.4284781 (480) total: 57.3s remaining: 1m 18s 526: learn: 0.4060026 test: 0.4285129 best: 0.4284781 (480) total: 57.4s remaining: 1m 18s 527: learn: 0.4060026 test: 0.4285130 best: 0.4284781 (480) total: 57.6s remaining: 1m 18s 528: learn: 0.4060026 test: 0.4285130 best: 0.4284781 (480) total: 57.8s remaining: 1m 18s 529: learn: 0.4060023 test: 0.4285130 best: 0.4284781 (480) total: 57.8s remaining: 1m 18s 530: learn: 0.4060023 test: 0.4285130 best: 0.4284781 (480) total: 58s remaining: 1m 18s 531: learn: 0.4060023 test: 0.4285130 best: 0.4284781 (480) total: 58.2s remaining: 1m 18s 532: learn: 0.4060023 test: 0.4285130 best: 0.4284781 (480) total: 58.3s remaining: 1m 18s 533: learn: 0.4060023 test: 0.4285130 best: 0.4284781 (480) total: 58.5s remaining: 1m 18s 534: learn: 0.4060023 test: 0.4285131 best: 0.4284781 (480) total: 58.6s remaining: 1m 18s 535: learn: 0.4060023 test: 0.4285131 best: 0.4284781 (480) total: 58.7s remaining: 1m 18s 536: learn: 0.4060023 test: 0.4285131 best: 0.4284781 (480) total: 58.8s remaining: 1m 18s 537: learn: 0.4060023 test: 0.4285131 best: 0.4284781 (480) total: 58.9s remaining: 1m 18s 538: learn: 0.4060023 test: 0.4285131 best: 0.4284781 (480) total: 59.1s remaining: 1m 17s 539: learn: 0.4060023 test: 0.4285132 best: 0.4284781 (480) total: 59.3s remaining: 1m 17s 540: learn: 0.4060023 test: 0.4285132 best: 0.4284781 (480) total: 59.4s remaining: 1m 17s 541: learn: 0.4060023 test: 0.4285133 best: 0.4284781 (480) total: 59.4s remaining: 1m 17s 542: learn: 0.4060023 test: 0.4285133 best: 0.4284781 (480) total: 59.6s remaining: 1m 17s 543: learn: 0.4059887 test: 0.4285323 best: 0.4284781 (480) total: 59.7s remaining: 1m 17s 544: learn: 0.4059887 test: 0.4285323 best: 0.4284781 (480) total: 59.8s remaining: 1m 17s 545: learn: 0.4059887 test: 0.4285323 best: 0.4284781 (480) total: 60s remaining: 1m 17s 546: learn: 0.4059887 test: 0.4285323 best: 0.4284781 (480) total: 1m remaining: 1m 17s 547: learn: 0.4059887 test: 0.4285323 best: 0.4284781 (480) total: 1m remaining: 1m 17s 548: learn: 0.4059886 test: 0.4285324 best: 0.4284781 (480) total: 1m remaining: 1m 16s 549: learn: 0.4059886 test: 0.4285325 best: 0.4284781 (480) total: 1m remaining: 1m 16s 550: learn: 0.4059886 test: 0.4285325 best: 0.4284781 (480) total: 1m remaining: 1m 16s 551: learn: 0.4059798 test: 0.4285397 best: 0.4284781 (480) total: 1m remaining: 1m 16s 552: learn: 0.4059797 test: 0.4285397 best: 0.4284781 (480) total: 1m remaining: 1m 16s 553: learn: 0.4059797 test: 0.4285397 best: 0.4284781 (480) total: 1m 1s remaining: 1m 16s 554: learn: 0.4059797 test: 0.4285397 best: 0.4284781 (480) total: 1m 1s remaining: 1m 16s 555: learn: 0.4059797 test: 0.4285397 best: 0.4284781 (480) total: 1m 1s remaining: 1m 16s 556: learn: 0.4059797 test: 0.4285397 best: 0.4284781 (480) total: 1m 1s remaining: 1m 16s 557: learn: 0.4059797 test: 0.4285397 best: 0.4284781 (480) total: 1m 1s remaining: 1m 16s 558: learn: 0.4059797 test: 0.4285397 best: 0.4284781 (480) total: 1m 1s remaining: 1m 16s 559: learn: 0.4059797 test: 0.4285397 best: 0.4284781 (480) total: 1m 1s remaining: 1m 16s 560: learn: 0.4059797 test: 0.4285396 best: 0.4284781 (480) total: 1m 1s remaining: 1m 16s 561: learn: 0.4059797 test: 0.4285396 best: 0.4284781 (480) total: 1m 2s remaining: 1m 15s 562: learn: 0.4059797 test: 0.4285396 best: 0.4284781 (480) total: 1m 2s remaining: 1m 15s 563: learn: 0.4059797 test: 0.4285396 best: 0.4284781 (480) total: 1m 2s remaining: 1m 15s 564: learn: 0.4059796 test: 0.4285394 best: 0.4284781 (480) total: 1m 2s remaining: 1m 15s 565: learn: 0.4059796 test: 0.4285394 best: 0.4284781 (480) total: 1m 2s remaining: 1m 15s 566: learn: 0.4059796 test: 0.4285394 best: 0.4284781 (480) total: 1m 2s remaining: 1m 15s 567: learn: 0.4059796 test: 0.4285394 best: 0.4284781 (480) total: 1m 2s remaining: 1m 15s 568: learn: 0.4059796 test: 0.4285394 best: 0.4284781 (480) total: 1m 2s remaining: 1m 15s 569: learn: 0.4059796 test: 0.4285394 best: 0.4284781 (480) total: 1m 2s remaining: 1m 15s 570: learn: 0.4059796 test: 0.4285393 best: 0.4284781 (480) total: 1m 2s remaining: 1m 14s 571: learn: 0.4059796 test: 0.4285393 best: 0.4284781 (480) total: 1m 3s remaining: 1m 14s 572: learn: 0.4059794 test: 0.4285392 best: 0.4284781 (480) total: 1m 3s remaining: 1m 14s 573: learn: 0.4059794 test: 0.4285392 best: 0.4284781 (480) total: 1m 3s remaining: 1m 14s 574: learn: 0.4059794 test: 0.4285392 best: 0.4284781 (480) total: 1m 3s remaining: 1m 14s 575: learn: 0.4059794 test: 0.4285392 best: 0.4284781 (480) total: 1m 3s remaining: 1m 14s 576: learn: 0.4059794 test: 0.4285392 best: 0.4284781 (480) total: 1m 3s remaining: 1m 14s 577: learn: 0.4059794 test: 0.4285392 best: 0.4284781 (480) total: 1m 3s remaining: 1m 14s 578: learn: 0.4059794 test: 0.4285392 best: 0.4284781 (480) total: 1m 3s remaining: 1m 14s 579: learn: 0.4059794 test: 0.4285391 best: 0.4284781 (480) total: 1m 3s remaining: 1m 13s 580: learn: 0.4059794 test: 0.4285391 best: 0.4284781 (480) total: 1m 4s remaining: 1m 13s 581: learn: 0.4059564 test: 0.4285377 best: 0.4284781 (480) total: 1m 4s remaining: 1m 13s 582: learn: 0.4059563 test: 0.4285377 best: 0.4284781 (480) total: 1m 4s remaining: 1m 13s 583: learn: 0.4059563 test: 0.4285377 best: 0.4284781 (480) total: 1m 4s remaining: 1m 13s 584: learn: 0.4059530 test: 0.4285360 best: 0.4284781 (480) total: 1m 4s remaining: 1m 13s 585: learn: 0.4059530 test: 0.4285360 best: 0.4284781 (480) total: 1m 4s remaining: 1m 13s 586: learn: 0.4059331 test: 0.4285182 best: 0.4284781 (480) total: 1m 4s remaining: 1m 13s 587: learn: 0.4059331 test: 0.4285182 best: 0.4284781 (480) total: 1m 5s remaining: 1m 13s 588: learn: 0.4059331 test: 0.4285182 best: 0.4284781 (480) total: 1m 5s remaining: 1m 13s 589: learn: 0.4059316 test: 0.4285153 best: 0.4284781 (480) total: 1m 5s remaining: 1m 12s 590: learn: 0.4059167 test: 0.4285117 best: 0.4284781 (480) total: 1m 5s remaining: 1m 12s 591: learn: 0.4059163 test: 0.4285156 best: 0.4284781 (480) total: 1m 5s remaining: 1m 12s 592: learn: 0.4059163 test: 0.4285156 best: 0.4284781 (480) total: 1m 5s remaining: 1m 12s 593: learn: 0.4059148 test: 0.4285157 best: 0.4284781 (480) total: 1m 5s remaining: 1m 12s 594: learn: 0.4059148 test: 0.4285157 best: 0.4284781 (480) total: 1m 5s remaining: 1m 12s 595: learn: 0.4059112 test: 0.4285156 best: 0.4284781 (480) total: 1m 6s remaining: 1m 12s 596: learn: 0.4059112 test: 0.4285158 best: 0.4284781 (480) total: 1m 6s remaining: 1m 12s 597: learn: 0.4059111 test: 0.4285159 best: 0.4284781 (480) total: 1m 6s remaining: 1m 12s 598: learn: 0.4059111 test: 0.4285159 best: 0.4284781 (480) total: 1m 6s remaining: 1m 12s 599: learn: 0.4059108 test: 0.4285194 best: 0.4284781 (480) total: 1m 6s remaining: 1m 12s 600: learn: 0.4059108 test: 0.4285195 best: 0.4284781 (480) total: 1m 6s remaining: 1m 12s 601: learn: 0.4059087 test: 0.4285218 best: 0.4284781 (480) total: 1m 6s remaining: 1m 12s 602: learn: 0.4058979 test: 0.4285154 best: 0.4284781 (480) total: 1m 7s remaining: 1m 11s 603: learn: 0.4058974 test: 0.4285215 best: 0.4284781 (480) total: 1m 7s remaining: 1m 11s 604: learn: 0.4058957 test: 0.4285238 best: 0.4284781 (480) total: 1m 7s remaining: 1m 11s 605: learn: 0.4058957 test: 0.4285240 best: 0.4284781 (480) total: 1m 7s remaining: 1m 11s 606: learn: 0.4058955 test: 0.4285269 best: 0.4284781 (480) total: 1m 7s remaining: 1m 11s 607: learn: 0.4058953 test: 0.4285295 best: 0.4284781 (480) total: 1m 7s remaining: 1m 11s 608: learn: 0.4058952 test: 0.4285319 best: 0.4284781 (480) total: 1m 7s remaining: 1m 11s 609: learn: 0.4058952 test: 0.4285321 best: 0.4284781 (480) total: 1m 7s remaining: 1m 11s 610: learn: 0.4058952 test: 0.4285322 best: 0.4284781 (480) total: 1m 8s remaining: 1m 11s 611: learn: 0.4058951 test: 0.4285323 best: 0.4284781 (480) total: 1m 8s remaining: 1m 11s 612: learn: 0.4058950 test: 0.4285346 best: 0.4284781 (480) total: 1m 8s remaining: 1m 11s 613: learn: 0.4058950 test: 0.4285346 best: 0.4284781 (480) total: 1m 8s remaining: 1m 10s 614: learn: 0.4058949 test: 0.4285367 best: 0.4284781 (480) total: 1m 8s remaining: 1m 10s 615: learn: 0.4058948 test: 0.4285385 best: 0.4284781 (480) total: 1m 8s remaining: 1m 10s 616: learn: 0.4058948 test: 0.4285386 best: 0.4284781 (480) total: 1m 8s remaining: 1m 10s 617: learn: 0.4058946 test: 0.4285432 best: 0.4284781 (480) total: 1m 9s remaining: 1m 10s 618: learn: 0.4058946 test: 0.4285433 best: 0.4284781 (480) total: 1m 9s remaining: 1m 10s 619: learn: 0.4058946 test: 0.4285434 best: 0.4284781 (480) total: 1m 9s remaining: 1m 10s 620: learn: 0.4058946 test: 0.4285435 best: 0.4284781 (480) total: 1m 9s remaining: 1m 10s 621: learn: 0.4058923 test: 0.4285416 best: 0.4284781 (480) total: 1m 9s remaining: 1m 10s 622: learn: 0.4058923 test: 0.4285433 best: 0.4284781 (480) total: 1m 9s remaining: 1m 10s 623: learn: 0.4058922 test: 0.4285433 best: 0.4284781 (480) total: 1m 10s remaining: 1m 10s 624: learn: 0.4058922 test: 0.4285434 best: 0.4284781 (480) total: 1m 10s remaining: 1m 10s 625: learn: 0.4058922 test: 0.4285450 best: 0.4284781 (480) total: 1m 10s remaining: 1m 9s 626: learn: 0.4058922 test: 0.4285450 best: 0.4284781 (480) total: 1m 10s remaining: 1m 9s 627: learn: 0.4058922 test: 0.4285450 best: 0.4284781 (480) total: 1m 10s remaining: 1m 9s 628: learn: 0.4058920 test: 0.4285464 best: 0.4284781 (480) total: 1m 10s remaining: 1m 9s 629: learn: 0.4058920 test: 0.4285465 best: 0.4284781 (480) total: 1m 10s remaining: 1m 9s 630: learn: 0.4058919 test: 0.4285477 best: 0.4284781 (480) total: 1m 10s remaining: 1m 9s 631: learn: 0.4058919 test: 0.4285478 best: 0.4284781 (480) total: 1m 10s remaining: 1m 9s 632: learn: 0.4058919 test: 0.4285480 best: 0.4284781 (480) total: 1m 11s remaining: 1m 9s 633: learn: 0.4058918 test: 0.4285482 best: 0.4284781 (480) total: 1m 11s remaining: 1m 9s 634: learn: 0.4058918 test: 0.4285484 best: 0.4284781 (480) total: 1m 11s remaining: 1m 8s 635: learn: 0.4058918 test: 0.4285485 best: 0.4284781 (480) total: 1m 11s remaining: 1m 8s 636: learn: 0.4058918 test: 0.4285487 best: 0.4284781 (480) total: 1m 11s remaining: 1m 8s 637: learn: 0.4058918 test: 0.4285487 best: 0.4284781 (480) total: 1m 11s remaining: 1m 8s 638: learn: 0.4058917 test: 0.4285487 best: 0.4284781 (480) total: 1m 11s remaining: 1m 8s 639: learn: 0.4058917 test: 0.4285487 best: 0.4284781 (480) total: 1m 11s remaining: 1m 8s 640: learn: 0.4058917 test: 0.4285487 best: 0.4284781 (480) total: 1m 11s remaining: 1m 8s 641: learn: 0.4058917 test: 0.4285503 best: 0.4284781 (480) total: 1m 11s remaining: 1m 8s 642: learn: 0.4058917 test: 0.4285504 best: 0.4284781 (480) total: 1m 12s remaining: 1m 8s 643: learn: 0.4058916 test: 0.4285506 best: 0.4284781 (480) total: 1m 12s remaining: 1m 7s 644: learn: 0.4058916 test: 0.4285507 best: 0.4284781 (480) total: 1m 12s remaining: 1m 7s 645: learn: 0.4058658 test: 0.4285482 best: 0.4284781 (480) total: 1m 12s remaining: 1m 7s 646: learn: 0.4058657 test: 0.4285498 best: 0.4284781 (480) total: 1m 12s remaining: 1m 7s 647: learn: 0.4058654 test: 0.4285499 best: 0.4284781 (480) total: 1m 12s remaining: 1m 7s 648: learn: 0.4058651 test: 0.4285509 best: 0.4284781 (480) total: 1m 12s remaining: 1m 7s 649: learn: 0.4058632 test: 0.4285503 best: 0.4284781 (480) total: 1m 13s remaining: 1m 7s 650: learn: 0.4058632 test: 0.4285516 best: 0.4284781 (480) total: 1m 13s remaining: 1m 7s 651: learn: 0.4058632 test: 0.4285527 best: 0.4284781 (480) total: 1m 13s remaining: 1m 7s 652: learn: 0.4058630 test: 0.4285528 best: 0.4284781 (480) total: 1m 13s remaining: 1m 7s 653: learn: 0.4058630 test: 0.4285528 best: 0.4284781 (480) total: 1m 13s remaining: 1m 6s 654: learn: 0.4058630 test: 0.4285528 best: 0.4284781 (480) total: 1m 13s remaining: 1m 6s 655: learn: 0.4058629 test: 0.4285529 best: 0.4284781 (480) total: 1m 13s remaining: 1m 6s 656: learn: 0.4058629 test: 0.4285530 best: 0.4284781 (480) total: 1m 13s remaining: 1m 6s 657: learn: 0.4058629 test: 0.4285530 best: 0.4284781 (480) total: 1m 13s remaining: 1m 6s 658: learn: 0.4058629 test: 0.4285532 best: 0.4284781 (480) total: 1m 13s remaining: 1m 6s 659: learn: 0.4058629 test: 0.4285532 best: 0.4284781 (480) total: 1m 14s remaining: 1m 6s 660: learn: 0.4058629 test: 0.4285544 best: 0.4284781 (480) total: 1m 14s remaining: 1m 6s 661: learn: 0.4058628 test: 0.4285556 best: 0.4284781 (480) total: 1m 14s remaining: 1m 5s 662: learn: 0.4058628 test: 0.4285556 best: 0.4284781 (480) total: 1m 14s remaining: 1m 5s 663: learn: 0.4058628 test: 0.4285556 best: 0.4284781 (480) total: 1m 14s remaining: 1m 5s 664: learn: 0.4058628 test: 0.4285556 best: 0.4284781 (480) total: 1m 14s remaining: 1m 5s 665: learn: 0.4058628 test: 0.4285556 best: 0.4284781 (480) total: 1m 14s remaining: 1m 5s 666: learn: 0.4058628 test: 0.4285556 best: 0.4284781 (480) total: 1m 14s remaining: 1m 5s 667: learn: 0.4058628 test: 0.4285556 best: 0.4284781 (480) total: 1m 14s remaining: 1m 5s 668: learn: 0.4058628 test: 0.4285566 best: 0.4284781 (480) total: 1m 15s remaining: 1m 5s 669: learn: 0.4058628 test: 0.4285568 best: 0.4284781 (480) total: 1m 15s remaining: 1m 5s 670: learn: 0.4058628 test: 0.4285569 best: 0.4284781 (480) total: 1m 15s remaining: 1m 4s 671: learn: 0.4058627 test: 0.4285570 best: 0.4284781 (480) total: 1m 15s remaining: 1m 4s 672: learn: 0.4058627 test: 0.4285571 best: 0.4284781 (480) total: 1m 15s remaining: 1m 4s 673: learn: 0.4058627 test: 0.4285571 best: 0.4284781 (480) total: 1m 15s remaining: 1m 4s 674: learn: 0.4058627 test: 0.4285583 best: 0.4284781 (480) total: 1m 15s remaining: 1m 4s 675: learn: 0.4058627 test: 0.4285584 best: 0.4284781 (480) total: 1m 15s remaining: 1m 4s 676: learn: 0.4058627 test: 0.4285584 best: 0.4284781 (480) total: 1m 15s remaining: 1m 4s 677: learn: 0.4058627 test: 0.4285596 best: 0.4284781 (480) total: 1m 16s remaining: 1m 4s 678: learn: 0.4058477 test: 0.4285804 best: 0.4284781 (480) total: 1m 16s remaining: 1m 4s 679: learn: 0.4058477 test: 0.4285804 best: 0.4284781 (480) total: 1m 16s remaining: 1m 3s 680: learn: 0.4058477 test: 0.4285805 best: 0.4284781 (480) total: 1m 16s remaining: 1m 3s 681: learn: 0.4058477 test: 0.4285806 best: 0.4284781 (480) total: 1m 16s remaining: 1m 3s 682: learn: 0.4058477 test: 0.4285807 best: 0.4284781 (480) total: 1m 16s remaining: 1m 3s 683: learn: 0.4058475 test: 0.4285818 best: 0.4284781 (480) total: 1m 16s remaining: 1m 3s 684: learn: 0.4058475 test: 0.4285818 best: 0.4284781 (480) total: 1m 16s remaining: 1m 3s 685: learn: 0.4058475 test: 0.4285828 best: 0.4284781 (480) total: 1m 16s remaining: 1m 3s 686: learn: 0.4058473 test: 0.4285837 best: 0.4284781 (480) total: 1m 17s remaining: 1m 3s 687: learn: 0.4058473 test: 0.4285838 best: 0.4284781 (480) total: 1m 17s remaining: 1m 3s 688: learn: 0.4058473 test: 0.4285839 best: 0.4284781 (480) total: 1m 17s remaining: 1m 2s 689: learn: 0.4058473 test: 0.4285840 best: 0.4284781 (480) total: 1m 17s remaining: 1m 2s 690: learn: 0.4058473 test: 0.4285840 best: 0.4284781 (480) total: 1m 17s remaining: 1m 2s 691: learn: 0.4058473 test: 0.4285850 best: 0.4284781 (480) total: 1m 17s remaining: 1m 2s 692: learn: 0.4058472 test: 0.4285851 best: 0.4284781 (480) total: 1m 17s remaining: 1m 2s 693: learn: 0.4058472 test: 0.4285852 best: 0.4284781 (480) total: 1m 17s remaining: 1m 2s 694: learn: 0.4058472 test: 0.4285862 best: 0.4284781 (480) total: 1m 17s remaining: 1m 2s 695: learn: 0.4058472 test: 0.4285863 best: 0.4284781 (480) total: 1m 18s remaining: 1m 2s 696: learn: 0.4058472 test: 0.4285864 best: 0.4284781 (480) total: 1m 18s remaining: 1m 1s 697: learn: 0.4058471 test: 0.4285874 best: 0.4284781 (480) total: 1m 18s remaining: 1m 1s 698: learn: 0.4058470 test: 0.4285883 best: 0.4284781 (480) total: 1m 18s remaining: 1m 1s 699: learn: 0.4058470 test: 0.4285884 best: 0.4284781 (480) total: 1m 18s remaining: 1m 1s 700: learn: 0.4058469 test: 0.4285892 best: 0.4284781 (480) total: 1m 18s remaining: 1m 1s 701: learn: 0.4058468 test: 0.4285900 best: 0.4284781 (480) total: 1m 18s remaining: 1m 1s 702: learn: 0.4058468 test: 0.4285901 best: 0.4284781 (480) total: 1m 18s remaining: 1m 1s 703: learn: 0.4058468 test: 0.4285902 best: 0.4284781 (480) total: 1m 18s remaining: 1m 1s 704: learn: 0.4058467 test: 0.4285909 best: 0.4284781 (480) total: 1m 18s remaining: 1m 705: learn: 0.4058467 test: 0.4285910 best: 0.4284781 (480) total: 1m 18s remaining: 1m 706: learn: 0.4058467 test: 0.4285911 best: 0.4284781 (480) total: 1m 19s remaining: 1m 707: learn: 0.4058467 test: 0.4285912 best: 0.4284781 (480) total: 1m 19s remaining: 1m 708: learn: 0.4058390 test: 0.4285889 best: 0.4284781 (480) total: 1m 19s remaining: 1m 709: learn: 0.4058390 test: 0.4285889 best: 0.4284781 (480) total: 1m 19s remaining: 1m 710: learn: 0.4058387 test: 0.4285890 best: 0.4284781 (480) total: 1m 19s remaining: 1m 711: learn: 0.4058386 test: 0.4285891 best: 0.4284781 (480) total: 1m 19s remaining: 1m 712: learn: 0.4058381 test: 0.4285881 best: 0.4284781 (480) total: 1m 19s remaining: 1m 713: learn: 0.4058381 test: 0.4285881 best: 0.4284781 (480) total: 1m 20s remaining: 1m 714: learn: 0.4058381 test: 0.4285881 best: 0.4284781 (480) total: 1m 20s remaining: 59.9s 715: learn: 0.4058381 test: 0.4285882 best: 0.4284781 (480) total: 1m 20s remaining: 59.8s 716: learn: 0.4058381 test: 0.4285883 best: 0.4284781 (480) total: 1m 20s remaining: 59.8s 717: learn: 0.4058381 test: 0.4285883 best: 0.4284781 (480) total: 1m 20s remaining: 59.7s 718: learn: 0.4058381 test: 0.4285883 best: 0.4284781 (480) total: 1m 20s remaining: 59.6s 719: learn: 0.4058381 test: 0.4285894 best: 0.4284781 (480) total: 1m 20s remaining: 59.5s 720: learn: 0.4058259 test: 0.4286117 best: 0.4284781 (480) total: 1m 20s remaining: 59.4s 721: learn: 0.4058259 test: 0.4286125 best: 0.4284781 (480) total: 1m 21s remaining: 59.3s 722: learn: 0.4058259 test: 0.4286125 best: 0.4284781 (480) total: 1m 21s remaining: 59.2s 723: learn: 0.4058161 test: 0.4286336 best: 0.4284781 (480) total: 1m 21s remaining: 59.1s 724: learn: 0.4058160 test: 0.4286337 best: 0.4284781 (480) total: 1m 21s remaining: 59s 725: learn: 0.4058160 test: 0.4286337 best: 0.4284781 (480) total: 1m 21s remaining: 59s 726: learn: 0.4058160 test: 0.4286337 best: 0.4284781 (480) total: 1m 21s remaining: 58.8s 727: learn: 0.4058159 test: 0.4286345 best: 0.4284781 (480) total: 1m 21s remaining: 58.7s 728: learn: 0.4058159 test: 0.4286345 best: 0.4284781 (480) total: 1m 22s remaining: 58.6s 729: learn: 0.4058159 test: 0.4286346 best: 0.4284781 (480) total: 1m 22s remaining: 58.5s 730: learn: 0.4058159 test: 0.4286346 best: 0.4284781 (480) total: 1m 22s remaining: 58.5s 731: learn: 0.4058159 test: 0.4286354 best: 0.4284781 (480) total: 1m 22s remaining: 58.3s 732: learn: 0.4058159 test: 0.4286355 best: 0.4284781 (480) total: 1m 22s remaining: 58.1s 733: learn: 0.4058159 test: 0.4286362 best: 0.4284781 (480) total: 1m 22s remaining: 58.1s 734: learn: 0.4058159 test: 0.4286362 best: 0.4284781 (480) total: 1m 22s remaining: 57.9s 735: learn: 0.4058159 test: 0.4286363 best: 0.4284781 (480) total: 1m 22s remaining: 57.8s 736: learn: 0.4058158 test: 0.4286364 best: 0.4284781 (480) total: 1m 22s remaining: 57.7s 737: learn: 0.4058158 test: 0.4286365 best: 0.4284781 (480) total: 1m 22s remaining: 57.6s 738: learn: 0.4057889 test: 0.4286413 best: 0.4284781 (480) total: 1m 23s remaining: 57.5s 739: learn: 0.4057884 test: 0.4286413 best: 0.4284781 (480) total: 1m 23s remaining: 57.4s 740: learn: 0.4057884 test: 0.4286415 best: 0.4284781 (480) total: 1m 23s remaining: 57.3s 741: learn: 0.4057880 test: 0.4286415 best: 0.4284781 (480) total: 1m 23s remaining: 57.2s 742: learn: 0.4057855 test: 0.4286416 best: 0.4284781 (480) total: 1m 23s remaining: 57.1s 743: learn: 0.4057855 test: 0.4286416 best: 0.4284781 (480) total: 1m 23s remaining: 57s 744: learn: 0.4057855 test: 0.4286424 best: 0.4284781 (480) total: 1m 23s remaining: 56.9s 745: learn: 0.4057854 test: 0.4286424 best: 0.4284781 (480) total: 1m 24s remaining: 56.8s 746: learn: 0.4057853 test: 0.4286420 best: 0.4284781 (480) total: 1m 24s remaining: 56.7s 747: learn: 0.4057853 test: 0.4286427 best: 0.4284781 (480) total: 1m 24s remaining: 56.6s 748: learn: 0.4057852 test: 0.4286427 best: 0.4284781 (480) total: 1m 24s remaining: 56.5s 749: learn: 0.4057852 test: 0.4286427 best: 0.4284781 (480) total: 1m 24s remaining: 56.3s 750: learn: 0.4057851 test: 0.4286427 best: 0.4284781 (480) total: 1m 24s remaining: 56.2s 751: learn: 0.4057851 test: 0.4286434 best: 0.4284781 (480) total: 1m 24s remaining: 56.1s 752: learn: 0.4057851 test: 0.4286434 best: 0.4284781 (480) total: 1m 24s remaining: 56.1s 753: learn: 0.4057851 test: 0.4286434 best: 0.4284781 (480) total: 1m 25s remaining: 56s 754: learn: 0.4057851 test: 0.4286434 best: 0.4284781 (480) total: 1m 25s remaining: 55.9s 755: learn: 0.4057851 test: 0.4286435 best: 0.4284781 (480) total: 1m 25s remaining: 55.8s 756: learn: 0.4057851 test: 0.4286436 best: 0.4284781 (480) total: 1m 25s remaining: 55.7s 757: learn: 0.4057850 test: 0.4286436 best: 0.4284781 (480) total: 1m 25s remaining: 55.6s 758: learn: 0.4057850 test: 0.4286436 best: 0.4284781 (480) total: 1m 25s remaining: 55.5s 759: learn: 0.4057850 test: 0.4286436 best: 0.4284781 (480) total: 1m 25s remaining: 55.3s 760: learn: 0.4057849 test: 0.4286432 best: 0.4284781 (480) total: 1m 25s remaining: 55.2s 761: learn: 0.4057849 test: 0.4286429 best: 0.4284781 (480) total: 1m 26s remaining: 55.1s 762: learn: 0.4057849 test: 0.4286430 best: 0.4284781 (480) total: 1m 26s remaining: 55s 763: learn: 0.4057848 test: 0.4286430 best: 0.4284781 (480) total: 1m 26s remaining: 54.9s 764: learn: 0.4057848 test: 0.4286431 best: 0.4284781 (480) total: 1m 26s remaining: 54.8s 765: learn: 0.4057842 test: 0.4286427 best: 0.4284781 (480) total: 1m 26s remaining: 54.7s 766: learn: 0.4057838 test: 0.4286427 best: 0.4284781 (480) total: 1m 26s remaining: 54.6s 767: learn: 0.4057622 test: 0.4286481 best: 0.4284781 (480) total: 1m 26s remaining: 54.5s 768: learn: 0.4057622 test: 0.4286482 best: 0.4284781 (480) total: 1m 27s remaining: 54.5s 769: learn: 0.4057622 test: 0.4286485 best: 0.4284781 (480) total: 1m 27s remaining: 54.4s 770: learn: 0.4057581 test: 0.4286487 best: 0.4284781 (480) total: 1m 27s remaining: 54.3s 771: learn: 0.4057538 test: 0.4286607 best: 0.4284781 (480) total: 1m 27s remaining: 54.2s 772: learn: 0.4057537 test: 0.4286607 best: 0.4284781 (480) total: 1m 27s remaining: 54.1s 773: learn: 0.4057537 test: 0.4286619 best: 0.4284781 (480) total: 1m 27s remaining: 54s 774: learn: 0.4057537 test: 0.4286619 best: 0.4284781 (480) total: 1m 27s remaining: 53.9s 775: learn: 0.4057516 test: 0.4286605 best: 0.4284781 (480) total: 1m 28s remaining: 53.8s 776: learn: 0.4057470 test: 0.4286715 best: 0.4284781 (480) total: 1m 28s remaining: 53.7s 777: learn: 0.4057470 test: 0.4286716 best: 0.4284781 (480) total: 1m 28s remaining: 53.6s 778: learn: 0.4057462 test: 0.4286716 best: 0.4284781 (480) total: 1m 28s remaining: 53.5s 779: learn: 0.4057440 test: 0.4286715 best: 0.4284781 (480) total: 1m 28s remaining: 53.4s 780: learn: 0.4057403 test: 0.4286815 best: 0.4284781 (480) total: 1m 28s remaining: 53.3s 781: learn: 0.4057402 test: 0.4286815 best: 0.4284781 (480) total: 1m 28s remaining: 53.2s 782: learn: 0.4057378 test: 0.4286839 best: 0.4284781 (480) total: 1m 29s remaining: 53.1s 783: learn: 0.4057242 test: 0.4286850 best: 0.4284781 (480) total: 1m 29s remaining: 53s 784: learn: 0.4057237 test: 0.4286850 best: 0.4284781 (480) total: 1m 29s remaining: 52.9s 785: learn: 0.4057216 test: 0.4286941 best: 0.4284781 (480) total: 1m 29s remaining: 52.8s 786: learn: 0.4057205 test: 0.4286931 best: 0.4284781 (480) total: 1m 29s remaining: 52.8s 787: learn: 0.4045419 test: 0.4275972 best: 0.4275972 (787) total: 1m 29s remaining: 52.7s 788: learn: 0.4045419 test: 0.4275973 best: 0.4275972 (787) total: 1m 29s remaining: 52.6s 789: learn: 0.4045397 test: 0.4275967 best: 0.4275967 (789) total: 1m 30s remaining: 52.5s 790: learn: 0.4045396 test: 0.4275966 best: 0.4275966 (790) total: 1m 30s remaining: 52.4s 791: learn: 0.4045392 test: 0.4275966 best: 0.4275966 (790) total: 1m 30s remaining: 52.3s 792: learn: 0.4045375 test: 0.4275993 best: 0.4275966 (790) total: 1m 30s remaining: 52.2s 793: learn: 0.4045338 test: 0.4275990 best: 0.4275966 (790) total: 1m 30s remaining: 52.1s 794: learn: 0.4045273 test: 0.4275956 best: 0.4275956 (794) total: 1m 30s remaining: 52s 795: learn: 0.4045241 test: 0.4275961 best: 0.4275956 (794) total: 1m 31s remaining: 51.9s 796: learn: 0.4045150 test: 0.4275998 best: 0.4275956 (794) total: 1m 31s remaining: 51.8s 797: learn: 0.4045147 test: 0.4275998 best: 0.4275956 (794) total: 1m 31s remaining: 51.7s 798: learn: 0.4045145 test: 0.4275998 best: 0.4275956 (794) total: 1m 31s remaining: 51.6s 799: learn: 0.4045143 test: 0.4275998 best: 0.4275956 (794) total: 1m 31s remaining: 51.5s 800: learn: 0.4045141 test: 0.4275998 best: 0.4275956 (794) total: 1m 31s remaining: 51.4s 801: learn: 0.4045046 test: 0.4276012 best: 0.4275956 (794) total: 1m 31s remaining: 51.3s 802: learn: 0.4045045 test: 0.4276011 best: 0.4275956 (794) total: 1m 32s remaining: 51.2s 803: learn: 0.4045045 test: 0.4276011 best: 0.4275956 (794) total: 1m 32s remaining: 51.1s 804: learn: 0.4045045 test: 0.4276011 best: 0.4275956 (794) total: 1m 32s remaining: 51s 805: learn: 0.4045045 test: 0.4276011 best: 0.4275956 (794) total: 1m 32s remaining: 50.9s 806: learn: 0.4045045 test: 0.4276010 best: 0.4275956 (794) total: 1m 32s remaining: 50.7s 807: learn: 0.4045044 test: 0.4276010 best: 0.4275956 (794) total: 1m 32s remaining: 50.6s 808: learn: 0.4045044 test: 0.4276011 best: 0.4275956 (794) total: 1m 32s remaining: 50.5s 809: learn: 0.4045043 test: 0.4276010 best: 0.4275956 (794) total: 1m 32s remaining: 50.4s 810: learn: 0.4044997 test: 0.4275980 best: 0.4275956 (794) total: 1m 32s remaining: 50.3s 811: learn: 0.4044997 test: 0.4275980 best: 0.4275956 (794) total: 1m 33s remaining: 50.2s 812: learn: 0.4044996 test: 0.4275979 best: 0.4275956 (794) total: 1m 33s remaining: 50.1s 813: learn: 0.4044996 test: 0.4275976 best: 0.4275956 (794) total: 1m 33s remaining: 50s 814: learn: 0.4044995 test: 0.4275977 best: 0.4275956 (794) total: 1m 33s remaining: 50s 815: learn: 0.4044981 test: 0.4276061 best: 0.4275956 (794) total: 1m 33s remaining: 49.9s 816: learn: 0.4044980 test: 0.4276061 best: 0.4275956 (794) total: 1m 33s remaining: 49.8s 817: learn: 0.4044979 test: 0.4276061 best: 0.4275956 (794) total: 1m 33s remaining: 49.6s 818: learn: 0.4044979 test: 0.4276061 best: 0.4275956 (794) total: 1m 34s remaining: 49.5s 819: learn: 0.4044978 test: 0.4276061 best: 0.4275956 (794) total: 1m 34s remaining: 49.4s 820: learn: 0.4044978 test: 0.4276061 best: 0.4275956 (794) total: 1m 34s remaining: 49.3s 821: learn: 0.4044976 test: 0.4276061 best: 0.4275956 (794) total: 1m 34s remaining: 49.2s 822: learn: 0.4044976 test: 0.4276060 best: 0.4275956 (794) total: 1m 34s remaining: 49.1s 823: learn: 0.4044940 test: 0.4276037 best: 0.4275956 (794) total: 1m 34s remaining: 49s 824: learn: 0.4044824 test: 0.4276034 best: 0.4275956 (794) total: 1m 34s remaining: 48.9s 825: learn: 0.4044824 test: 0.4276034 best: 0.4275956 (794) total: 1m 35s remaining: 48.8s 826: learn: 0.4044824 test: 0.4276033 best: 0.4275956 (794) total: 1m 35s remaining: 48.7s 827: learn: 0.4044821 test: 0.4276033 best: 0.4275956 (794) total: 1m 35s remaining: 48.6s 828: learn: 0.4044697 test: 0.4275928 best: 0.4275928 (828) total: 1m 35s remaining: 48.5s 829: learn: 0.4044694 test: 0.4275928 best: 0.4275928 (829) total: 1m 35s remaining: 48.4s 830: learn: 0.4044427 test: 0.4275821 best: 0.4275821 (830) total: 1m 35s remaining: 48.3s 831: learn: 0.4044426 test: 0.4275821 best: 0.4275821 (830) total: 1m 35s remaining: 48.2s 832: learn: 0.4044426 test: 0.4275821 best: 0.4275821 (830) total: 1m 36s remaining: 48.1s 833: learn: 0.4044425 test: 0.4275821 best: 0.4275821 (833) total: 1m 36s remaining: 48s 834: learn: 0.4044424 test: 0.4275818 best: 0.4275818 (834) total: 1m 36s remaining: 47.9s 835: learn: 0.4044423 test: 0.4275817 best: 0.4275817 (835) total: 1m 36s remaining: 47.8s 836: learn: 0.4044419 test: 0.4275823 best: 0.4275817 (835) total: 1m 36s remaining: 47.7s 837: learn: 0.4044418 test: 0.4275821 best: 0.4275817 (835) total: 1m 36s remaining: 47.6s 838: learn: 0.4044417 test: 0.4275821 best: 0.4275817 (835) total: 1m 36s remaining: 47.5s 839: learn: 0.4044417 test: 0.4275820 best: 0.4275817 (835) total: 1m 37s remaining: 47.4s 840: learn: 0.4044417 test: 0.4275820 best: 0.4275817 (835) total: 1m 37s remaining: 47.3s 841: learn: 0.4044416 test: 0.4275820 best: 0.4275817 (835) total: 1m 37s remaining: 47.1s 842: learn: 0.4044416 test: 0.4275820 best: 0.4275817 (835) total: 1m 37s remaining: 47s 843: learn: 0.4044415 test: 0.4275820 best: 0.4275817 (835) total: 1m 37s remaining: 46.9s 844: learn: 0.4044415 test: 0.4275820 best: 0.4275817 (835) total: 1m 37s remaining: 46.8s 845: learn: 0.4044415 test: 0.4275820 best: 0.4275817 (835) total: 1m 37s remaining: 46.7s 846: learn: 0.4044415 test: 0.4275820 best: 0.4275817 (835) total: 1m 37s remaining: 46.6s 847: learn: 0.4044414 test: 0.4275820 best: 0.4275817 (835) total: 1m 38s remaining: 46.5s 848: learn: 0.4044379 test: 0.4275809 best: 0.4275809 (848) total: 1m 38s remaining: 46.4s 849: learn: 0.4044379 test: 0.4275809 best: 0.4275809 (848) total: 1m 38s remaining: 46.3s 850: learn: 0.4044379 test: 0.4275809 best: 0.4275809 (848) total: 1m 38s remaining: 46.2s 851: learn: 0.4044379 test: 0.4275810 best: 0.4275809 (848) total: 1m 38s remaining: 46.1s 852: learn: 0.4044379 test: 0.4275810 best: 0.4275809 (848) total: 1m 38s remaining: 46s 853: learn: 0.4044379 test: 0.4275810 best: 0.4275809 (848) total: 1m 38s remaining: 45.9s 854: learn: 0.4044378 test: 0.4275808 best: 0.4275808 (854) total: 1m 39s remaining: 45.8s 855: learn: 0.4044377 test: 0.4275808 best: 0.4275808 (855) total: 1m 39s remaining: 45.7s 856: learn: 0.4044377 test: 0.4275808 best: 0.4275808 (856) total: 1m 39s remaining: 45.6s 857: learn: 0.4044377 test: 0.4275809 best: 0.4275808 (856) total: 1m 39s remaining: 45.5s 858: learn: 0.4044377 test: 0.4275809 best: 0.4275808 (856) total: 1m 39s remaining: 45.4s 859: learn: 0.4044375 test: 0.4275809 best: 0.4275808 (856) total: 1m 39s remaining: 45.3s 860: learn: 0.4044375 test: 0.4275810 best: 0.4275808 (856) total: 1m 39s remaining: 45.1s 861: learn: 0.4044375 test: 0.4275811 best: 0.4275808 (856) total: 1m 39s remaining: 45s 862: learn: 0.4044375 test: 0.4275811 best: 0.4275808 (856) total: 1m 40s remaining: 44.9s 863: learn: 0.4044375 test: 0.4275811 best: 0.4275808 (856) total: 1m 40s remaining: 44.8s 864: learn: 0.4044375 test: 0.4275811 best: 0.4275808 (856) total: 1m 40s remaining: 44.6s 865: learn: 0.4044375 test: 0.4275811 best: 0.4275808 (856) total: 1m 40s remaining: 44.5s 866: learn: 0.4044375 test: 0.4275813 best: 0.4275808 (856) total: 1m 40s remaining: 44.5s 867: learn: 0.4044375 test: 0.4275813 best: 0.4275808 (856) total: 1m 40s remaining: 44.3s 868: learn: 0.4044374 test: 0.4275811 best: 0.4275808 (856) total: 1m 40s remaining: 44.2s 869: learn: 0.4044374 test: 0.4275811 best: 0.4275808 (856) total: 1m 41s remaining: 44.1s 870: learn: 0.4044374 test: 0.4275811 best: 0.4275808 (856) total: 1m 41s remaining: 44.1s 871: learn: 0.4044374 test: 0.4275811 best: 0.4275808 (856) total: 1m 41s remaining: 44s 872: learn: 0.4044374 test: 0.4275811 best: 0.4275808 (856) total: 1m 41s remaining: 43.9s 873: learn: 0.4044373 test: 0.4275811 best: 0.4275808 (856) total: 1m 41s remaining: 43.8s 874: learn: 0.4044372 test: 0.4275812 best: 0.4275808 (856) total: 1m 41s remaining: 43.6s 875: learn: 0.4044372 test: 0.4275813 best: 0.4275808 (856) total: 1m 41s remaining: 43.5s 876: learn: 0.4044371 test: 0.4275813 best: 0.4275808 (856) total: 1m 42s remaining: 43.4s 877: learn: 0.4044371 test: 0.4275814 best: 0.4275808 (856) total: 1m 42s remaining: 43.3s 878: learn: 0.4044371 test: 0.4275814 best: 0.4275808 (856) total: 1m 42s remaining: 43.2s 879: learn: 0.4044371 test: 0.4275814 best: 0.4275808 (856) total: 1m 42s remaining: 43.1s 880: learn: 0.4044370 test: 0.4275814 best: 0.4275808 (856) total: 1m 42s remaining: 43s 881: learn: 0.4044370 test: 0.4275812 best: 0.4275808 (856) total: 1m 42s remaining: 42.9s 882: learn: 0.4043922 test: 0.4275736 best: 0.4275736 (882) total: 1m 42s remaining: 42.8s 883: learn: 0.4043876 test: 0.4275841 best: 0.4275736 (882) total: 1m 43s remaining: 42.7s 884: learn: 0.4043876 test: 0.4275841 best: 0.4275736 (882) total: 1m 43s remaining: 42.5s 885: learn: 0.4043717 test: 0.4275599 best: 0.4275599 (885) total: 1m 43s remaining: 42.4s 886: learn: 0.4043678 test: 0.4275588 best: 0.4275588 (886) total: 1m 43s remaining: 42.3s 887: learn: 0.4043649 test: 0.4275580 best: 0.4275580 (887) total: 1m 43s remaining: 42.2s 888: learn: 0.4043635 test: 0.4275574 best: 0.4275574 (888) total: 1m 43s remaining: 42.1s 889: learn: 0.4043612 test: 0.4275642 best: 0.4275574 (888) total: 1m 43s remaining: 42s 890: learn: 0.4043611 test: 0.4275643 best: 0.4275574 (888) total: 1m 43s remaining: 41.9s 891: learn: 0.4043609 test: 0.4275643 best: 0.4275574 (888) total: 1m 44s remaining: 41.8s 892: learn: 0.4043608 test: 0.4275643 best: 0.4275574 (888) total: 1m 44s remaining: 41.7s 893: learn: 0.4043590 test: 0.4275653 best: 0.4275574 (888) total: 1m 44s remaining: 41.6s 894: learn: 0.4043566 test: 0.4275715 best: 0.4275574 (888) total: 1m 44s remaining: 41.5s 895: learn: 0.4043564 test: 0.4275716 best: 0.4275574 (888) total: 1m 44s remaining: 41.4s 896: learn: 0.4043564 test: 0.4275717 best: 0.4275574 (888) total: 1m 44s remaining: 41.3s 897: learn: 0.4043549 test: 0.4275781 best: 0.4275574 (888) total: 1m 44s remaining: 41.1s 898: learn: 0.4043426 test: 0.4275545 best: 0.4275545 (898) total: 1m 45s remaining: 41s 899: learn: 0.4043421 test: 0.4275546 best: 0.4275545 (898) total: 1m 45s remaining: 40.9s 900: learn: 0.4043421 test: 0.4275547 best: 0.4275545 (898) total: 1m 45s remaining: 40.8s 901: learn: 0.4043406 test: 0.4275593 best: 0.4275545 (898) total: 1m 45s remaining: 40.7s 902: learn: 0.4043402 test: 0.4275594 best: 0.4275545 (898) total: 1m 45s remaining: 40.6s 903: learn: 0.4043402 test: 0.4275594 best: 0.4275545 (898) total: 1m 45s remaining: 40.5s 904: learn: 0.4043400 test: 0.4275593 best: 0.4275545 (898) total: 1m 45s remaining: 40.4s 905: learn: 0.4043400 test: 0.4275594 best: 0.4275545 (898) total: 1m 46s remaining: 40.2s 906: learn: 0.4043396 test: 0.4275594 best: 0.4275545 (898) total: 1m 46s remaining: 40.1s 907: learn: 0.4043393 test: 0.4275595 best: 0.4275545 (898) total: 1m 46s remaining: 40s 908: learn: 0.4043391 test: 0.4275596 best: 0.4275545 (898) total: 1m 46s remaining: 39.9s 909: learn: 0.4043391 test: 0.4275596 best: 0.4275545 (898) total: 1m 46s remaining: 39.8s 910: learn: 0.4043389 test: 0.4275596 best: 0.4275545 (898) total: 1m 46s remaining: 39.6s 911: learn: 0.4043389 test: 0.4275597 best: 0.4275545 (898) total: 1m 46s remaining: 39.5s 912: learn: 0.4043388 test: 0.4275598 best: 0.4275545 (898) total: 1m 46s remaining: 39.4s 913: learn: 0.4043380 test: 0.4275654 best: 0.4275545 (898) total: 1m 46s remaining: 39.3s 914: learn: 0.4043378 test: 0.4275654 best: 0.4275545 (898) total: 1m 46s remaining: 39.2s 915: learn: 0.4043372 test: 0.4275706 best: 0.4275545 (898) total: 1m 47s remaining: 39.1s 916: learn: 0.4043355 test: 0.4275715 best: 0.4275545 (898) total: 1m 47s remaining: 38.9s 917: learn: 0.4043353 test: 0.4275715 best: 0.4275545 (898) total: 1m 47s remaining: 38.8s 918: learn: 0.4043348 test: 0.4275763 best: 0.4275545 (898) total: 1m 47s remaining: 38.7s 919: learn: 0.4043344 test: 0.4275806 best: 0.4275545 (898) total: 1m 47s remaining: 38.6s 920: learn: 0.4043344 test: 0.4275806 best: 0.4275545 (898) total: 1m 47s remaining: 38.5s 921: learn: 0.4043344 test: 0.4275806 best: 0.4275545 (898) total: 1m 47s remaining: 38.4s 922: learn: 0.4043341 test: 0.4275806 best: 0.4275545 (898) total: 1m 48s remaining: 38.3s 923: learn: 0.4043339 test: 0.4275807 best: 0.4275545 (898) total: 1m 48s remaining: 38.2s 924: learn: 0.4043337 test: 0.4275808 best: 0.4275545 (898) total: 1m 48s remaining: 38s 925: learn: 0.4043337 test: 0.4275807 best: 0.4275545 (898) total: 1m 48s remaining: 37.9s 926: learn: 0.4043334 test: 0.4275811 best: 0.4275545 (898) total: 1m 48s remaining: 37.7s 927: learn: 0.4043286 test: 0.4275808 best: 0.4275545 (898) total: 1m 48s remaining: 37.6s 928: learn: 0.4043058 test: 0.4275530 best: 0.4275530 (928) total: 1m 48s remaining: 37.5s 929: learn: 0.4043056 test: 0.4275531 best: 0.4275530 (928) total: 1m 48s remaining: 37.4s 930: learn: 0.4043056 test: 0.4275532 best: 0.4275530 (928) total: 1m 48s remaining: 37.3s 931: learn: 0.4043052 test: 0.4275569 best: 0.4275530 (928) total: 1m 49s remaining: 37.2s 932: learn: 0.4043050 test: 0.4275570 best: 0.4275530 (928) total: 1m 49s remaining: 37.1s 933: learn: 0.4043047 test: 0.4275605 best: 0.4275530 (928) total: 1m 49s remaining: 37s 934: learn: 0.4043047 test: 0.4275605 best: 0.4275530 (928) total: 1m 49s remaining: 36.8s 935: learn: 0.4043044 test: 0.4275636 best: 0.4275530 (928) total: 1m 49s remaining: 36.7s 936: learn: 0.4043044 test: 0.4275637 best: 0.4275530 (928) total: 1m 49s remaining: 36.6s 937: learn: 0.4043042 test: 0.4275664 best: 0.4275530 (928) total: 1m 49s remaining: 36.5s 938: learn: 0.4043039 test: 0.4275665 best: 0.4275530 (928) total: 1m 49s remaining: 36.4s 939: learn: 0.4043037 test: 0.4275666 best: 0.4275530 (928) total: 1m 49s remaining: 36.2s 940: learn: 0.4043035 test: 0.4275666 best: 0.4275530 (928) total: 1m 49s remaining: 36.1s 941: learn: 0.4043035 test: 0.4275666 best: 0.4275530 (928) total: 1m 50s remaining: 36s 942: learn: 0.4043032 test: 0.4275698 best: 0.4275530 (928) total: 1m 50s remaining: 35.9s 943: learn: 0.4043030 test: 0.4275727 best: 0.4275530 (928) total: 1m 50s remaining: 35.8s 944: learn: 0.4043030 test: 0.4275727 best: 0.4275530 (928) total: 1m 50s remaining: 35.6s 945: learn: 0.4043029 test: 0.4275752 best: 0.4275530 (928) total: 1m 50s remaining: 35.5s 946: learn: 0.4043026 test: 0.4275752 best: 0.4275530 (928) total: 1m 50s remaining: 35.4s 947: learn: 0.4043017 test: 0.4275778 best: 0.4275530 (928) total: 1m 50s remaining: 35.3s 948: learn: 0.4043017 test: 0.4275779 best: 0.4275530 (928) total: 1m 50s remaining: 35.2s 949: learn: 0.4043015 test: 0.4275801 best: 0.4275530 (928) total: 1m 50s remaining: 35s 950: learn: 0.4043015 test: 0.4275820 best: 0.4275530 (928) total: 1m 51s remaining: 34.9s 951: learn: 0.4043007 test: 0.4275838 best: 0.4275530 (928) total: 1m 51s remaining: 34.8s 952: learn: 0.4043006 test: 0.4275853 best: 0.4275530 (928) total: 1m 51s remaining: 34.7s 953: learn: 0.4042998 test: 0.4275854 best: 0.4275530 (928) total: 1m 51s remaining: 34.6s 954: learn: 0.4042995 test: 0.4275854 best: 0.4275530 (928) total: 1m 51s remaining: 34.5s 955: learn: 0.4042992 test: 0.4275854 best: 0.4275530 (928) total: 1m 51s remaining: 34.4s 956: learn: 0.4042964 test: 0.4275830 best: 0.4275530 (928) total: 1m 51s remaining: 34.3s 957: learn: 0.4042963 test: 0.4275848 best: 0.4275530 (928) total: 1m 52s remaining: 34.1s 958: learn: 0.4042963 test: 0.4275848 best: 0.4275530 (928) total: 1m 52s remaining: 34s 959: learn: 0.4042961 test: 0.4275848 best: 0.4275530 (928) total: 1m 52s remaining: 33.9s 960: learn: 0.4042961 test: 0.4275848 best: 0.4275530 (928) total: 1m 52s remaining: 33.8s 961: learn: 0.4042959 test: 0.4275847 best: 0.4275530 (928) total: 1m 52s remaining: 33.6s 962: learn: 0.4042958 test: 0.4275869 best: 0.4275530 (928) total: 1m 52s remaining: 33.5s 963: learn: 0.4042956 test: 0.4275868 best: 0.4275530 (928) total: 1m 52s remaining: 33.4s 964: learn: 0.4042948 test: 0.4275865 best: 0.4275530 (928) total: 1m 52s remaining: 33.3s 965: learn: 0.4042944 test: 0.4275863 best: 0.4275530 (928) total: 1m 52s remaining: 33.2s 966: learn: 0.4042944 test: 0.4275863 best: 0.4275530 (928) total: 1m 52s remaining: 33s 967: learn: 0.4042944 test: 0.4275863 best: 0.4275530 (928) total: 1m 52s remaining: 32.9s 968: learn: 0.4042944 test: 0.4275863 best: 0.4275530 (928) total: 1m 52s remaining: 32.8s 969: learn: 0.4042944 test: 0.4275863 best: 0.4275530 (928) total: 1m 53s remaining: 32.7s 970: learn: 0.4042943 test: 0.4275860 best: 0.4275530 (928) total: 1m 53s remaining: 32.5s 971: learn: 0.4042930 test: 0.4275863 best: 0.4275530 (928) total: 1m 53s remaining: 32.4s 972: learn: 0.4042718 test: 0.4275886 best: 0.4275530 (928) total: 1m 53s remaining: 32.3s 973: learn: 0.4042717 test: 0.4275885 best: 0.4275530 (928) total: 1m 53s remaining: 32.2s 974: learn: 0.4042717 test: 0.4275885 best: 0.4275530 (928) total: 1m 53s remaining: 32.1s 975: learn: 0.4042711 test: 0.4275885 best: 0.4275530 (928) total: 1m 53s remaining: 31.9s 976: learn: 0.4042710 test: 0.4275883 best: 0.4275530 (928) total: 1m 53s remaining: 31.8s 977: learn: 0.4042709 test: 0.4275882 best: 0.4275530 (928) total: 1m 53s remaining: 31.7s 978: learn: 0.4042665 test: 0.4275902 best: 0.4275530 (928) total: 1m 54s remaining: 31.6s 979: learn: 0.4042664 test: 0.4275901 best: 0.4275530 (928) total: 1m 54s remaining: 31.5s 980: learn: 0.4042664 test: 0.4275901 best: 0.4275530 (928) total: 1m 54s remaining: 31.3s 981: learn: 0.4042663 test: 0.4275901 best: 0.4275530 (928) total: 1m 54s remaining: 31.2s 982: learn: 0.4042662 test: 0.4275901 best: 0.4275530 (928) total: 1m 54s remaining: 31.1s 983: learn: 0.4042660 test: 0.4275933 best: 0.4275530 (928) total: 1m 54s remaining: 31s 984: learn: 0.4042660 test: 0.4275933 best: 0.4275530 (928) total: 1m 54s remaining: 30.9s 985: learn: 0.4042660 test: 0.4275933 best: 0.4275530 (928) total: 1m 54s remaining: 30.7s 986: learn: 0.4042660 test: 0.4275934 best: 0.4275530 (928) total: 1m 54s remaining: 30.6s 987: learn: 0.4042658 test: 0.4275963 best: 0.4275530 (928) total: 1m 55s remaining: 30.5s 988: learn: 0.4042656 test: 0.4275988 best: 0.4275530 (928) total: 1m 55s remaining: 30.4s 989: learn: 0.4042655 test: 0.4275987 best: 0.4275530 (928) total: 1m 55s remaining: 30.3s 990: learn: 0.4042654 test: 0.4276011 best: 0.4275530 (928) total: 1m 55s remaining: 30.2s 991: learn: 0.4042653 test: 0.4276011 best: 0.4275530 (928) total: 1m 55s remaining: 30.1s 992: learn: 0.4042653 test: 0.4276010 best: 0.4275530 (928) total: 1m 55s remaining: 29.9s 993: learn: 0.4042650 test: 0.4276010 best: 0.4275530 (928) total: 1m 55s remaining: 29.8s 994: learn: 0.4042648 test: 0.4276010 best: 0.4275530 (928) total: 1m 55s remaining: 29.7s 995: learn: 0.4042646 test: 0.4276042 best: 0.4275530 (928) total: 1m 56s remaining: 29.6s 996: learn: 0.4042645 test: 0.4276041 best: 0.4275530 (928) total: 1m 56s remaining: 29.5s 997: learn: 0.4042645 test: 0.4276042 best: 0.4275530 (928) total: 1m 56s remaining: 29.4s 998: learn: 0.4042644 test: 0.4276041 best: 0.4275530 (928) total: 1m 56s remaining: 29.2s 999: learn: 0.4042644 test: 0.4276042 best: 0.4275530 (928) total: 1m 56s remaining: 29.1s 1000: learn: 0.4042637 test: 0.4276067 best: 0.4275530 (928) total: 1m 56s remaining: 29s 1001: learn: 0.4042633 test: 0.4276068 best: 0.4275530 (928) total: 1m 56s remaining: 28.9s 1002: learn: 0.4042632 test: 0.4276067 best: 0.4275530 (928) total: 1m 57s remaining: 28.8s 1003: learn: 0.4042563 test: 0.4276066 best: 0.4275530 (928) total: 1m 57s remaining: 28.7s 1004: learn: 0.4042563 test: 0.4276067 best: 0.4275530 (928) total: 1m 57s remaining: 28.6s 1005: learn: 0.4042562 test: 0.4276066 best: 0.4275530 (928) total: 1m 57s remaining: 28.5s 1006: learn: 0.4042562 test: 0.4276066 best: 0.4275530 (928) total: 1m 57s remaining: 28.4s 1007: learn: 0.4042561 test: 0.4276066 best: 0.4275530 (928) total: 1m 57s remaining: 28.3s 1008: learn: 0.4042559 test: 0.4276067 best: 0.4275530 (928) total: 1m 57s remaining: 28.2s 1009: learn: 0.4042559 test: 0.4276067 best: 0.4275530 (928) total: 1m 58s remaining: 28s 1010: learn: 0.4042558 test: 0.4276067 best: 0.4275530 (928) total: 1m 58s remaining: 27.9s 1011: learn: 0.4042558 test: 0.4276068 best: 0.4275530 (928) total: 1m 58s remaining: 27.8s 1012: learn: 0.4042558 test: 0.4276068 best: 0.4275530 (928) total: 1m 58s remaining: 27.7s 1013: learn: 0.4042558 test: 0.4276068 best: 0.4275530 (928) total: 1m 58s remaining: 27.6s 1014: learn: 0.4042558 test: 0.4276068 best: 0.4275530 (928) total: 1m 58s remaining: 27.4s 1015: learn: 0.4042557 test: 0.4276068 best: 0.4275530 (928) total: 1m 58s remaining: 27.3s 1016: learn: 0.4042557 test: 0.4276069 best: 0.4275530 (928) total: 1m 58s remaining: 27.2s 1017: learn: 0.4042557 test: 0.4276069 best: 0.4275530 (928) total: 1m 58s remaining: 27.1s 1018: learn: 0.4042557 test: 0.4276069 best: 0.4275530 (928) total: 1m 58s remaining: 26.9s 1019: learn: 0.4042557 test: 0.4276069 best: 0.4275530 (928) total: 1m 58s remaining: 26.8s 1020: learn: 0.4042557 test: 0.4276069 best: 0.4275530 (928) total: 1m 59s remaining: 26.7s 1021: learn: 0.4042557 test: 0.4276069 best: 0.4275530 (928) total: 1m 59s remaining: 26.6s 1022: learn: 0.4042556 test: 0.4276069 best: 0.4275530 (928) total: 1m 59s remaining: 26.5s 1023: learn: 0.4042556 test: 0.4276069 best: 0.4275530 (928) total: 1m 59s remaining: 26.3s 1024: learn: 0.4042556 test: 0.4276069 best: 0.4275530 (928) total: 1m 59s remaining: 26.2s 1025: learn: 0.4042556 test: 0.4276069 best: 0.4275530 (928) total: 1m 59s remaining: 26.1s 1026: learn: 0.4042556 test: 0.4276070 best: 0.4275530 (928) total: 1m 59s remaining: 26s 1027: learn: 0.4042556 test: 0.4276070 best: 0.4275530 (928) total: 1m 59s remaining: 25.8s 1028: learn: 0.4042556 test: 0.4276070 best: 0.4275530 (928) total: 1m 59s remaining: 25.7s 1029: learn: 0.4042556 test: 0.4276070 best: 0.4275530 (928) total: 1m 59s remaining: 25.6s 1030: learn: 0.4042556 test: 0.4276070 best: 0.4275530 (928) total: 1m 59s remaining: 25.5s 1031: learn: 0.4042556 test: 0.4276070 best: 0.4275530 (928) total: 1m 59s remaining: 25.3s 1032: learn: 0.4042556 test: 0.4276070 best: 0.4275530 (928) total: 1m 59s remaining: 25.2s 1033: learn: 0.4042550 test: 0.4276067 best: 0.4275530 (928) total: 2m remaining: 25.1s 1034: learn: 0.4042550 test: 0.4276067 best: 0.4275530 (928) total: 2m remaining: 25s 1035: learn: 0.4042550 test: 0.4276067 best: 0.4275530 (928) total: 2m remaining: 24.9s 1036: learn: 0.4042550 test: 0.4276067 best: 0.4275530 (928) total: 2m remaining: 24.7s 1037: learn: 0.4042550 test: 0.4276068 best: 0.4275530 (928) total: 2m remaining: 24.6s 1038: learn: 0.4042549 test: 0.4276067 best: 0.4275530 (928) total: 2m remaining: 24.5s 1039: learn: 0.4042542 test: 0.4276068 best: 0.4275530 (928) total: 2m remaining: 24.4s 1040: learn: 0.4042542 test: 0.4276068 best: 0.4275530 (928) total: 2m 1s remaining: 24.3s 1041: learn: 0.4042542 test: 0.4276068 best: 0.4275530 (928) total: 2m 1s remaining: 24.2s 1042: learn: 0.4042542 test: 0.4276068 best: 0.4275530 (928) total: 2m 1s remaining: 24.1s 1043: learn: 0.4042541 test: 0.4276068 best: 0.4275530 (928) total: 2m 1s remaining: 24s 1044: learn: 0.4042540 test: 0.4276068 best: 0.4275530 (928) total: 2m 1s remaining: 23.9s 1045: learn: 0.4042540 test: 0.4276068 best: 0.4275530 (928) total: 2m 1s remaining: 23.7s 1046: learn: 0.4042539 test: 0.4276068 best: 0.4275530 (928) total: 2m 1s remaining: 23.6s 1047: learn: 0.4042539 test: 0.4276068 best: 0.4275530 (928) total: 2m 1s remaining: 23.5s 1048: learn: 0.4042539 test: 0.4276068 best: 0.4275530 (928) total: 2m 2s remaining: 23.4s 1049: learn: 0.4042536 test: 0.4276069 best: 0.4275530 (928) total: 2m 2s remaining: 23.3s 1050: learn: 0.4042536 test: 0.4276069 best: 0.4275530 (928) total: 2m 2s remaining: 23.2s 1051: learn: 0.4042534 test: 0.4276069 best: 0.4275530 (928) total: 2m 2s remaining: 23.1s 1052: learn: 0.4042534 test: 0.4276069 best: 0.4275530 (928) total: 2m 2s remaining: 22.9s 1053: learn: 0.4042533 test: 0.4276069 best: 0.4275530 (928) total: 2m 2s remaining: 22.8s 1054: learn: 0.4042533 test: 0.4276069 best: 0.4275530 (928) total: 2m 2s remaining: 22.7s 1055: learn: 0.4042485 test: 0.4276042 best: 0.4275530 (928) total: 2m 2s remaining: 22.6s 1056: learn: 0.4042485 test: 0.4276039 best: 0.4275530 (928) total: 2m 3s remaining: 22.5s 1057: learn: 0.4042485 test: 0.4276036 best: 0.4275530 (928) total: 2m 3s remaining: 22.4s 1058: learn: 0.4042485 test: 0.4276037 best: 0.4275530 (928) total: 2m 3s remaining: 22.2s 1059: learn: 0.4042485 test: 0.4276037 best: 0.4275530 (928) total: 2m 3s remaining: 22.1s 1060: learn: 0.4042485 test: 0.4276037 best: 0.4275530 (928) total: 2m 3s remaining: 22s 1061: learn: 0.4042485 test: 0.4276037 best: 0.4275530 (928) total: 2m 3s remaining: 21.9s 1062: learn: 0.4042484 test: 0.4276037 best: 0.4275530 (928) total: 2m 3s remaining: 21.8s 1063: learn: 0.4042484 test: 0.4276037 best: 0.4275530 (928) total: 2m 3s remaining: 21.7s 1064: learn: 0.4042484 test: 0.4276035 best: 0.4275530 (928) total: 2m 3s remaining: 21.5s 1065: learn: 0.4042484 test: 0.4276033 best: 0.4275530 (928) total: 2m 4s remaining: 21.4s 1066: learn: 0.4042484 test: 0.4276033 best: 0.4275530 (928) total: 2m 4s remaining: 21.3s 1067: learn: 0.4042483 test: 0.4276033 best: 0.4275530 (928) total: 2m 4s remaining: 21.2s 1068: learn: 0.4042483 test: 0.4276033 best: 0.4275530 (928) total: 2m 4s remaining: 21.1s 1069: learn: 0.4042483 test: 0.4276031 best: 0.4275530 (928) total: 2m 4s remaining: 21s 1070: learn: 0.4042483 test: 0.4276029 best: 0.4275530 (928) total: 2m 4s remaining: 20.8s 1071: learn: 0.4042483 test: 0.4276028 best: 0.4275530 (928) total: 2m 4s remaining: 20.7s 1072: learn: 0.4042483 test: 0.4276027 best: 0.4275530 (928) total: 2m 4s remaining: 20.6s 1073: learn: 0.4042479 test: 0.4276084 best: 0.4275530 (928) total: 2m 5s remaining: 20.5s 1074: learn: 0.4042479 test: 0.4276082 best: 0.4275530 (928) total: 2m 5s remaining: 20.4s 1075: learn: 0.4042479 test: 0.4276081 best: 0.4275530 (928) total: 2m 5s remaining: 20.3s 1076: learn: 0.4042479 test: 0.4276081 best: 0.4275530 (928) total: 2m 5s remaining: 20.2s 1077: learn: 0.4042479 test: 0.4276080 best: 0.4275530 (928) total: 2m 5s remaining: 20.1s 1078: learn: 0.4042479 test: 0.4276080 best: 0.4275530 (928) total: 2m 5s remaining: 19.9s 1079: learn: 0.4042469 test: 0.4276078 best: 0.4275530 (928) total: 2m 5s remaining: 19.8s 1080: learn: 0.4042437 test: 0.4276057 best: 0.4275530 (928) total: 2m 6s remaining: 19.7s 1081: learn: 0.4042437 test: 0.4276057 best: 0.4275530 (928) total: 2m 6s remaining: 19.6s 1082: learn: 0.4042437 test: 0.4276057 best: 0.4275530 (928) total: 2m 6s remaining: 19.5s 1083: learn: 0.4042346 test: 0.4276117 best: 0.4275530 (928) total: 2m 6s remaining: 19.3s 1084: learn: 0.4042346 test: 0.4276117 best: 0.4275530 (928) total: 2m 6s remaining: 19.2s 1085: learn: 0.4042317 test: 0.4276115 best: 0.4275530 (928) total: 2m 6s remaining: 19.1s 1086: learn: 0.4042315 test: 0.4276115 best: 0.4275530 (928) total: 2m 6s remaining: 19s 1087: learn: 0.4042315 test: 0.4276115 best: 0.4275530 (928) total: 2m 6s remaining: 18.9s 1088: learn: 0.4042311 test: 0.4276106 best: 0.4275530 (928) total: 2m 7s remaining: 18.8s 1089: learn: 0.4042309 test: 0.4276136 best: 0.4275530 (928) total: 2m 7s remaining: 18.7s 1090: learn: 0.4042308 test: 0.4276137 best: 0.4275530 (928) total: 2m 7s remaining: 18.6s 1091: learn: 0.4042189 test: 0.4275848 best: 0.4275530 (928) total: 2m 7s remaining: 18.4s 1092: learn: 0.4042189 test: 0.4275848 best: 0.4275530 (928) total: 2m 7s remaining: 18.3s 1093: learn: 0.4042189 test: 0.4275847 best: 0.4275530 (928) total: 2m 7s remaining: 18.2s 1094: learn: 0.4042075 test: 0.4275846 best: 0.4275530 (928) total: 2m 7s remaining: 18.1s 1095: learn: 0.4042069 test: 0.4275861 best: 0.4275530 (928) total: 2m 7s remaining: 18s 1096: learn: 0.4041973 test: 0.4275852 best: 0.4275530 (928) total: 2m 7s remaining: 17.8s 1097: learn: 0.4041973 test: 0.4275852 best: 0.4275530 (928) total: 2m 7s remaining: 17.7s 1098: learn: 0.4041971 test: 0.4275851 best: 0.4275530 (928) total: 2m 8s remaining: 17.6s 1099: learn: 0.4041971 test: 0.4275851 best: 0.4275530 (928) total: 2m 8s remaining: 17.5s 1100: learn: 0.4041971 test: 0.4275838 best: 0.4275530 (928) total: 2m 8s remaining: 17.4s 1101: learn: 0.4041971 test: 0.4275838 best: 0.4275530 (928) total: 2m 8s remaining: 17.3s 1102: learn: 0.4041971 test: 0.4275838 best: 0.4275530 (928) total: 2m 8s remaining: 17.1s 1103: learn: 0.4041970 test: 0.4275838 best: 0.4275530 (928) total: 2m 8s remaining: 17s 1104: learn: 0.4041970 test: 0.4275837 best: 0.4275530 (928) total: 2m 8s remaining: 16.9s 1105: learn: 0.4041970 test: 0.4275837 best: 0.4275530 (928) total: 2m 8s remaining: 16.8s 1106: learn: 0.4041970 test: 0.4275837 best: 0.4275530 (928) total: 2m 9s remaining: 16.7s 1107: learn: 0.4041970 test: 0.4275836 best: 0.4275530 (928) total: 2m 9s remaining: 16.6s 1108: learn: 0.4041970 test: 0.4275835 best: 0.4275530 (928) total: 2m 9s remaining: 16.4s 1109: learn: 0.4041969 test: 0.4275823 best: 0.4275530 (928) total: 2m 9s remaining: 16.3s 1110: learn: 0.4041969 test: 0.4275823 best: 0.4275530 (928) total: 2m 9s remaining: 16.2s 1111: learn: 0.4041968 test: 0.4275823 best: 0.4275530 (928) total: 2m 9s remaining: 16.1s 1112: learn: 0.4041968 test: 0.4275823 best: 0.4275530 (928) total: 2m 9s remaining: 16s 1113: learn: 0.4041968 test: 0.4275823 best: 0.4275530 (928) total: 2m 9s remaining: 15.8s 1114: learn: 0.4041967 test: 0.4275823 best: 0.4275530 (928) total: 2m 9s remaining: 15.7s 1115: learn: 0.4041962 test: 0.4275878 best: 0.4275530 (928) total: 2m 10s remaining: 15.6s 1116: learn: 0.4041961 test: 0.4275878 best: 0.4275530 (928) total: 2m 10s remaining: 15.5s 1117: learn: 0.4041961 test: 0.4275877 best: 0.4275530 (928) total: 2m 10s remaining: 15.4s 1118: learn: 0.4041938 test: 0.4275860 best: 0.4275530 (928) total: 2m 10s remaining: 15.3s 1119: learn: 0.4041938 test: 0.4275860 best: 0.4275530 (928) total: 2m 10s remaining: 15.2s 1120: learn: 0.4041851 test: 0.4275623 best: 0.4275530 (928) total: 2m 10s remaining: 15s 1121: learn: 0.4041846 test: 0.4275635 best: 0.4275530 (928) total: 2m 10s remaining: 14.9s 1122: learn: 0.4041846 test: 0.4275646 best: 0.4275530 (928) total: 2m 10s remaining: 14.8s 1123: learn: 0.4041846 test: 0.4275646 best: 0.4275530 (928) total: 2m 10s remaining: 14.7s 1124: learn: 0.4041771 test: 0.4275646 best: 0.4275530 (928) total: 2m 11s remaining: 14.6s 1125: learn: 0.4041771 test: 0.4275646 best: 0.4275530 (928) total: 2m 11s remaining: 14.4s 1126: learn: 0.4041764 test: 0.4275701 best: 0.4275530 (928) total: 2m 11s remaining: 14.3s 1127: learn: 0.4041763 test: 0.4275701 best: 0.4275530 (928) total: 2m 11s remaining: 14.2s 1128: learn: 0.4041763 test: 0.4275701 best: 0.4275530 (928) total: 2m 11s remaining: 14.1s 1129: learn: 0.4041760 test: 0.4275707 best: 0.4275530 (928) total: 2m 11s remaining: 14s 1130: learn: 0.4041754 test: 0.4275756 best: 0.4275530 (928) total: 2m 11s remaining: 13.9s 1131: learn: 0.4041754 test: 0.4275756 best: 0.4275530 (928) total: 2m 11s remaining: 13.7s 1132: learn: 0.4041751 test: 0.4275761 best: 0.4275530 (928) total: 2m 11s remaining: 13.6s 1133: learn: 0.4041746 test: 0.4275805 best: 0.4275530 (928) total: 2m 11s remaining: 13.5s 1134: learn: 0.4041746 test: 0.4275805 best: 0.4275530 (928) total: 2m 12s remaining: 13.4s 1135: learn: 0.4041744 test: 0.4275809 best: 0.4275530 (928) total: 2m 12s remaining: 13.3s 1136: learn: 0.4041723 test: 0.4275803 best: 0.4275530 (928) total: 2m 12s remaining: 13.2s 1137: learn: 0.4041723 test: 0.4275803 best: 0.4275530 (928) total: 2m 12s remaining: 13.1s 1138: learn: 0.4041722 test: 0.4275803 best: 0.4275530 (928) total: 2m 12s remaining: 12.9s 1139: learn: 0.4041720 test: 0.4275806 best: 0.4275530 (928) total: 2m 12s remaining: 12.8s 1140: learn: 0.4041718 test: 0.4275806 best: 0.4275530 (928) total: 2m 13s remaining: 12.7s 1141: learn: 0.4041717 test: 0.4275806 best: 0.4275530 (928) total: 2m 13s remaining: 12.6s 1142: learn: 0.4041717 test: 0.4275806 best: 0.4275530 (928) total: 2m 13s remaining: 12.5s 1143: learn: 0.4041717 test: 0.4275806 best: 0.4275530 (928) total: 2m 13s remaining: 12.4s 1144: learn: 0.4041706 test: 0.4275792 best: 0.4275530 (928) total: 2m 13s remaining: 12.2s 1145: learn: 0.4041706 test: 0.4275785 best: 0.4275530 (928) total: 2m 13s remaining: 12.1s 1146: learn: 0.4041705 test: 0.4275784 best: 0.4275530 (928) total: 2m 13s remaining: 12s 1147: learn: 0.4041658 test: 0.4275816 best: 0.4275530 (928) total: 2m 14s remaining: 11.9s 1148: learn: 0.4041657 test: 0.4275816 best: 0.4275530 (928) total: 2m 14s remaining: 11.8s 1149: learn: 0.4041640 test: 0.4275801 best: 0.4275530 (928) total: 2m 14s remaining: 11.7s 1150: learn: 0.4041640 test: 0.4275801 best: 0.4275530 (928) total: 2m 14s remaining: 11.6s 1151: learn: 0.4041640 test: 0.4275799 best: 0.4275530 (928) total: 2m 14s remaining: 11.5s 1152: learn: 0.4041638 test: 0.4275806 best: 0.4275530 (928) total: 2m 14s remaining: 11.3s 1153: learn: 0.4041602 test: 0.4275768 best: 0.4275530 (928) total: 2m 14s remaining: 11.2s 1154: learn: 0.4041533 test: 0.4275984 best: 0.4275530 (928) total: 2m 14s remaining: 11.1s 1155: learn: 0.4041533 test: 0.4275990 best: 0.4275530 (928) total: 2m 15s remaining: 11s 1156: learn: 0.4041522 test: 0.4275986 best: 0.4275530 (928) total: 2m 15s remaining: 10.9s 1157: learn: 0.4041522 test: 0.4275986 best: 0.4275530 (928) total: 2m 15s remaining: 10.8s 1158: learn: 0.4041498 test: 0.4275983 best: 0.4275530 (928) total: 2m 15s remaining: 10.6s 1159: learn: 0.4041496 test: 0.4275986 best: 0.4275530 (928) total: 2m 15s remaining: 10.5s 1160: learn: 0.4041496 test: 0.4275989 best: 0.4275530 (928) total: 2m 15s remaining: 10.4s 1161: learn: 0.4041038 test: 0.4275991 best: 0.4275530 (928) total: 2m 15s remaining: 10.3s 1162: learn: 0.4041034 test: 0.4275988 best: 0.4275530 (928) total: 2m 16s remaining: 10.2s 1163: learn: 0.4041031 test: 0.4275988 best: 0.4275530 (928) total: 2m 16s remaining: 10.1s 1164: learn: 0.4041031 test: 0.4275988 best: 0.4275530 (928) total: 2m 16s remaining: 9.95s 1165: learn: 0.4041030 test: 0.4275988 best: 0.4275530 (928) total: 2m 16s remaining: 9.84s 1166: learn: 0.4041030 test: 0.4275986 best: 0.4275530 (928) total: 2m 16s remaining: 9.72s 1167: learn: 0.4041029 test: 0.4275985 best: 0.4275530 (928) total: 2m 16s remaining: 9.61s 1168: learn: 0.4041028 test: 0.4275984 best: 0.4275530 (928) total: 2m 17s remaining: 9.49s 1169: learn: 0.4041028 test: 0.4275984 best: 0.4275530 (928) total: 2m 17s remaining: 9.38s 1170: learn: 0.4041027 test: 0.4275983 best: 0.4275530 (928) total: 2m 17s remaining: 9.26s 1171: learn: 0.4041027 test: 0.4275986 best: 0.4275530 (928) total: 2m 17s remaining: 9.15s 1172: learn: 0.4041027 test: 0.4275989 best: 0.4275530 (928) total: 2m 17s remaining: 9.03s 1173: learn: 0.4041024 test: 0.4276021 best: 0.4275530 (928) total: 2m 17s remaining: 8.91s 1174: learn: 0.4041020 test: 0.4276023 best: 0.4275530 (928) total: 2m 17s remaining: 8.8s 1175: learn: 0.4041019 test: 0.4276023 best: 0.4275530 (928) total: 2m 17s remaining: 8.68s 1176: learn: 0.4041015 test: 0.4276011 best: 0.4275530 (928) total: 2m 18s remaining: 8.56s 1177: learn: 0.4041015 test: 0.4276010 best: 0.4275530 (928) total: 2m 18s remaining: 8.45s 1178: learn: 0.4041014 test: 0.4276009 best: 0.4275530 (928) total: 2m 18s remaining: 8.33s 1179: learn: 0.4041014 test: 0.4276009 best: 0.4275530 (928) total: 2m 18s remaining: 8.22s 1180: learn: 0.4041013 test: 0.4276009 best: 0.4275530 (928) total: 2m 18s remaining: 8.1s 1181: learn: 0.4041013 test: 0.4276009 best: 0.4275530 (928) total: 2m 18s remaining: 7.99s 1182: learn: 0.4041013 test: 0.4276009 best: 0.4275530 (928) total: 2m 18s remaining: 7.87s 1183: learn: 0.4041012 test: 0.4276009 best: 0.4275530 (928) total: 2m 19s remaining: 7.75s 1184: learn: 0.4041012 test: 0.4276009 best: 0.4275530 (928) total: 2m 19s remaining: 7.64s 1185: learn: 0.4041011 test: 0.4276012 best: 0.4275530 (928) total: 2m 19s remaining: 7.52s 1186: learn: 0.4041009 test: 0.4276010 best: 0.4275530 (928) total: 2m 19s remaining: 7.41s 1187: learn: 0.4041009 test: 0.4276010 best: 0.4275530 (928) total: 2m 19s remaining: 7.29s 1188: learn: 0.4041008 test: 0.4276010 best: 0.4275530 (928) total: 2m 19s remaining: 7.17s 1189: learn: 0.4041007 test: 0.4276010 best: 0.4275530 (928) total: 2m 19s remaining: 7.05s 1190: learn: 0.4040949 test: 0.4276008 best: 0.4275530 (928) total: 2m 19s remaining: 6.93s 1191: learn: 0.4040949 test: 0.4276008 best: 0.4275530 (928) total: 2m 20s remaining: 6.82s 1192: learn: 0.4040949 test: 0.4276008 best: 0.4275530 (928) total: 2m 20s remaining: 6.7s 1193: learn: 0.4040948 test: 0.4276008 best: 0.4275530 (928) total: 2m 20s remaining: 6.58s 1194: learn: 0.4040948 test: 0.4276008 best: 0.4275530 (928) total: 2m 20s remaining: 6.46s 1195: learn: 0.4040948 test: 0.4276008 best: 0.4275530 (928) total: 2m 20s remaining: 6.34s 1196: learn: 0.4040948 test: 0.4276008 best: 0.4275530 (928) total: 2m 20s remaining: 6.23s 1197: learn: 0.4040948 test: 0.4276008 best: 0.4275530 (928) total: 2m 20s remaining: 6.11s 1198: learn: 0.4040948 test: 0.4276008 best: 0.4275530 (928) total: 2m 20s remaining: 5.99s 1199: learn: 0.4040948 test: 0.4276008 best: 0.4275530 (928) total: 2m 20s remaining: 5.87s 1200: learn: 0.4040948 test: 0.4276008 best: 0.4275530 (928) total: 2m 21s remaining: 5.75s 1201: learn: 0.4040947 test: 0.4276008 best: 0.4275530 (928) total: 2m 21s remaining: 5.64s 1202: learn: 0.4040947 test: 0.4276008 best: 0.4275530 (928) total: 2m 21s remaining: 5.52s 1203: learn: 0.4040947 test: 0.4276008 best: 0.4275530 (928) total: 2m 21s remaining: 5.4s 1204: learn: 0.4040947 test: 0.4276008 best: 0.4275530 (928) total: 2m 21s remaining: 5.28s 1205: learn: 0.4040947 test: 0.4276008 best: 0.4275530 (928) total: 2m 21s remaining: 5.17s 1206: learn: 0.4040947 test: 0.4276008 best: 0.4275530 (928) total: 2m 21s remaining: 5.05s 1207: learn: 0.4040947 test: 0.4276008 best: 0.4275530 (928) total: 2m 21s remaining: 4.93s 1208: learn: 0.4040947 test: 0.4276008 best: 0.4275530 (928) total: 2m 21s remaining: 4.81s 1209: learn: 0.4040947 test: 0.4276008 best: 0.4275530 (928) total: 2m 21s remaining: 4.69s 1210: learn: 0.4040947 test: 0.4276008 best: 0.4275530 (928) total: 2m 22s remaining: 4.58s 1211: learn: 0.4040947 test: 0.4276008 best: 0.4275530 (928) total: 2m 22s remaining: 4.46s 1212: learn: 0.4040947 test: 0.4276008 best: 0.4275530 (928) total: 2m 22s remaining: 4.34s 1213: learn: 0.4040947 test: 0.4276008 best: 0.4275530 (928) total: 2m 22s remaining: 4.22s 1214: learn: 0.4040911 test: 0.4276007 best: 0.4275530 (928) total: 2m 22s remaining: 4.1s 1215: learn: 0.4040911 test: 0.4276007 best: 0.4275530 (928) total: 2m 22s remaining: 3.99s 1216: learn: 0.4040910 test: 0.4276007 best: 0.4275530 (928) total: 2m 22s remaining: 3.87s 1217: learn: 0.4040910 test: 0.4276007 best: 0.4275530 (928) total: 2m 22s remaining: 3.75s 1218: learn: 0.4040910 test: 0.4276007 best: 0.4275530 (928) total: 2m 22s remaining: 3.63s 1219: learn: 0.4040910 test: 0.4276007 best: 0.4275530 (928) total: 2m 22s remaining: 3.52s 1220: learn: 0.4040910 test: 0.4276007 best: 0.4275530 (928) total: 2m 23s remaining: 3.4s 1221: learn: 0.4040910 test: 0.4276007 best: 0.4275530 (928) total: 2m 23s remaining: 3.28s 1222: learn: 0.4040910 test: 0.4276007 best: 0.4275530 (928) total: 2m 23s remaining: 3.17s 1223: learn: 0.4040910 test: 0.4276007 best: 0.4275530 (928) total: 2m 23s remaining: 3.05s 1224: learn: 0.4040910 test: 0.4276007 best: 0.4275530 (928) total: 2m 23s remaining: 2.93s 1225: learn: 0.4040910 test: 0.4276007 best: 0.4275530 (928) total: 2m 23s remaining: 2.81s 1226: learn: 0.4040910 test: 0.4276008 best: 0.4275530 (928) total: 2m 23s remaining: 2.69s 1227: learn: 0.4040910 test: 0.4276007 best: 0.4275530 (928) total: 2m 23s remaining: 2.58s 1228: learn: 0.4040910 test: 0.4276008 best: 0.4275530 (928) total: 2m 23s remaining: 2.46s 1229: learn: 0.4040910 test: 0.4276008 best: 0.4275530 (928) total: 2m 24s remaining: 2.34s 1230: learn: 0.4040910 test: 0.4276008 best: 0.4275530 (928) total: 2m 24s remaining: 2.22s 1231: learn: 0.4040910 test: 0.4276008 best: 0.4275530 (928) total: 2m 24s remaining: 2.11s 1232: learn: 0.4040910 test: 0.4276008 best: 0.4275530 (928) total: 2m 24s remaining: 1.99s 1233: learn: 0.4040910 test: 0.4276008 best: 0.4275530 (928) total: 2m 24s remaining: 1.87s 1234: learn: 0.4040910 test: 0.4276008 best: 0.4275530 (928) total: 2m 24s remaining: 1.75s 1235: learn: 0.4040910 test: 0.4276008 best: 0.4275530 (928) total: 2m 24s remaining: 1.64s 1236: learn: 0.4040910 test: 0.4276008 best: 0.4275530 (928) total: 2m 24s remaining: 1.52s 1237: learn: 0.4040910 test: 0.4276008 best: 0.4275530 (928) total: 2m 24s remaining: 1.4s 1238: learn: 0.4040910 test: 0.4276008 best: 0.4275530 (928) total: 2m 24s remaining: 1.28s 1239: learn: 0.4040910 test: 0.4276008 best: 0.4275530 (928) total: 2m 24s remaining: 1.17s 1240: learn: 0.4040910 test: 0.4276008 best: 0.4275530 (928) total: 2m 24s remaining: 1.05s 1241: learn: 0.4040910 test: 0.4276008 best: 0.4275530 (928) total: 2m 25s remaining: 934ms 1242: learn: 0.4040910 test: 0.4276008 best: 0.4275530 (928) total: 2m 25s remaining: 817ms 1243: learn: 0.4040910 test: 0.4276008 best: 0.4275530 (928) total: 2m 25s remaining: 700ms 1244: learn: 0.4040910 test: 0.4276008 best: 0.4275530 (928) total: 2m 25s remaining: 584ms 1245: learn: 0.4040910 test: 0.4276008 best: 0.4275530 (928) total: 2m 25s remaining: 467ms 1246: learn: 0.4040910 test: 0.4276008 best: 0.4275530 (928) total: 2m 25s remaining: 350ms 1247: learn: 0.4040910 test: 0.4276008 best: 0.4275530 (928) total: 2m 25s remaining: 233ms 1248: learn: 0.4040910 test: 0.4276008 best: 0.4275530 (928) total: 2m 25s remaining: 117ms 1249: learn: 0.4040910 test: 0.4276008 best: 0.4275530 (928) total: 2m 25s remaining: 0us bestTest = 0.4275530329 bestIteration = 928 Shrink model to first 929 iterations. [CV] learning_rate=0.15, l2_leaf_reg=1, iterations=1250, depth=8, total= 2.5min [CV] learning_rate=0.15, l2_leaf_reg=1, iterations=1250, depth=8 ..... 0: learn: 3.8163236 test: 3.8179525 best: 3.8179525 (0) total: 134ms remaining: 2m 47s 1: learn: 3.2591709 test: 3.2613843 best: 3.2613843 (1) total: 283ms remaining: 2m 56s 2: learn: 2.7861302 test: 2.7890473 best: 2.7890473 (2) total: 437ms remaining: 3m 1s 3: learn: 2.3870474 test: 2.3904002 best: 2.3904002 (3) total: 519ms remaining: 2m 41s 4: learn: 2.0498658 test: 2.0535075 best: 2.0535075 (4) total: 661ms remaining: 2m 44s 5: learn: 1.7655617 test: 1.7695590 best: 1.7695590 (5) total: 800ms remaining: 2m 45s 6: learn: 1.5269721 test: 1.5311278 best: 1.5311278 (6) total: 949ms remaining: 2m 48s 7: learn: 1.3295878 test: 1.3339625 best: 1.3339625 (7) total: 1.1s remaining: 2m 51s 8: learn: 1.1651601 test: 1.1698421 best: 1.1698421 (8) total: 1.26s remaining: 2m 53s 9: learn: 1.0281189 test: 1.0325355 best: 1.0325355 (9) total: 1.37s remaining: 2m 50s 10: learn: 0.9167856 test: 0.9212588 best: 0.9212588 (10) total: 1.58s remaining: 2m 58s 11: learn: 0.8267908 test: 0.8314126 best: 0.8314126 (11) total: 1.71s remaining: 2m 56s 12: learn: 0.7523350 test: 0.7567110 best: 0.7567110 (12) total: 1.86s remaining: 2m 57s 13: learn: 0.6953796 test: 0.6995467 best: 0.6995467 (13) total: 1.89s remaining: 2m 46s 14: learn: 0.6473845 test: 0.6513489 best: 0.6513489 (14) total: 2.02s remaining: 2m 46s 15: learn: 0.6059881 test: 0.6101981 best: 0.6101981 (15) total: 2.15s remaining: 2m 45s 16: learn: 0.5725667 test: 0.5759936 best: 0.5759936 (16) total: 2.3s remaining: 2m 46s 17: learn: 0.5470262 test: 0.5501128 best: 0.5501128 (17) total: 2.44s remaining: 2m 46s 18: learn: 0.5275593 test: 0.5306534 best: 0.5306534 (18) total: 2.57s remaining: 2m 46s 19: learn: 0.5110090 test: 0.5134643 best: 0.5134643 (19) total: 2.71s remaining: 2m 46s 20: learn: 0.4965791 test: 0.4992274 best: 0.4992274 (20) total: 2.85s remaining: 2m 47s 21: learn: 0.4868296 test: 0.4892719 best: 0.4892719 (21) total: 3s remaining: 2m 47s 22: learn: 0.4789435 test: 0.4812915 best: 0.4812915 (22) total: 3.15s remaining: 2m 47s 23: learn: 0.4733121 test: 0.4754871 best: 0.4754871 (23) total: 3.3s remaining: 2m 48s 24: learn: 0.4686339 test: 0.4709516 best: 0.4709516 (24) total: 3.44s remaining: 2m 48s 25: learn: 0.4636899 test: 0.4662944 best: 0.4662944 (25) total: 3.59s remaining: 2m 49s 26: learn: 0.4605592 test: 0.4631674 best: 0.4631674 (26) total: 3.7s remaining: 2m 47s 27: learn: 0.4578566 test: 0.4603643 best: 0.4603643 (27) total: 3.83s remaining: 2m 47s 28: learn: 0.4543505 test: 0.4573589 best: 0.4573589 (28) total: 3.98s remaining: 2m 47s 29: learn: 0.4511562 test: 0.4545172 best: 0.4545172 (29) total: 4.14s remaining: 2m 48s 30: learn: 0.4490306 test: 0.4519284 best: 0.4519284 (30) total: 4.3s remaining: 2m 49s 31: learn: 0.4472482 test: 0.4504877 best: 0.4504877 (31) total: 4.46s remaining: 2m 49s 32: learn: 0.4466882 test: 0.4500080 best: 0.4500080 (32) total: 4.59s remaining: 2m 49s 33: learn: 0.4451739 test: 0.4486433 best: 0.4486433 (33) total: 4.74s remaining: 2m 49s 34: learn: 0.4444949 test: 0.4480294 best: 0.4480294 (34) total: 4.88s remaining: 2m 49s 35: learn: 0.4443365 test: 0.4478841 best: 0.4478841 (35) total: 5.02s remaining: 2m 49s 36: learn: 0.4441255 test: 0.4477252 best: 0.4477252 (36) total: 5.17s remaining: 2m 49s 37: learn: 0.4428593 test: 0.4465645 best: 0.4465645 (37) total: 5.27s remaining: 2m 47s 38: learn: 0.4419857 test: 0.4458501 best: 0.4458501 (38) total: 5.41s remaining: 2m 47s 39: learn: 0.4399730 test: 0.4437447 best: 0.4437447 (39) total: 5.57s remaining: 2m 48s 40: learn: 0.4397690 test: 0.4435363 best: 0.4435363 (40) total: 5.62s remaining: 2m 45s 41: learn: 0.4396522 test: 0.4435209 best: 0.4435209 (41) total: 5.76s remaining: 2m 45s 42: learn: 0.4396213 test: 0.4434942 best: 0.4434942 (42) total: 5.79s remaining: 2m 42s 43: learn: 0.4395803 test: 0.4434578 best: 0.4434578 (43) total: 5.82s remaining: 2m 39s 44: learn: 0.4376216 test: 0.4416595 best: 0.4416595 (44) total: 5.95s remaining: 2m 39s 45: learn: 0.4364863 test: 0.4406494 best: 0.4406494 (45) total: 6.09s remaining: 2m 39s 46: learn: 0.4363255 test: 0.4406283 best: 0.4406283 (46) total: 6.17s remaining: 2m 37s 47: learn: 0.4362185 test: 0.4406299 best: 0.4406283 (46) total: 6.22s remaining: 2m 35s 48: learn: 0.4357263 test: 0.4401632 best: 0.4401632 (48) total: 6.37s remaining: 2m 36s 49: learn: 0.4357059 test: 0.4401629 best: 0.4401629 (49) total: 6.42s remaining: 2m 34s 50: learn: 0.4356972 test: 0.4401610 best: 0.4401610 (50) total: 6.45s remaining: 2m 31s 51: learn: 0.4356866 test: 0.4401651 best: 0.4401610 (50) total: 6.5s remaining: 2m 29s 52: learn: 0.4356595 test: 0.4401604 best: 0.4401604 (52) total: 6.6s remaining: 2m 29s 53: learn: 0.4346240 test: 0.4395392 best: 0.4395392 (53) total: 6.75s remaining: 2m 29s 54: learn: 0.4346005 test: 0.4395542 best: 0.4395392 (53) total: 6.79s remaining: 2m 27s 55: learn: 0.4345839 test: 0.4395349 best: 0.4395349 (55) total: 6.85s remaining: 2m 26s 56: learn: 0.4345837 test: 0.4395356 best: 0.4395349 (55) total: 6.87s remaining: 2m 23s 57: learn: 0.4342987 test: 0.4393588 best: 0.4393588 (57) total: 7.01s remaining: 2m 24s 58: learn: 0.4342984 test: 0.4393568 best: 0.4393568 (58) total: 7.04s remaining: 2m 22s 59: learn: 0.4342775 test: 0.4393517 best: 0.4393517 (59) total: 7.13s remaining: 2m 21s 60: learn: 0.4342654 test: 0.4393502 best: 0.4393502 (60) total: 7.3s remaining: 2m 22s 61: learn: 0.4342619 test: 0.4393472 best: 0.4393472 (61) total: 7.33s remaining: 2m 20s 62: learn: 0.4342567 test: 0.4393449 best: 0.4393449 (62) total: 7.39s remaining: 2m 19s 63: learn: 0.4340959 test: 0.4392060 best: 0.4392060 (63) total: 7.53s remaining: 2m 19s 64: learn: 0.4340955 test: 0.4392049 best: 0.4392049 (64) total: 7.59s remaining: 2m 18s 65: learn: 0.4320919 test: 0.4374378 best: 0.4374378 (65) total: 7.75s remaining: 2m 19s 66: learn: 0.4320897 test: 0.4374384 best: 0.4374378 (65) total: 7.79s remaining: 2m 17s 67: learn: 0.4320890 test: 0.4374367 best: 0.4374367 (67) total: 7.84s remaining: 2m 16s 68: learn: 0.4320889 test: 0.4374352 best: 0.4374352 (68) total: 7.87s remaining: 2m 14s 69: learn: 0.4320888 test: 0.4374353 best: 0.4374352 (68) total: 7.88s remaining: 2m 12s 70: learn: 0.4320873 test: 0.4374342 best: 0.4374342 (70) total: 7.91s remaining: 2m 11s 71: learn: 0.4320693 test: 0.4374308 best: 0.4374308 (71) total: 8s remaining: 2m 10s 72: learn: 0.4320651 test: 0.4374288 best: 0.4374288 (72) total: 8.06s remaining: 2m 10s 73: learn: 0.4320638 test: 0.4374282 best: 0.4374282 (73) total: 8.09s remaining: 2m 8s 74: learn: 0.4320266 test: 0.4374219 best: 0.4374219 (74) total: 8.25s remaining: 2m 9s 75: learn: 0.4318554 test: 0.4372685 best: 0.4372685 (75) total: 8.4s remaining: 2m 9s 76: learn: 0.4301042 test: 0.4355444 best: 0.4355444 (76) total: 8.54s remaining: 2m 10s 77: learn: 0.4301035 test: 0.4355446 best: 0.4355444 (76) total: 8.56s remaining: 2m 8s 78: learn: 0.4300927 test: 0.4355451 best: 0.4355444 (76) total: 8.68s remaining: 2m 8s 79: learn: 0.4300924 test: 0.4355452 best: 0.4355444 (76) total: 8.71s remaining: 2m 7s 80: learn: 0.4300918 test: 0.4355448 best: 0.4355444 (76) total: 8.74s remaining: 2m 6s 81: learn: 0.4300170 test: 0.4355489 best: 0.4355444 (76) total: 8.87s remaining: 2m 6s 82: learn: 0.4300136 test: 0.4355411 best: 0.4355411 (82) total: 8.91s remaining: 2m 5s 83: learn: 0.4294884 test: 0.4351286 best: 0.4351286 (83) total: 9.05s remaining: 2m 5s 84: learn: 0.4294870 test: 0.4351286 best: 0.4351286 (84) total: 9.07s remaining: 2m 4s 85: learn: 0.4294857 test: 0.4351343 best: 0.4351286 (84) total: 9.12s remaining: 2m 3s 86: learn: 0.4294827 test: 0.4351341 best: 0.4351286 (84) total: 9.22s remaining: 2m 3s 87: learn: 0.4294750 test: 0.4351354 best: 0.4351286 (84) total: 9.27s remaining: 2m 2s 88: learn: 0.4294576 test: 0.4351313 best: 0.4351286 (84) total: 9.42s remaining: 2m 2s 89: learn: 0.4287812 test: 0.4346087 best: 0.4346087 (89) total: 9.57s remaining: 2m 3s 90: learn: 0.4287667 test: 0.4346105 best: 0.4346087 (89) total: 9.73s remaining: 2m 3s 91: learn: 0.4287436 test: 0.4346292 best: 0.4346087 (89) total: 9.79s remaining: 2m 3s 92: learn: 0.4287255 test: 0.4346482 best: 0.4346087 (89) total: 9.86s remaining: 2m 2s 93: learn: 0.4287248 test: 0.4346481 best: 0.4346087 (89) total: 9.9s remaining: 2m 1s 94: learn: 0.4287107 test: 0.4346668 best: 0.4346087 (89) total: 9.97s remaining: 2m 1s 95: learn: 0.4287104 test: 0.4346669 best: 0.4346087 (89) total: 10s remaining: 2m 96: learn: 0.4287069 test: 0.4346671 best: 0.4346087 (89) total: 10s remaining: 1m 59s 97: learn: 0.4286803 test: 0.4346625 best: 0.4346087 (89) total: 10.2s remaining: 1m 59s 98: learn: 0.4286795 test: 0.4346625 best: 0.4346087 (89) total: 10.2s remaining: 1m 58s 99: learn: 0.4286673 test: 0.4346808 best: 0.4346087 (89) total: 10.3s remaining: 1m 58s 100: learn: 0.4286578 test: 0.4346977 best: 0.4346087 (89) total: 10.5s remaining: 1m 58s 101: learn: 0.4286014 test: 0.4346956 best: 0.4346087 (89) total: 10.6s remaining: 1m 59s 102: learn: 0.4286004 test: 0.4346956 best: 0.4346087 (89) total: 10.6s remaining: 1m 58s 103: learn: 0.4267991 test: 0.4327729 best: 0.4327729 (103) total: 10.8s remaining: 1m 58s 104: learn: 0.4260872 test: 0.4323943 best: 0.4323943 (104) total: 10.9s remaining: 1m 59s 105: learn: 0.4260841 test: 0.4323937 best: 0.4323937 (105) total: 11.1s remaining: 1m 59s 106: learn: 0.4260587 test: 0.4323931 best: 0.4323931 (106) total: 11.2s remaining: 2m 107: learn: 0.4258751 test: 0.4322316 best: 0.4322316 (107) total: 11.4s remaining: 2m 108: learn: 0.4258573 test: 0.4322312 best: 0.4322312 (108) total: 11.5s remaining: 2m 109: learn: 0.4258512 test: 0.4322305 best: 0.4322305 (109) total: 11.7s remaining: 2m 1s 110: learn: 0.4245673 test: 0.4316890 best: 0.4316890 (110) total: 11.8s remaining: 2m 1s 111: learn: 0.4242854 test: 0.4315163 best: 0.4315163 (111) total: 12s remaining: 2m 1s 112: learn: 0.4242809 test: 0.4315161 best: 0.4315161 (112) total: 12.1s remaining: 2m 2s 113: learn: 0.4242773 test: 0.4315158 best: 0.4315158 (113) total: 12.3s remaining: 2m 2s 114: learn: 0.4242618 test: 0.4315166 best: 0.4315158 (113) total: 12.4s remaining: 2m 1s 115: learn: 0.4237533 test: 0.4311252 best: 0.4311252 (115) total: 12.5s remaining: 2m 2s 116: learn: 0.4237520 test: 0.4311252 best: 0.4311252 (115) total: 12.6s remaining: 2m 1s 117: learn: 0.4236928 test: 0.4311698 best: 0.4311252 (115) total: 12.7s remaining: 2m 1s 118: learn: 0.4236761 test: 0.4311696 best: 0.4311252 (115) total: 12.9s remaining: 2m 2s 119: learn: 0.4236749 test: 0.4311704 best: 0.4311252 (115) total: 13s remaining: 2m 2s 120: learn: 0.4236716 test: 0.4311704 best: 0.4311252 (115) total: 13.1s remaining: 2m 2s 121: learn: 0.4236628 test: 0.4311701 best: 0.4311252 (115) total: 13.3s remaining: 2m 2s 122: learn: 0.4236111 test: 0.4311593 best: 0.4311252 (115) total: 13.4s remaining: 2m 3s 123: learn: 0.4236095 test: 0.4311593 best: 0.4311252 (115) total: 13.6s remaining: 2m 3s 124: learn: 0.4235438 test: 0.4311775 best: 0.4311252 (115) total: 13.7s remaining: 2m 3s 125: learn: 0.4235422 test: 0.4311783 best: 0.4311252 (115) total: 13.9s remaining: 2m 3s 126: learn: 0.4235418 test: 0.4311784 best: 0.4311252 (115) total: 13.9s remaining: 2m 3s 127: learn: 0.4235398 test: 0.4311786 best: 0.4311252 (115) total: 14.1s remaining: 2m 3s 128: learn: 0.4235306 test: 0.4311791 best: 0.4311252 (115) total: 14.2s remaining: 2m 3s 129: learn: 0.4235282 test: 0.4311792 best: 0.4311252 (115) total: 14.4s remaining: 2m 3s 130: learn: 0.4235277 test: 0.4311792 best: 0.4311252 (115) total: 14.4s remaining: 2m 3s 131: learn: 0.4235258 test: 0.4311794 best: 0.4311252 (115) total: 14.6s remaining: 2m 3s 132: learn: 0.4232999 test: 0.4310491 best: 0.4310491 (132) total: 14.7s remaining: 2m 3s 133: learn: 0.4232943 test: 0.4310619 best: 0.4310491 (132) total: 14.9s remaining: 2m 3s 134: learn: 0.4232876 test: 0.4310631 best: 0.4310491 (132) total: 15s remaining: 2m 3s 135: learn: 0.4232725 test: 0.4310636 best: 0.4310491 (132) total: 15.1s remaining: 2m 3s 136: learn: 0.4232417 test: 0.4310863 best: 0.4310491 (132) total: 15.3s remaining: 2m 3s 137: learn: 0.4232389 test: 0.4310862 best: 0.4310491 (132) total: 15.4s remaining: 2m 4s 138: learn: 0.4232309 test: 0.4311063 best: 0.4310491 (132) total: 15.5s remaining: 2m 3s 139: learn: 0.4232267 test: 0.4310894 best: 0.4310491 (132) total: 15.6s remaining: 2m 3s 140: learn: 0.4232237 test: 0.4310894 best: 0.4310491 (132) total: 15.8s remaining: 2m 4s 141: learn: 0.4232215 test: 0.4310823 best: 0.4310491 (132) total: 15.9s remaining: 2m 4s 142: learn: 0.4232175 test: 0.4310827 best: 0.4310491 (132) total: 16.1s remaining: 2m 4s 143: learn: 0.4232172 test: 0.4310829 best: 0.4310491 (132) total: 16.2s remaining: 2m 4s 144: learn: 0.4232154 test: 0.4310769 best: 0.4310491 (132) total: 16.3s remaining: 2m 4s 145: learn: 0.4232121 test: 0.4310770 best: 0.4310491 (132) total: 16.5s remaining: 2m 4s 146: learn: 0.4231689 test: 0.4310482 best: 0.4310482 (146) total: 16.6s remaining: 2m 4s 147: learn: 0.4231645 test: 0.4310484 best: 0.4310482 (146) total: 16.8s remaining: 2m 5s 148: learn: 0.4231597 test: 0.4310434 best: 0.4310434 (148) total: 16.9s remaining: 2m 5s 149: learn: 0.4231384 test: 0.4310677 best: 0.4310434 (148) total: 17.1s remaining: 2m 5s 150: learn: 0.4231281 test: 0.4310774 best: 0.4310434 (148) total: 17.2s remaining: 2m 5s 151: learn: 0.4231097 test: 0.4310730 best: 0.4310434 (148) total: 17.4s remaining: 2m 5s 152: learn: 0.4231082 test: 0.4310687 best: 0.4310434 (148) total: 17.6s remaining: 2m 6s 153: learn: 0.4230862 test: 0.4311093 best: 0.4310434 (148) total: 17.8s remaining: 2m 6s 154: learn: 0.4230857 test: 0.4311059 best: 0.4310434 (148) total: 18s remaining: 2m 7s 155: learn: 0.4228904 test: 0.4311437 best: 0.4310434 (148) total: 18.1s remaining: 2m 7s 156: learn: 0.4228471 test: 0.4311444 best: 0.4310434 (148) total: 18.3s remaining: 2m 7s 157: learn: 0.4228401 test: 0.4311640 best: 0.4310434 (148) total: 18.4s remaining: 2m 7s 158: learn: 0.4228377 test: 0.4311641 best: 0.4310434 (148) total: 18.6s remaining: 2m 7s 159: learn: 0.4228223 test: 0.4311591 best: 0.4310434 (148) total: 18.7s remaining: 2m 7s 160: learn: 0.4228151 test: 0.4311633 best: 0.4310434 (148) total: 18.9s remaining: 2m 7s 161: learn: 0.4228098 test: 0.4311813 best: 0.4310434 (148) total: 19s remaining: 2m 7s 162: learn: 0.4228083 test: 0.4311815 best: 0.4310434 (148) total: 19.2s remaining: 2m 7s 163: learn: 0.4228055 test: 0.4311816 best: 0.4310434 (148) total: 19.3s remaining: 2m 7s 164: learn: 0.4227960 test: 0.4311845 best: 0.4310434 (148) total: 19.5s remaining: 2m 7s 165: learn: 0.4227918 test: 0.4312010 best: 0.4310434 (148) total: 19.6s remaining: 2m 7s 166: learn: 0.4227883 test: 0.4312160 best: 0.4310434 (148) total: 19.7s remaining: 2m 7s 167: learn: 0.4227870 test: 0.4312160 best: 0.4310434 (148) total: 19.9s remaining: 2m 7s 168: learn: 0.4227856 test: 0.4312159 best: 0.4310434 (148) total: 20s remaining: 2m 8s 169: learn: 0.4227823 test: 0.4312120 best: 0.4310434 (148) total: 20.2s remaining: 2m 8s 170: learn: 0.4227815 test: 0.4312120 best: 0.4310434 (148) total: 20.2s remaining: 2m 7s 171: learn: 0.4227785 test: 0.4312120 best: 0.4310434 (148) total: 20.4s remaining: 2m 7s 172: learn: 0.4227758 test: 0.4312269 best: 0.4310434 (148) total: 20.5s remaining: 2m 7s 173: learn: 0.4227751 test: 0.4312269 best: 0.4310434 (148) total: 20.5s remaining: 2m 6s 174: learn: 0.4227726 test: 0.4312406 best: 0.4310434 (148) total: 20.7s remaining: 2m 7s 175: learn: 0.4227691 test: 0.4312408 best: 0.4310434 (148) total: 20.8s remaining: 2m 7s 176: learn: 0.4227586 test: 0.4312409 best: 0.4310434 (148) total: 21s remaining: 2m 7s 177: learn: 0.4227566 test: 0.4312538 best: 0.4310434 (148) total: 21.1s remaining: 2m 7s 178: learn: 0.4227548 test: 0.4312654 best: 0.4310434 (148) total: 21.3s remaining: 2m 7s 179: learn: 0.4227530 test: 0.4312655 best: 0.4310434 (148) total: 21.4s remaining: 2m 7s 180: learn: 0.4227372 test: 0.4312966 best: 0.4310434 (148) total: 21.6s remaining: 2m 7s 181: learn: 0.4227211 test: 0.4313177 best: 0.4310434 (148) total: 21.7s remaining: 2m 7s 182: learn: 0.4227159 test: 0.4313231 best: 0.4310434 (148) total: 21.8s remaining: 2m 7s 183: learn: 0.4227148 test: 0.4313231 best: 0.4310434 (148) total: 22s remaining: 2m 7s 184: learn: 0.4227099 test: 0.4313232 best: 0.4310434 (148) total: 22.1s remaining: 2m 7s 185: learn: 0.4227049 test: 0.4313380 best: 0.4310434 (148) total: 22.3s remaining: 2m 7s 186: learn: 0.4226979 test: 0.4313385 best: 0.4310434 (148) total: 22.4s remaining: 2m 7s 187: learn: 0.4226521 test: 0.4313327 best: 0.4310434 (148) total: 22.5s remaining: 2m 7s 188: learn: 0.4226516 test: 0.4313328 best: 0.4310434 (148) total: 22.7s remaining: 2m 7s 189: learn: 0.4226383 test: 0.4313328 best: 0.4310434 (148) total: 22.8s remaining: 2m 7s 190: learn: 0.4222943 test: 0.4308329 best: 0.4308329 (190) total: 22.9s remaining: 2m 7s 191: learn: 0.4222914 test: 0.4308329 best: 0.4308329 (191) total: 23.1s remaining: 2m 7s 192: learn: 0.4222912 test: 0.4308329 best: 0.4308329 (191) total: 23.2s remaining: 2m 7s 193: learn: 0.4222907 test: 0.4308329 best: 0.4308329 (193) total: 23.4s remaining: 2m 7s 194: learn: 0.4222810 test: 0.4308329 best: 0.4308329 (193) total: 23.5s remaining: 2m 7s 195: learn: 0.4222778 test: 0.4308205 best: 0.4308205 (195) total: 23.7s remaining: 2m 7s 196: learn: 0.4222705 test: 0.4308207 best: 0.4308205 (195) total: 23.8s remaining: 2m 7s 197: learn: 0.4222653 test: 0.4308207 best: 0.4308205 (195) total: 24s remaining: 2m 7s 198: learn: 0.4222570 test: 0.4308401 best: 0.4308205 (195) total: 24.1s remaining: 2m 7s 199: learn: 0.4221997 test: 0.4308578 best: 0.4308205 (195) total: 24.2s remaining: 2m 7s 200: learn: 0.4221897 test: 0.4308551 best: 0.4308205 (195) total: 24.4s remaining: 2m 7s 201: learn: 0.4221868 test: 0.4308552 best: 0.4308205 (195) total: 24.5s remaining: 2m 7s 202: learn: 0.4221859 test: 0.4308552 best: 0.4308205 (195) total: 24.7s remaining: 2m 7s 203: learn: 0.4221789 test: 0.4308794 best: 0.4308205 (195) total: 24.8s remaining: 2m 7s 204: learn: 0.4221786 test: 0.4308794 best: 0.4308205 (195) total: 24.9s remaining: 2m 7s 205: learn: 0.4221732 test: 0.4308930 best: 0.4308205 (195) total: 25.1s remaining: 2m 7s 206: learn: 0.4221729 test: 0.4308930 best: 0.4308205 (195) total: 25.2s remaining: 2m 7s 207: learn: 0.4220882 test: 0.4308612 best: 0.4308205 (195) total: 25.4s remaining: 2m 7s 208: learn: 0.4220813 test: 0.4308835 best: 0.4308205 (195) total: 25.5s remaining: 2m 7s 209: learn: 0.4207085 test: 0.4293854 best: 0.4293854 (209) total: 25.7s remaining: 2m 7s 210: learn: 0.4207031 test: 0.4294064 best: 0.4293854 (209) total: 25.8s remaining: 2m 7s 211: learn: 0.4206508 test: 0.4294148 best: 0.4293854 (209) total: 26s remaining: 2m 7s 212: learn: 0.4206433 test: 0.4294339 best: 0.4293854 (209) total: 26.1s remaining: 2m 7s 213: learn: 0.4206429 test: 0.4294338 best: 0.4293854 (209) total: 26.3s remaining: 2m 7s 214: learn: 0.4206395 test: 0.4294509 best: 0.4293854 (209) total: 26.4s remaining: 2m 7s 215: learn: 0.4206371 test: 0.4294653 best: 0.4293854 (209) total: 26.6s remaining: 2m 7s 216: learn: 0.4206281 test: 0.4294662 best: 0.4293854 (209) total: 26.7s remaining: 2m 7s 217: learn: 0.4206278 test: 0.4294661 best: 0.4293854 (209) total: 26.9s remaining: 2m 7s 218: learn: 0.4206249 test: 0.4294807 best: 0.4293854 (209) total: 27s remaining: 2m 7s 219: learn: 0.4206027 test: 0.4294873 best: 0.4293854 (209) total: 27.1s remaining: 2m 7s 220: learn: 0.4206025 test: 0.4294874 best: 0.4293854 (209) total: 27.3s remaining: 2m 7s 221: learn: 0.4205987 test: 0.4294874 best: 0.4293854 (209) total: 27.4s remaining: 2m 7s 222: learn: 0.4205895 test: 0.4294879 best: 0.4293854 (209) total: 27.6s remaining: 2m 6s 223: learn: 0.4205803 test: 0.4294904 best: 0.4293854 (209) total: 27.7s remaining: 2m 6s 224: learn: 0.4205798 test: 0.4294903 best: 0.4293854 (209) total: 27.9s remaining: 2m 7s 225: learn: 0.4205788 test: 0.4294908 best: 0.4293854 (209) total: 28s remaining: 2m 7s 226: learn: 0.4205786 test: 0.4294909 best: 0.4293854 (209) total: 28.2s remaining: 2m 6s 227: learn: 0.4205705 test: 0.4294909 best: 0.4293854 (209) total: 28.3s remaining: 2m 6s 228: learn: 0.4205670 test: 0.4295025 best: 0.4293854 (209) total: 28.5s remaining: 2m 6s 229: learn: 0.4205637 test: 0.4295025 best: 0.4293854 (209) total: 28.6s remaining: 2m 6s 230: learn: 0.4205604 test: 0.4295128 best: 0.4293854 (209) total: 28.7s remaining: 2m 6s 231: learn: 0.4205596 test: 0.4295129 best: 0.4293854 (209) total: 28.9s remaining: 2m 6s 232: learn: 0.4205593 test: 0.4295129 best: 0.4293854 (209) total: 29s remaining: 2m 6s 233: learn: 0.4205581 test: 0.4295221 best: 0.4293854 (209) total: 29.2s remaining: 2m 6s 234: learn: 0.4205561 test: 0.4295303 best: 0.4293854 (209) total: 29.3s remaining: 2m 6s 235: learn: 0.4205350 test: 0.4295306 best: 0.4293854 (209) total: 29.4s remaining: 2m 6s 236: learn: 0.4205333 test: 0.4295311 best: 0.4293854 (209) total: 29.6s remaining: 2m 6s 237: learn: 0.4205301 test: 0.4295313 best: 0.4293854 (209) total: 29.7s remaining: 2m 6s 238: learn: 0.4205190 test: 0.4295305 best: 0.4293854 (209) total: 29.8s remaining: 2m 6s 239: learn: 0.4205189 test: 0.4295305 best: 0.4293854 (209) total: 29.9s remaining: 2m 5s 240: learn: 0.4205186 test: 0.4295297 best: 0.4293854 (209) total: 30s remaining: 2m 5s 241: learn: 0.4205163 test: 0.4295295 best: 0.4293854 (209) total: 30.2s remaining: 2m 5s 242: learn: 0.4205119 test: 0.4295267 best: 0.4293854 (209) total: 30.3s remaining: 2m 5s 243: learn: 0.4205098 test: 0.4295267 best: 0.4293854 (209) total: 30.4s remaining: 2m 5s 244: learn: 0.4205035 test: 0.4295285 best: 0.4293854 (209) total: 30.6s remaining: 2m 5s 245: learn: 0.4205009 test: 0.4295284 best: 0.4293854 (209) total: 30.7s remaining: 2m 5s 246: learn: 0.4204984 test: 0.4295186 best: 0.4293854 (209) total: 30.9s remaining: 2m 5s 247: learn: 0.4204982 test: 0.4295175 best: 0.4293854 (209) total: 31s remaining: 2m 5s 248: learn: 0.4204866 test: 0.4295247 best: 0.4293854 (209) total: 31.1s remaining: 2m 5s 249: learn: 0.4204860 test: 0.4295247 best: 0.4293854 (209) total: 31.2s remaining: 2m 4s 250: learn: 0.4204773 test: 0.4295250 best: 0.4293854 (209) total: 31.4s remaining: 2m 4s 251: learn: 0.4204725 test: 0.4295251 best: 0.4293854 (209) total: 31.5s remaining: 2m 4s 252: learn: 0.4204723 test: 0.4295252 best: 0.4293854 (209) total: 31.6s remaining: 2m 4s 253: learn: 0.4203559 test: 0.4295067 best: 0.4293854 (209) total: 31.7s remaining: 2m 4s 254: learn: 0.4203550 test: 0.4295179 best: 0.4293854 (209) total: 31.8s remaining: 2m 4s 255: learn: 0.4203432 test: 0.4294894 best: 0.4293854 (209) total: 32s remaining: 2m 4s 256: learn: 0.4203406 test: 0.4294983 best: 0.4293854 (209) total: 32.1s remaining: 2m 4s 257: learn: 0.4203367 test: 0.4294985 best: 0.4293854 (209) total: 32.3s remaining: 2m 4s 258: learn: 0.4203329 test: 0.4295250 best: 0.4293854 (209) total: 32.4s remaining: 2m 4s 259: learn: 0.4203240 test: 0.4295266 best: 0.4293854 (209) total: 32.6s remaining: 2m 4s 260: learn: 0.4202535 test: 0.4294546 best: 0.4293854 (209) total: 32.7s remaining: 2m 3s 261: learn: 0.4194478 test: 0.4287126 best: 0.4287126 (261) total: 32.8s remaining: 2m 3s 262: learn: 0.4194475 test: 0.4287126 best: 0.4287126 (262) total: 33s remaining: 2m 3s 263: learn: 0.4194470 test: 0.4287198 best: 0.4287126 (262) total: 33.1s remaining: 2m 3s 264: learn: 0.4194466 test: 0.4287198 best: 0.4287126 (262) total: 33.3s remaining: 2m 3s 265: learn: 0.4194458 test: 0.4287261 best: 0.4287126 (262) total: 33.5s remaining: 2m 4s 266: learn: 0.4194455 test: 0.4287261 best: 0.4287126 (262) total: 33.7s remaining: 2m 4s 267: learn: 0.4194415 test: 0.4287262 best: 0.4287126 (262) total: 33.9s remaining: 2m 4s 268: learn: 0.4194404 test: 0.4287260 best: 0.4287126 (262) total: 34s remaining: 2m 4s 269: learn: 0.4194397 test: 0.4287317 best: 0.4287126 (262) total: 34.2s remaining: 2m 3s 270: learn: 0.4194395 test: 0.4287315 best: 0.4287126 (262) total: 34.3s remaining: 2m 3s 271: learn: 0.4194393 test: 0.4287365 best: 0.4287126 (262) total: 34.4s remaining: 2m 3s 272: learn: 0.4194392 test: 0.4287367 best: 0.4287126 (262) total: 34.6s remaining: 2m 3s 273: learn: 0.4194391 test: 0.4287368 best: 0.4287126 (262) total: 34.7s remaining: 2m 3s 274: learn: 0.4192613 test: 0.4286802 best: 0.4286802 (274) total: 34.8s remaining: 2m 3s 275: learn: 0.4192603 test: 0.4286848 best: 0.4286802 (274) total: 35s remaining: 2m 3s 276: learn: 0.4192567 test: 0.4287073 best: 0.4286802 (274) total: 35.1s remaining: 2m 3s 277: learn: 0.4192567 test: 0.4287073 best: 0.4286802 (274) total: 35.2s remaining: 2m 3s 278: learn: 0.4192549 test: 0.4287070 best: 0.4286802 (274) total: 35.4s remaining: 2m 3s 279: learn: 0.4192546 test: 0.4287107 best: 0.4286802 (274) total: 35.5s remaining: 2m 3s 280: learn: 0.4192545 test: 0.4287109 best: 0.4286802 (274) total: 35.7s remaining: 2m 3s 281: learn: 0.4192460 test: 0.4286788 best: 0.4286788 (281) total: 35.9s remaining: 2m 3s 282: learn: 0.4192448 test: 0.4286786 best: 0.4286786 (282) total: 36s remaining: 2m 3s 283: learn: 0.4192424 test: 0.4286814 best: 0.4286786 (282) total: 36.1s remaining: 2m 2s 284: learn: 0.4192405 test: 0.4286840 best: 0.4286786 (282) total: 36.3s remaining: 2m 2s 285: learn: 0.4192335 test: 0.4286552 best: 0.4286552 (285) total: 36.4s remaining: 2m 2s 286: learn: 0.4192307 test: 0.4286550 best: 0.4286550 (286) total: 36.5s remaining: 2m 2s 287: learn: 0.4192301 test: 0.4286549 best: 0.4286549 (287) total: 36.7s remaining: 2m 2s 288: learn: 0.4192281 test: 0.4286547 best: 0.4286547 (288) total: 36.8s remaining: 2m 2s 289: learn: 0.4192225 test: 0.4286293 best: 0.4286293 (289) total: 37s remaining: 2m 2s 290: learn: 0.4192128 test: 0.4286069 best: 0.4286069 (290) total: 37.1s remaining: 2m 2s 291: learn: 0.4192117 test: 0.4286069 best: 0.4286069 (290) total: 37.2s remaining: 2m 2s 292: learn: 0.4191837 test: 0.4286014 best: 0.4286014 (292) total: 37.4s remaining: 2m 2s 293: learn: 0.4191758 test: 0.4285859 best: 0.4285859 (293) total: 37.5s remaining: 2m 1s 294: learn: 0.4191738 test: 0.4285678 best: 0.4285678 (294) total: 37.7s remaining: 2m 1s 295: learn: 0.4191697 test: 0.4285572 best: 0.4285572 (295) total: 37.8s remaining: 2m 1s 296: learn: 0.4191174 test: 0.4285287 best: 0.4285287 (296) total: 38s remaining: 2m 1s 297: learn: 0.4191168 test: 0.4285303 best: 0.4285287 (296) total: 38.1s remaining: 2m 1s 298: learn: 0.4191136 test: 0.4285317 best: 0.4285287 (296) total: 38.3s remaining: 2m 1s 299: learn: 0.4180878 test: 0.4278198 best: 0.4278198 (299) total: 38.4s remaining: 2m 1s 300: learn: 0.4180854 test: 0.4278197 best: 0.4278197 (300) total: 38.6s remaining: 2m 1s 301: learn: 0.4180814 test: 0.4278196 best: 0.4278196 (301) total: 38.7s remaining: 2m 1s 302: learn: 0.4180761 test: 0.4277996 best: 0.4277996 (302) total: 38.8s remaining: 2m 1s 303: learn: 0.4180727 test: 0.4277820 best: 0.4277820 (303) total: 39s remaining: 2m 1s 304: learn: 0.4180726 test: 0.4277819 best: 0.4277819 (304) total: 39.1s remaining: 2m 1s 305: learn: 0.4180726 test: 0.4277819 best: 0.4277819 (305) total: 39.3s remaining: 2m 1s 306: learn: 0.4180725 test: 0.4277818 best: 0.4277818 (306) total: 39.3s remaining: 2m 307: learn: 0.4180677 test: 0.4278040 best: 0.4277818 (306) total: 39.5s remaining: 2m 308: learn: 0.4180676 test: 0.4278039 best: 0.4277818 (306) total: 39.6s remaining: 2m 309: learn: 0.4179025 test: 0.4277467 best: 0.4277467 (309) total: 39.8s remaining: 2m 310: learn: 0.4178996 test: 0.4277307 best: 0.4277307 (310) total: 39.9s remaining: 2m 311: learn: 0.4178964 test: 0.4277508 best: 0.4277307 (310) total: 40s remaining: 2m 312: learn: 0.4178932 test: 0.4277682 best: 0.4277307 (310) total: 40.2s remaining: 2m 313: learn: 0.4178906 test: 0.4277868 best: 0.4277307 (310) total: 40.3s remaining: 2m 314: learn: 0.4178897 test: 0.4277868 best: 0.4277307 (310) total: 40.5s remaining: 2m 315: learn: 0.4178890 test: 0.4277875 best: 0.4277307 (310) total: 40.6s remaining: 2m 316: learn: 0.4178887 test: 0.4277873 best: 0.4277307 (310) total: 40.8s remaining: 2m 317: learn: 0.4178879 test: 0.4277873 best: 0.4277307 (310) total: 40.9s remaining: 1m 59s 318: learn: 0.4178855 test: 0.4277874 best: 0.4277307 (310) total: 41s remaining: 1m 59s 319: learn: 0.4178832 test: 0.4277722 best: 0.4277307 (310) total: 41.2s remaining: 1m 59s 320: learn: 0.4178796 test: 0.4277845 best: 0.4277307 (310) total: 41.4s remaining: 1m 59s 321: learn: 0.4178775 test: 0.4278013 best: 0.4277307 (310) total: 41.5s remaining: 1m 59s 322: learn: 0.4178774 test: 0.4278017 best: 0.4277307 (310) total: 41.6s remaining: 1m 59s 323: learn: 0.4178767 test: 0.4278016 best: 0.4277307 (310) total: 41.8s remaining: 1m 59s 324: learn: 0.4178761 test: 0.4278016 best: 0.4277307 (310) total: 41.9s remaining: 1m 59s 325: learn: 0.4178755 test: 0.4278016 best: 0.4277307 (310) total: 42s remaining: 1m 58s 326: learn: 0.4178751 test: 0.4278016 best: 0.4277307 (310) total: 42s remaining: 1m 58s 327: learn: 0.4178747 test: 0.4278016 best: 0.4277307 (310) total: 42.1s remaining: 1m 58s 328: learn: 0.4178743 test: 0.4278016 best: 0.4277307 (310) total: 42.3s remaining: 1m 58s 329: learn: 0.4178740 test: 0.4278016 best: 0.4277307 (310) total: 42.4s remaining: 1m 58s 330: learn: 0.4178736 test: 0.4278016 best: 0.4277307 (310) total: 42.5s remaining: 1m 58s 331: learn: 0.4178726 test: 0.4277997 best: 0.4277307 (310) total: 42.7s remaining: 1m 57s 332: learn: 0.4178721 test: 0.4277999 best: 0.4277307 (310) total: 42.8s remaining: 1m 57s 333: learn: 0.4178719 test: 0.4277999 best: 0.4277307 (310) total: 42.9s remaining: 1m 57s 334: learn: 0.4178718 test: 0.4278001 best: 0.4277307 (310) total: 43s remaining: 1m 57s 335: learn: 0.4178700 test: 0.4278151 best: 0.4277307 (310) total: 43.1s remaining: 1m 57s 336: learn: 0.4178700 test: 0.4278153 best: 0.4277307 (310) total: 43.2s remaining: 1m 56s 337: learn: 0.4178698 test: 0.4278153 best: 0.4277307 (310) total: 43.3s remaining: 1m 56s 338: learn: 0.4178668 test: 0.4278306 best: 0.4277307 (310) total: 43.3s remaining: 1m 56s 339: learn: 0.4178667 test: 0.4278306 best: 0.4277307 (310) total: 43.5s remaining: 1m 56s 340: learn: 0.4178667 test: 0.4278306 best: 0.4277307 (310) total: 43.5s remaining: 1m 56s 341: learn: 0.4178626 test: 0.4278160 best: 0.4277307 (310) total: 43.7s remaining: 1m 56s 342: learn: 0.4178626 test: 0.4278162 best: 0.4277307 (310) total: 43.8s remaining: 1m 55s 343: learn: 0.4178613 test: 0.4278299 best: 0.4277307 (310) total: 43.9s remaining: 1m 55s 344: learn: 0.4178608 test: 0.4278289 best: 0.4277307 (310) total: 44s remaining: 1m 55s 345: learn: 0.4178589 test: 0.4278293 best: 0.4277307 (310) total: 44.2s remaining: 1m 55s 346: learn: 0.4178588 test: 0.4278293 best: 0.4277307 (310) total: 44.2s remaining: 1m 55s 347: learn: 0.4178574 test: 0.4278338 best: 0.4277307 (310) total: 44.4s remaining: 1m 55s 348: learn: 0.4178573 test: 0.4278339 best: 0.4277307 (310) total: 44.5s remaining: 1m 54s 349: learn: 0.4178573 test: 0.4278339 best: 0.4277307 (310) total: 44.5s remaining: 1m 54s 350: learn: 0.4178573 test: 0.4278339 best: 0.4277307 (310) total: 44.6s remaining: 1m 54s 351: learn: 0.4178556 test: 0.4278459 best: 0.4277307 (310) total: 44.7s remaining: 1m 54s 352: learn: 0.4178552 test: 0.4278461 best: 0.4277307 (310) total: 44.8s remaining: 1m 53s 353: learn: 0.4178551 test: 0.4278495 best: 0.4277307 (310) total: 45s remaining: 1m 53s 354: learn: 0.4178550 test: 0.4278494 best: 0.4277307 (310) total: 45s remaining: 1m 53s 355: learn: 0.4178549 test: 0.4278524 best: 0.4277307 (310) total: 45.2s remaining: 1m 53s 356: learn: 0.4178529 test: 0.4278640 best: 0.4277307 (310) total: 45.3s remaining: 1m 53s 357: learn: 0.4178529 test: 0.4278639 best: 0.4277307 (310) total: 45.3s remaining: 1m 52s 358: learn: 0.4178528 test: 0.4278646 best: 0.4277307 (310) total: 45.5s remaining: 1m 52s 359: learn: 0.4178515 test: 0.4278750 best: 0.4277307 (310) total: 45.6s remaining: 1m 52s 360: learn: 0.4178246 test: 0.4278853 best: 0.4277307 (310) total: 45.8s remaining: 1m 52s 361: learn: 0.4178244 test: 0.4278854 best: 0.4277307 (310) total: 45.9s remaining: 1m 52s 362: learn: 0.4178244 test: 0.4278854 best: 0.4277307 (310) total: 45.9s remaining: 1m 52s 363: learn: 0.4178226 test: 0.4278858 best: 0.4277307 (310) total: 46s remaining: 1m 51s 364: learn: 0.4178184 test: 0.4278709 best: 0.4277307 (310) total: 46.1s remaining: 1m 51s 365: learn: 0.4178183 test: 0.4278709 best: 0.4277307 (310) total: 46.2s remaining: 1m 51s 366: learn: 0.4178180 test: 0.4278710 best: 0.4277307 (310) total: 46.3s remaining: 1m 51s 367: learn: 0.4178158 test: 0.4278710 best: 0.4277307 (310) total: 46.4s remaining: 1m 51s 368: learn: 0.4178158 test: 0.4278710 best: 0.4277307 (310) total: 46.5s remaining: 1m 51s 369: learn: 0.4178144 test: 0.4278802 best: 0.4277307 (310) total: 46.7s remaining: 1m 51s 370: learn: 0.4178104 test: 0.4278805 best: 0.4277307 (310) total: 46.8s remaining: 1m 50s 371: learn: 0.4178085 test: 0.4278887 best: 0.4277307 (310) total: 47s remaining: 1m 50s 372: learn: 0.4178067 test: 0.4278887 best: 0.4277307 (310) total: 47.1s remaining: 1m 50s 373: learn: 0.4178041 test: 0.4278981 best: 0.4277307 (310) total: 47.3s remaining: 1m 50s 374: learn: 0.4178028 test: 0.4279056 best: 0.4277307 (310) total: 47.4s remaining: 1m 50s 375: learn: 0.4177911 test: 0.4279052 best: 0.4277307 (310) total: 47.5s remaining: 1m 50s 376: learn: 0.4177900 test: 0.4279119 best: 0.4277307 (310) total: 47.7s remaining: 1m 50s 377: learn: 0.4177891 test: 0.4279206 best: 0.4277307 (310) total: 47.8s remaining: 1m 50s 378: learn: 0.4177876 test: 0.4279070 best: 0.4277307 (310) total: 48s remaining: 1m 50s 379: learn: 0.4177876 test: 0.4279071 best: 0.4277307 (310) total: 48.1s remaining: 1m 50s 380: learn: 0.4177860 test: 0.4279071 best: 0.4277307 (310) total: 48.2s remaining: 1m 50s 381: learn: 0.4174682 test: 0.4278250 best: 0.4277307 (310) total: 48.4s remaining: 1m 49s 382: learn: 0.4174617 test: 0.4278178 best: 0.4277307 (310) total: 48.5s remaining: 1m 49s 383: learn: 0.4174610 test: 0.4278256 best: 0.4277307 (310) total: 48.7s remaining: 1m 49s 384: learn: 0.4174605 test: 0.4278318 best: 0.4277307 (310) total: 48.8s remaining: 1m 49s 385: learn: 0.4174588 test: 0.4278389 best: 0.4277307 (310) total: 49s remaining: 1m 49s 386: learn: 0.4174579 test: 0.4278446 best: 0.4277307 (310) total: 49.1s remaining: 1m 49s 387: learn: 0.4174569 test: 0.4278446 best: 0.4277307 (310) total: 49.3s remaining: 1m 49s 388: learn: 0.4174256 test: 0.4278459 best: 0.4277307 (310) total: 49.5s remaining: 1m 49s 389: learn: 0.4174244 test: 0.4278458 best: 0.4277307 (310) total: 49.7s remaining: 1m 49s 390: learn: 0.4173571 test: 0.4278760 best: 0.4277307 (310) total: 49.9s remaining: 1m 49s 391: learn: 0.4173558 test: 0.4278760 best: 0.4277307 (310) total: 50s remaining: 1m 49s 392: learn: 0.4173548 test: 0.4278760 best: 0.4277307 (310) total: 50.2s remaining: 1m 49s 393: learn: 0.4173535 test: 0.4278761 best: 0.4277307 (310) total: 50.3s remaining: 1m 49s 394: learn: 0.4173535 test: 0.4278762 best: 0.4277307 (310) total: 50.4s remaining: 1m 49s 395: learn: 0.4173524 test: 0.4278762 best: 0.4277307 (310) total: 50.6s remaining: 1m 49s 396: learn: 0.4173523 test: 0.4278759 best: 0.4277307 (310) total: 50.7s remaining: 1m 48s 397: learn: 0.4173431 test: 0.4278694 best: 0.4277307 (310) total: 50.9s remaining: 1m 48s 398: learn: 0.4173428 test: 0.4278695 best: 0.4277307 (310) total: 51s remaining: 1m 48s 399: learn: 0.4173425 test: 0.4278698 best: 0.4277307 (310) total: 51.1s remaining: 1m 48s 400: learn: 0.4173148 test: 0.4278772 best: 0.4277307 (310) total: 51.3s remaining: 1m 48s 401: learn: 0.4173147 test: 0.4278775 best: 0.4277307 (310) total: 51.4s remaining: 1m 48s 402: learn: 0.4173124 test: 0.4278847 best: 0.4277307 (310) total: 51.6s remaining: 1m 48s 403: learn: 0.4173103 test: 0.4278912 best: 0.4277307 (310) total: 51.7s remaining: 1m 48s 404: learn: 0.4173094 test: 0.4278913 best: 0.4277307 (310) total: 51.8s remaining: 1m 48s 405: learn: 0.4173091 test: 0.4278913 best: 0.4277307 (310) total: 51.9s remaining: 1m 47s 406: learn: 0.4173076 test: 0.4278914 best: 0.4277307 (310) total: 52s remaining: 1m 47s 407: learn: 0.4173057 test: 0.4278973 best: 0.4277307 (310) total: 52.1s remaining: 1m 47s 408: learn: 0.4173055 test: 0.4278975 best: 0.4277307 (310) total: 52.2s remaining: 1m 47s 409: learn: 0.4173038 test: 0.4278974 best: 0.4277307 (310) total: 52.4s remaining: 1m 47s 410: learn: 0.4173035 test: 0.4278974 best: 0.4277307 (310) total: 52.5s remaining: 1m 47s 411: learn: 0.4173032 test: 0.4278975 best: 0.4277307 (310) total: 52.5s remaining: 1m 46s 412: learn: 0.4173019 test: 0.4279029 best: 0.4277307 (310) total: 52.7s remaining: 1m 46s 413: learn: 0.4173015 test: 0.4279075 best: 0.4277307 (310) total: 52.8s remaining: 1m 46s 414: learn: 0.4173012 test: 0.4279117 best: 0.4277307 (310) total: 53s remaining: 1m 46s 415: learn: 0.4173010 test: 0.4279154 best: 0.4277307 (310) total: 53.1s remaining: 1m 46s 416: learn: 0.4173007 test: 0.4279188 best: 0.4277307 (310) total: 53.2s remaining: 1m 46s 417: learn: 0.4172623 test: 0.4279189 best: 0.4277307 (310) total: 53.4s remaining: 1m 46s 418: learn: 0.4172617 test: 0.4279189 best: 0.4277307 (310) total: 53.5s remaining: 1m 46s 419: learn: 0.4172616 test: 0.4279189 best: 0.4277307 (310) total: 53.7s remaining: 1m 46s 420: learn: 0.4172614 test: 0.4279176 best: 0.4277307 (310) total: 53.8s remaining: 1m 45s 421: learn: 0.4172612 test: 0.4279213 best: 0.4277307 (310) total: 53.9s remaining: 1m 45s 422: learn: 0.4172606 test: 0.4279213 best: 0.4277307 (310) total: 54s remaining: 1m 45s 423: learn: 0.4172606 test: 0.4279213 best: 0.4277307 (310) total: 54.1s remaining: 1m 45s 424: learn: 0.4172603 test: 0.4279213 best: 0.4277307 (310) total: 54.2s remaining: 1m 45s 425: learn: 0.4172600 test: 0.4279213 best: 0.4277307 (310) total: 54.3s remaining: 1m 45s 426: learn: 0.4172600 test: 0.4279213 best: 0.4277307 (310) total: 54.4s remaining: 1m 44s 427: learn: 0.4172598 test: 0.4279246 best: 0.4277307 (310) total: 54.4s remaining: 1m 44s 428: learn: 0.4172597 test: 0.4279271 best: 0.4277307 (310) total: 54.6s remaining: 1m 44s 429: learn: 0.4172586 test: 0.4279160 best: 0.4277307 (310) total: 54.7s remaining: 1m 44s 430: learn: 0.4172585 test: 0.4279183 best: 0.4277307 (310) total: 54.9s remaining: 1m 44s 431: learn: 0.4172581 test: 0.4279203 best: 0.4277307 (310) total: 55s remaining: 1m 44s 432: learn: 0.4172578 test: 0.4279204 best: 0.4277307 (310) total: 55.2s remaining: 1m 44s 433: learn: 0.4172578 test: 0.4279203 best: 0.4277307 (310) total: 55.3s remaining: 1m 43s 434: learn: 0.4172578 test: 0.4279201 best: 0.4277307 (310) total: 55.3s remaining: 1m 43s 435: learn: 0.4172577 test: 0.4279220 best: 0.4277307 (310) total: 55.5s remaining: 1m 43s 436: learn: 0.4172571 test: 0.4279281 best: 0.4277307 (310) total: 55.6s remaining: 1m 43s 437: learn: 0.4172571 test: 0.4279279 best: 0.4277307 (310) total: 55.7s remaining: 1m 43s 438: learn: 0.4172567 test: 0.4279296 best: 0.4277307 (310) total: 55.9s remaining: 1m 43s 439: learn: 0.4172562 test: 0.4279353 best: 0.4277307 (310) total: 56s remaining: 1m 43s 440: learn: 0.4172561 test: 0.4279387 best: 0.4277307 (310) total: 56.2s remaining: 1m 43s 441: learn: 0.4172559 test: 0.4279400 best: 0.4277307 (310) total: 56.3s remaining: 1m 42s 442: learn: 0.4172555 test: 0.4279400 best: 0.4277307 (310) total: 56.4s remaining: 1m 42s 443: learn: 0.4172551 test: 0.4279451 best: 0.4277307 (310) total: 56.6s remaining: 1m 42s 444: learn: 0.4172551 test: 0.4279464 best: 0.4277307 (310) total: 56.7s remaining: 1m 42s 445: learn: 0.4172548 test: 0.4279463 best: 0.4277307 (310) total: 56.9s remaining: 1m 42s 446: learn: 0.4172088 test: 0.4279316 best: 0.4277307 (310) total: 57s remaining: 1m 42s 447: learn: 0.4172086 test: 0.4279328 best: 0.4277307 (310) total: 57.2s remaining: 1m 42s 448: learn: 0.4172079 test: 0.4279338 best: 0.4277307 (310) total: 57.3s remaining: 1m 42s 449: learn: 0.4172079 test: 0.4279347 best: 0.4277307 (310) total: 57.4s remaining: 1m 42s 450: learn: 0.4172077 test: 0.4279356 best: 0.4277307 (310) total: 57.6s remaining: 1m 41s 451: learn: 0.4172076 test: 0.4279363 best: 0.4277307 (310) total: 57.7s remaining: 1m 41s 452: learn: 0.4172006 test: 0.4279304 best: 0.4277307 (310) total: 57.9s remaining: 1m 41s 453: learn: 0.4172004 test: 0.4279362 best: 0.4277307 (310) total: 58s remaining: 1m 41s 454: learn: 0.4170802 test: 0.4279257 best: 0.4277307 (310) total: 58.1s remaining: 1m 41s 455: learn: 0.4170799 test: 0.4279310 best: 0.4277307 (310) total: 58.3s remaining: 1m 41s 456: learn: 0.4168339 test: 0.4276133 best: 0.4276133 (456) total: 58.4s remaining: 1m 41s 457: learn: 0.4168322 test: 0.4276134 best: 0.4276133 (456) total: 58.6s remaining: 1m 41s 458: learn: 0.4168320 test: 0.4276147 best: 0.4276133 (456) total: 58.7s remaining: 1m 41s 459: learn: 0.4168319 test: 0.4276140 best: 0.4276133 (456) total: 58.9s remaining: 1m 41s 460: learn: 0.4168318 test: 0.4276152 best: 0.4276133 (456) total: 59s remaining: 1m 40s 461: learn: 0.4168318 test: 0.4276145 best: 0.4276133 (456) total: 59.1s remaining: 1m 40s 462: learn: 0.4168316 test: 0.4276152 best: 0.4276133 (456) total: 59.2s remaining: 1m 40s 463: learn: 0.4168214 test: 0.4276156 best: 0.4276133 (456) total: 59.4s remaining: 1m 40s 464: learn: 0.4168208 test: 0.4276171 best: 0.4276133 (456) total: 59.5s remaining: 1m 40s 465: learn: 0.4168206 test: 0.4276175 best: 0.4276133 (456) total: 59.7s remaining: 1m 40s 466: learn: 0.4168206 test: 0.4276190 best: 0.4276133 (456) total: 59.8s remaining: 1m 40s 467: learn: 0.4168202 test: 0.4276189 best: 0.4276133 (456) total: 60s remaining: 1m 40s 468: learn: 0.4168202 test: 0.4276189 best: 0.4276133 (456) total: 1m remaining: 1m 39s 469: learn: 0.4168200 test: 0.4276203 best: 0.4276133 (456) total: 1m remaining: 1m 39s 470: learn: 0.4168199 test: 0.4276203 best: 0.4276133 (456) total: 1m remaining: 1m 39s 471: learn: 0.4168199 test: 0.4276203 best: 0.4276133 (456) total: 1m remaining: 1m 39s 472: learn: 0.4168191 test: 0.4276197 best: 0.4276133 (456) total: 1m remaining: 1m 39s 473: learn: 0.4168097 test: 0.4276160 best: 0.4276133 (456) total: 1m remaining: 1m 39s 474: learn: 0.4168088 test: 0.4276160 best: 0.4276133 (456) total: 1m remaining: 1m 39s 475: learn: 0.4168083 test: 0.4276167 best: 0.4276133 (456) total: 1m remaining: 1m 39s 476: learn: 0.4168079 test: 0.4276167 best: 0.4276133 (456) total: 1m 1s remaining: 1m 39s 477: learn: 0.4166074 test: 0.4275108 best: 0.4275108 (477) total: 1m 1s remaining: 1m 38s 478: learn: 0.4165866 test: 0.4274935 best: 0.4274935 (478) total: 1m 1s remaining: 1m 38s 479: learn: 0.4165866 test: 0.4274935 best: 0.4274935 (478) total: 1m 1s remaining: 1m 38s 480: learn: 0.4161095 test: 0.4271145 best: 0.4271145 (480) total: 1m 1s remaining: 1m 38s 481: learn: 0.4161017 test: 0.4271149 best: 0.4271145 (480) total: 1m 1s remaining: 1m 38s 482: learn: 0.4153839 test: 0.4264512 best: 0.4264512 (482) total: 1m 1s remaining: 1m 38s 483: learn: 0.4153673 test: 0.4264503 best: 0.4264503 (483) total: 1m 2s remaining: 1m 38s 484: learn: 0.4153622 test: 0.4264509 best: 0.4264503 (483) total: 1m 2s remaining: 1m 38s 485: learn: 0.4153569 test: 0.4264512 best: 0.4264503 (483) total: 1m 2s remaining: 1m 38s 486: learn: 0.4153564 test: 0.4264522 best: 0.4264503 (483) total: 1m 2s remaining: 1m 38s 487: learn: 0.4153551 test: 0.4264481 best: 0.4264481 (487) total: 1m 2s remaining: 1m 37s 488: learn: 0.4153458 test: 0.4264484 best: 0.4264481 (487) total: 1m 2s remaining: 1m 37s 489: learn: 0.4150390 test: 0.4262900 best: 0.4262900 (489) total: 1m 3s remaining: 1m 37s 490: learn: 0.4148933 test: 0.4261694 best: 0.4261694 (490) total: 1m 3s remaining: 1m 37s 491: learn: 0.4148928 test: 0.4261705 best: 0.4261694 (490) total: 1m 3s remaining: 1m 37s 492: learn: 0.4148927 test: 0.4261716 best: 0.4261694 (490) total: 1m 3s remaining: 1m 37s 493: learn: 0.4148925 test: 0.4261709 best: 0.4261694 (490) total: 1m 3s remaining: 1m 37s 494: learn: 0.4148872 test: 0.4261807 best: 0.4261694 (490) total: 1m 3s remaining: 1m 37s 495: learn: 0.4148872 test: 0.4261818 best: 0.4261694 (490) total: 1m 3s remaining: 1m 37s 496: learn: 0.4148871 test: 0.4261827 best: 0.4261694 (490) total: 1m 3s remaining: 1m 36s 497: learn: 0.4148871 test: 0.4261827 best: 0.4261694 (490) total: 1m 4s remaining: 1m 36s 498: learn: 0.4148870 test: 0.4261835 best: 0.4261694 (490) total: 1m 4s remaining: 1m 36s 499: learn: 0.4148332 test: 0.4261624 best: 0.4261624 (499) total: 1m 4s remaining: 1m 36s 500: learn: 0.4148331 test: 0.4261617 best: 0.4261617 (500) total: 1m 4s remaining: 1m 36s 501: learn: 0.4148328 test: 0.4261626 best: 0.4261617 (500) total: 1m 4s remaining: 1m 36s 502: learn: 0.4148327 test: 0.4261680 best: 0.4261617 (500) total: 1m 4s remaining: 1m 36s 503: learn: 0.4148325 test: 0.4261692 best: 0.4261617 (500) total: 1m 4s remaining: 1m 35s 504: learn: 0.4148305 test: 0.4261691 best: 0.4261617 (500) total: 1m 4s remaining: 1m 35s 505: learn: 0.4148303 test: 0.4261691 best: 0.4261617 (500) total: 1m 5s remaining: 1m 35s 506: learn: 0.4148303 test: 0.4261697 best: 0.4261617 (500) total: 1m 5s remaining: 1m 35s 507: learn: 0.4148303 test: 0.4261697 best: 0.4261617 (500) total: 1m 5s remaining: 1m 35s 508: learn: 0.4148298 test: 0.4261706 best: 0.4261617 (500) total: 1m 5s remaining: 1m 35s 509: learn: 0.4148295 test: 0.4261717 best: 0.4261617 (500) total: 1m 5s remaining: 1m 35s 510: learn: 0.4148295 test: 0.4261722 best: 0.4261617 (500) total: 1m 6s remaining: 1m 35s 511: learn: 0.4148295 test: 0.4261726 best: 0.4261617 (500) total: 1m 6s remaining: 1m 35s 512: learn: 0.4148295 test: 0.4261730 best: 0.4261617 (500) total: 1m 6s remaining: 1m 35s 513: learn: 0.4147497 test: 0.4261790 best: 0.4261617 (500) total: 1m 6s remaining: 1m 35s 514: learn: 0.4147496 test: 0.4261790 best: 0.4261617 (500) total: 1m 6s remaining: 1m 34s 515: learn: 0.4147494 test: 0.4261836 best: 0.4261617 (500) total: 1m 6s remaining: 1m 34s 516: learn: 0.4147491 test: 0.4261832 best: 0.4261617 (500) total: 1m 6s remaining: 1m 34s 517: learn: 0.4147490 test: 0.4261819 best: 0.4261617 (500) total: 1m 6s remaining: 1m 34s 518: learn: 0.4147490 test: 0.4261826 best: 0.4261617 (500) total: 1m 7s remaining: 1m 34s 519: learn: 0.4147488 test: 0.4261824 best: 0.4261617 (500) total: 1m 7s remaining: 1m 34s 520: learn: 0.4147488 test: 0.4261831 best: 0.4261617 (500) total: 1m 7s remaining: 1m 34s 521: learn: 0.4147481 test: 0.4261830 best: 0.4261617 (500) total: 1m 7s remaining: 1m 34s 522: learn: 0.4147478 test: 0.4261836 best: 0.4261617 (500) total: 1m 7s remaining: 1m 34s 523: learn: 0.4147476 test: 0.4261841 best: 0.4261617 (500) total: 1m 7s remaining: 1m 33s 524: learn: 0.4147476 test: 0.4261846 best: 0.4261617 (500) total: 1m 7s remaining: 1m 33s 525: learn: 0.4147476 test: 0.4261847 best: 0.4261617 (500) total: 1m 8s remaining: 1m 33s 526: learn: 0.4147462 test: 0.4261851 best: 0.4261617 (500) total: 1m 8s remaining: 1m 33s 527: learn: 0.4147461 test: 0.4261855 best: 0.4261617 (500) total: 1m 8s remaining: 1m 33s 528: learn: 0.4147460 test: 0.4261858 best: 0.4261617 (500) total: 1m 8s remaining: 1m 33s 529: learn: 0.4147460 test: 0.4261858 best: 0.4261617 (500) total: 1m 8s remaining: 1m 33s 530: learn: 0.4147455 test: 0.4261858 best: 0.4261617 (500) total: 1m 8s remaining: 1m 33s 531: learn: 0.4147455 test: 0.4261861 best: 0.4261617 (500) total: 1m 8s remaining: 1m 32s 532: learn: 0.4147455 test: 0.4261864 best: 0.4261617 (500) total: 1m 9s remaining: 1m 32s 533: learn: 0.4147448 test: 0.4261855 best: 0.4261617 (500) total: 1m 9s remaining: 1m 32s 534: learn: 0.4147448 test: 0.4261857 best: 0.4261617 (500) total: 1m 9s remaining: 1m 32s 535: learn: 0.4147447 test: 0.4261867 best: 0.4261617 (500) total: 1m 9s remaining: 1m 32s 536: learn: 0.4147446 test: 0.4261869 best: 0.4261617 (500) total: 1m 9s remaining: 1m 32s 537: learn: 0.4147445 test: 0.4261878 best: 0.4261617 (500) total: 1m 9s remaining: 1m 32s 538: learn: 0.4147444 test: 0.4261881 best: 0.4261617 (500) total: 1m 9s remaining: 1m 32s 539: learn: 0.4147436 test: 0.4261907 best: 0.4261617 (500) total: 1m 10s remaining: 1m 32s 540: learn: 0.4147435 test: 0.4261907 best: 0.4261617 (500) total: 1m 10s remaining: 1m 31s 541: learn: 0.4147401 test: 0.4261917 best: 0.4261617 (500) total: 1m 10s remaining: 1m 31s 542: learn: 0.4147401 test: 0.4261919 best: 0.4261617 (500) total: 1m 10s remaining: 1m 31s 543: learn: 0.4147256 test: 0.4261920 best: 0.4261617 (500) total: 1m 10s remaining: 1m 31s 544: learn: 0.4147255 test: 0.4261921 best: 0.4261617 (500) total: 1m 10s remaining: 1m 31s 545: learn: 0.4147254 test: 0.4261923 best: 0.4261617 (500) total: 1m 10s remaining: 1m 31s 546: learn: 0.4147254 test: 0.4261927 best: 0.4261617 (500) total: 1m 10s remaining: 1m 30s 547: learn: 0.4147248 test: 0.4261845 best: 0.4261617 (500) total: 1m 10s remaining: 1m 30s 548: learn: 0.4147245 test: 0.4261907 best: 0.4261617 (500) total: 1m 11s remaining: 1m 30s 549: learn: 0.4147245 test: 0.4261907 best: 0.4261617 (500) total: 1m 11s remaining: 1m 30s 550: learn: 0.4147243 test: 0.4261964 best: 0.4261617 (500) total: 1m 11s remaining: 1m 30s 551: learn: 0.4147241 test: 0.4261963 best: 0.4261617 (500) total: 1m 11s remaining: 1m 30s 552: learn: 0.4147241 test: 0.4261974 best: 0.4261617 (500) total: 1m 11s remaining: 1m 30s 553: learn: 0.4147240 test: 0.4262025 best: 0.4261617 (500) total: 1m 11s remaining: 1m 29s 554: learn: 0.4147240 test: 0.4262033 best: 0.4261617 (500) total: 1m 11s remaining: 1m 29s 555: learn: 0.4147239 test: 0.4262078 best: 0.4261617 (500) total: 1m 11s remaining: 1m 29s 556: learn: 0.4147238 test: 0.4262154 best: 0.4261617 (500) total: 1m 11s remaining: 1m 29s 557: learn: 0.4147238 test: 0.4262154 best: 0.4261617 (500) total: 1m 12s remaining: 1m 29s 558: learn: 0.4147086 test: 0.4262212 best: 0.4261617 (500) total: 1m 12s remaining: 1m 29s 559: learn: 0.4147086 test: 0.4262212 best: 0.4261617 (500) total: 1m 12s remaining: 1m 28s 560: learn: 0.4147078 test: 0.4262206 best: 0.4261617 (500) total: 1m 12s remaining: 1m 28s 561: learn: 0.4147077 test: 0.4262238 best: 0.4261617 (500) total: 1m 12s remaining: 1m 28s 562: learn: 0.4147076 test: 0.4262274 best: 0.4261617 (500) total: 1m 12s remaining: 1m 28s 563: learn: 0.4147073 test: 0.4262340 best: 0.4261617 (500) total: 1m 12s remaining: 1m 28s 564: learn: 0.4147073 test: 0.4262337 best: 0.4261617 (500) total: 1m 12s remaining: 1m 28s 565: learn: 0.4147073 test: 0.4262335 best: 0.4261617 (500) total: 1m 13s remaining: 1m 28s 566: learn: 0.4147071 test: 0.4262333 best: 0.4261617 (500) total: 1m 13s remaining: 1m 28s 567: learn: 0.4147071 test: 0.4262325 best: 0.4261617 (500) total: 1m 13s remaining: 1m 28s 568: learn: 0.4146757 test: 0.4262245 best: 0.4261617 (500) total: 1m 13s remaining: 1m 27s 569: learn: 0.4146755 test: 0.4262245 best: 0.4261617 (500) total: 1m 13s remaining: 1m 27s 570: learn: 0.4146754 test: 0.4262251 best: 0.4261617 (500) total: 1m 13s remaining: 1m 27s 571: learn: 0.4146754 test: 0.4262318 best: 0.4261617 (500) total: 1m 13s remaining: 1m 27s 572: learn: 0.4146709 test: 0.4262320 best: 0.4261617 (500) total: 1m 14s remaining: 1m 27s 573: learn: 0.4146709 test: 0.4262322 best: 0.4261617 (500) total: 1m 14s remaining: 1m 27s 574: learn: 0.4146704 test: 0.4262360 best: 0.4261617 (500) total: 1m 14s remaining: 1m 27s 575: learn: 0.4146692 test: 0.4262354 best: 0.4261617 (500) total: 1m 14s remaining: 1m 27s 576: learn: 0.4146367 test: 0.4262374 best: 0.4261617 (500) total: 1m 14s remaining: 1m 27s 577: learn: 0.4146366 test: 0.4262371 best: 0.4261617 (500) total: 1m 14s remaining: 1m 26s 578: learn: 0.4146363 test: 0.4262372 best: 0.4261617 (500) total: 1m 14s remaining: 1m 26s 579: learn: 0.4146363 test: 0.4262373 best: 0.4261617 (500) total: 1m 15s remaining: 1m 26s 580: learn: 0.4146363 test: 0.4262374 best: 0.4261617 (500) total: 1m 15s remaining: 1m 26s 581: learn: 0.4146363 test: 0.4262375 best: 0.4261617 (500) total: 1m 15s remaining: 1m 26s 582: learn: 0.4146351 test: 0.4262354 best: 0.4261617 (500) total: 1m 15s remaining: 1m 26s 583: learn: 0.4146350 test: 0.4262353 best: 0.4261617 (500) total: 1m 15s remaining: 1m 26s 584: learn: 0.4146346 test: 0.4262353 best: 0.4261617 (500) total: 1m 15s remaining: 1m 26s 585: learn: 0.4146325 test: 0.4262161 best: 0.4261617 (500) total: 1m 15s remaining: 1m 26s 586: learn: 0.4146318 test: 0.4262183 best: 0.4261617 (500) total: 1m 16s remaining: 1m 25s 587: learn: 0.4146318 test: 0.4262185 best: 0.4261617 (500) total: 1m 16s remaining: 1m 25s 588: learn: 0.4146313 test: 0.4262185 best: 0.4261617 (500) total: 1m 16s remaining: 1m 25s 589: learn: 0.4146291 test: 0.4262119 best: 0.4261617 (500) total: 1m 16s remaining: 1m 25s 590: learn: 0.4146289 test: 0.4262123 best: 0.4261617 (500) total: 1m 16s remaining: 1m 25s 591: learn: 0.4146286 test: 0.4262165 best: 0.4261617 (500) total: 1m 16s remaining: 1m 25s 592: learn: 0.4140547 test: 0.4256266 best: 0.4256266 (592) total: 1m 16s remaining: 1m 25s 593: learn: 0.4137213 test: 0.4254206 best: 0.4254206 (593) total: 1m 17s remaining: 1m 25s 594: learn: 0.4136366 test: 0.4253819 best: 0.4253819 (594) total: 1m 17s remaining: 1m 24s 595: learn: 0.4136252 test: 0.4253770 best: 0.4253770 (595) total: 1m 17s remaining: 1m 24s 596: learn: 0.4136245 test: 0.4253775 best: 0.4253770 (595) total: 1m 17s remaining: 1m 24s 597: learn: 0.4136244 test: 0.4253812 best: 0.4253770 (595) total: 1m 17s remaining: 1m 24s 598: learn: 0.4136243 test: 0.4253815 best: 0.4253770 (595) total: 1m 17s remaining: 1m 24s 599: learn: 0.4136196 test: 0.4253843 best: 0.4253770 (595) total: 1m 17s remaining: 1m 24s 600: learn: 0.4136196 test: 0.4253848 best: 0.4253770 (595) total: 1m 18s remaining: 1m 24s 601: learn: 0.4136191 test: 0.4253850 best: 0.4253770 (595) total: 1m 18s remaining: 1m 24s 602: learn: 0.4136154 test: 0.4253851 best: 0.4253770 (595) total: 1m 18s remaining: 1m 24s 603: learn: 0.4136152 test: 0.4253853 best: 0.4253770 (595) total: 1m 18s remaining: 1m 23s 604: learn: 0.4136151 test: 0.4253854 best: 0.4253770 (595) total: 1m 18s remaining: 1m 23s 605: learn: 0.4136151 test: 0.4253857 best: 0.4253770 (595) total: 1m 18s remaining: 1m 23s 606: learn: 0.4136151 test: 0.4253861 best: 0.4253770 (595) total: 1m 18s remaining: 1m 23s 607: learn: 0.4136149 test: 0.4253860 best: 0.4253770 (595) total: 1m 19s remaining: 1m 23s 608: learn: 0.4136149 test: 0.4253862 best: 0.4253770 (595) total: 1m 19s remaining: 1m 23s 609: learn: 0.4136149 test: 0.4253865 best: 0.4253770 (595) total: 1m 19s remaining: 1m 23s 610: learn: 0.4136149 test: 0.4253867 best: 0.4253770 (595) total: 1m 19s remaining: 1m 23s 611: learn: 0.4136148 test: 0.4253901 best: 0.4253770 (595) total: 1m 19s remaining: 1m 22s 612: learn: 0.4136088 test: 0.4253919 best: 0.4253770 (595) total: 1m 19s remaining: 1m 22s 613: learn: 0.4136088 test: 0.4253922 best: 0.4253770 (595) total: 1m 19s remaining: 1m 22s 614: learn: 0.4136088 test: 0.4253925 best: 0.4253770 (595) total: 1m 20s remaining: 1m 22s 615: learn: 0.4136086 test: 0.4253925 best: 0.4253770 (595) total: 1m 20s remaining: 1m 22s 616: learn: 0.4136086 test: 0.4253929 best: 0.4253770 (595) total: 1m 20s remaining: 1m 22s 617: learn: 0.4136086 test: 0.4253929 best: 0.4253770 (595) total: 1m 20s remaining: 1m 22s 618: learn: 0.4136086 test: 0.4253931 best: 0.4253770 (595) total: 1m 20s remaining: 1m 22s 619: learn: 0.4136085 test: 0.4253935 best: 0.4253770 (595) total: 1m 20s remaining: 1m 22s 620: learn: 0.4136085 test: 0.4253935 best: 0.4253770 (595) total: 1m 20s remaining: 1m 21s 621: learn: 0.4136085 test: 0.4253938 best: 0.4253770 (595) total: 1m 20s remaining: 1m 21s 622: learn: 0.4136007 test: 0.4253937 best: 0.4253770 (595) total: 1m 21s remaining: 1m 21s 623: learn: 0.4136007 test: 0.4253945 best: 0.4253770 (595) total: 1m 21s remaining: 1m 21s 624: learn: 0.4136002 test: 0.4253943 best: 0.4253770 (595) total: 1m 21s remaining: 1m 21s 625: learn: 0.4136001 test: 0.4253945 best: 0.4253770 (595) total: 1m 21s remaining: 1m 21s 626: learn: 0.4136001 test: 0.4253947 best: 0.4253770 (595) total: 1m 21s remaining: 1m 21s 627: learn: 0.4135999 test: 0.4253945 best: 0.4253770 (595) total: 1m 21s remaining: 1m 21s 628: learn: 0.4135999 test: 0.4253969 best: 0.4253770 (595) total: 1m 21s remaining: 1m 20s 629: learn: 0.4135998 test: 0.4253970 best: 0.4253770 (595) total: 1m 22s remaining: 1m 20s 630: learn: 0.4135996 test: 0.4253966 best: 0.4253770 (595) total: 1m 22s remaining: 1m 20s 631: learn: 0.4135996 test: 0.4253966 best: 0.4253770 (595) total: 1m 22s remaining: 1m 20s 632: learn: 0.4135995 test: 0.4253967 best: 0.4253770 (595) total: 1m 22s remaining: 1m 20s 633: learn: 0.4135994 test: 0.4253964 best: 0.4253770 (595) total: 1m 22s remaining: 1m 20s 634: learn: 0.4135994 test: 0.4253965 best: 0.4253770 (595) total: 1m 22s remaining: 1m 20s 635: learn: 0.4135993 test: 0.4253967 best: 0.4253770 (595) total: 1m 22s remaining: 1m 20s 636: learn: 0.4135842 test: 0.4253944 best: 0.4253770 (595) total: 1m 23s remaining: 1m 19s 637: learn: 0.4135840 test: 0.4253953 best: 0.4253770 (595) total: 1m 23s remaining: 1m 19s 638: learn: 0.4135840 test: 0.4253953 best: 0.4253770 (595) total: 1m 23s remaining: 1m 19s 639: learn: 0.4135836 test: 0.4253955 best: 0.4253770 (595) total: 1m 23s remaining: 1m 19s 640: learn: 0.4135836 test: 0.4253956 best: 0.4253770 (595) total: 1m 23s remaining: 1m 19s 641: learn: 0.4135836 test: 0.4253956 best: 0.4253770 (595) total: 1m 23s remaining: 1m 19s 642: learn: 0.4135836 test: 0.4253957 best: 0.4253770 (595) total: 1m 23s remaining: 1m 19s 643: learn: 0.4135575 test: 0.4253953 best: 0.4253770 (595) total: 1m 24s remaining: 1m 19s 644: learn: 0.4135298 test: 0.4253732 best: 0.4253732 (644) total: 1m 24s remaining: 1m 19s 645: learn: 0.4135297 test: 0.4253732 best: 0.4253732 (644) total: 1m 24s remaining: 1m 18s 646: learn: 0.4135296 test: 0.4253732 best: 0.4253732 (646) total: 1m 24s remaining: 1m 18s 647: learn: 0.4135296 test: 0.4253732 best: 0.4253732 (646) total: 1m 24s remaining: 1m 18s 648: learn: 0.4135295 test: 0.4253732 best: 0.4253732 (646) total: 1m 24s remaining: 1m 18s 649: learn: 0.4135294 test: 0.4253732 best: 0.4253732 (646) total: 1m 24s remaining: 1m 18s 650: learn: 0.4135294 test: 0.4253732 best: 0.4253732 (646) total: 1m 25s remaining: 1m 18s 651: learn: 0.4135286 test: 0.4253714 best: 0.4253714 (651) total: 1m 25s remaining: 1m 18s 652: learn: 0.4135265 test: 0.4253713 best: 0.4253713 (652) total: 1m 25s remaining: 1m 18s 653: learn: 0.4135249 test: 0.4253713 best: 0.4253713 (653) total: 1m 25s remaining: 1m 17s 654: learn: 0.4135248 test: 0.4253713 best: 0.4253713 (654) total: 1m 25s remaining: 1m 17s 655: learn: 0.4135200 test: 0.4253677 best: 0.4253677 (655) total: 1m 25s remaining: 1m 17s 656: learn: 0.4135200 test: 0.4253677 best: 0.4253677 (656) total: 1m 25s remaining: 1m 17s 657: learn: 0.4135189 test: 0.4253677 best: 0.4253677 (656) total: 1m 26s remaining: 1m 17s 658: learn: 0.4135189 test: 0.4253677 best: 0.4253677 (658) total: 1m 26s remaining: 1m 17s 659: learn: 0.4131069 test: 0.4248075 best: 0.4248075 (659) total: 1m 26s remaining: 1m 17s 660: learn: 0.4131067 test: 0.4248078 best: 0.4248075 (659) total: 1m 26s remaining: 1m 17s 661: learn: 0.4131065 test: 0.4248077 best: 0.4248075 (659) total: 1m 26s remaining: 1m 16s 662: learn: 0.4131061 test: 0.4248079 best: 0.4248075 (659) total: 1m 26s remaining: 1m 16s 663: learn: 0.4131060 test: 0.4248088 best: 0.4248075 (659) total: 1m 26s remaining: 1m 16s 664: learn: 0.4131060 test: 0.4248091 best: 0.4248075 (659) total: 1m 27s remaining: 1m 16s 665: learn: 0.4131058 test: 0.4248092 best: 0.4248075 (659) total: 1m 27s remaining: 1m 16s 666: learn: 0.4131049 test: 0.4248092 best: 0.4248075 (659) total: 1m 27s remaining: 1m 16s 667: learn: 0.4131048 test: 0.4248092 best: 0.4248075 (659) total: 1m 27s remaining: 1m 16s 668: learn: 0.4131048 test: 0.4248094 best: 0.4248075 (659) total: 1m 27s remaining: 1m 16s 669: learn: 0.4131047 test: 0.4248095 best: 0.4248075 (659) total: 1m 27s remaining: 1m 16s 670: learn: 0.4131030 test: 0.4248096 best: 0.4248075 (659) total: 1m 27s remaining: 1m 15s 671: learn: 0.4131029 test: 0.4248098 best: 0.4248075 (659) total: 1m 28s remaining: 1m 15s 672: learn: 0.4130930 test: 0.4248131 best: 0.4248075 (659) total: 1m 28s remaining: 1m 15s 673: learn: 0.4130929 test: 0.4248130 best: 0.4248075 (659) total: 1m 28s remaining: 1m 15s 674: learn: 0.4130927 test: 0.4248128 best: 0.4248075 (659) total: 1m 28s remaining: 1m 15s 675: learn: 0.4130850 test: 0.4248159 best: 0.4248075 (659) total: 1m 28s remaining: 1m 15s 676: learn: 0.4130850 test: 0.4248157 best: 0.4248075 (659) total: 1m 28s remaining: 1m 15s 677: learn: 0.4130849 test: 0.4248155 best: 0.4248075 (659) total: 1m 28s remaining: 1m 15s 678: learn: 0.4130848 test: 0.4248177 best: 0.4248075 (659) total: 1m 29s remaining: 1m 14s 679: learn: 0.4130848 test: 0.4248179 best: 0.4248075 (659) total: 1m 29s remaining: 1m 14s 680: learn: 0.4130847 test: 0.4248205 best: 0.4248075 (659) total: 1m 29s remaining: 1m 14s 681: learn: 0.4130846 test: 0.4248206 best: 0.4248075 (659) total: 1m 29s remaining: 1m 14s 682: learn: 0.4130846 test: 0.4248207 best: 0.4248075 (659) total: 1m 29s remaining: 1m 14s 683: learn: 0.4130846 test: 0.4248225 best: 0.4248075 (659) total: 1m 29s remaining: 1m 14s 684: learn: 0.4130787 test: 0.4248225 best: 0.4248075 (659) total: 1m 29s remaining: 1m 14s 685: learn: 0.4130740 test: 0.4248226 best: 0.4248075 (659) total: 1m 30s remaining: 1m 14s 686: learn: 0.4129950 test: 0.4247903 best: 0.4247903 (686) total: 1m 30s remaining: 1m 13s 687: learn: 0.4129948 test: 0.4247903 best: 0.4247903 (687) total: 1m 30s remaining: 1m 13s 688: learn: 0.4129947 test: 0.4247926 best: 0.4247903 (687) total: 1m 30s remaining: 1m 13s 689: learn: 0.4129946 test: 0.4247924 best: 0.4247903 (687) total: 1m 30s remaining: 1m 13s 690: learn: 0.4129946 test: 0.4247924 best: 0.4247903 (687) total: 1m 30s remaining: 1m 13s 691: learn: 0.4129774 test: 0.4247672 best: 0.4247672 (691) total: 1m 30s remaining: 1m 13s 692: learn: 0.4129754 test: 0.4247440 best: 0.4247440 (692) total: 1m 31s remaining: 1m 13s 693: learn: 0.4129748 test: 0.4247300 best: 0.4247300 (693) total: 1m 31s remaining: 1m 13s 694: learn: 0.4125607 test: 0.4244738 best: 0.4244738 (694) total: 1m 31s remaining: 1m 12s 695: learn: 0.4125605 test: 0.4244746 best: 0.4244738 (694) total: 1m 31s remaining: 1m 12s 696: learn: 0.4125597 test: 0.4244746 best: 0.4244738 (694) total: 1m 31s remaining: 1m 12s 697: learn: 0.4125595 test: 0.4244754 best: 0.4244738 (694) total: 1m 31s remaining: 1m 12s 698: learn: 0.4125570 test: 0.4244654 best: 0.4244654 (698) total: 1m 32s remaining: 1m 12s 699: learn: 0.4125570 test: 0.4244684 best: 0.4244654 (698) total: 1m 32s remaining: 1m 12s 700: learn: 0.4125554 test: 0.4244556 best: 0.4244556 (700) total: 1m 32s remaining: 1m 12s 701: learn: 0.4125506 test: 0.4244464 best: 0.4244464 (701) total: 1m 32s remaining: 1m 12s 702: learn: 0.4125500 test: 0.4244343 best: 0.4244343 (702) total: 1m 32s remaining: 1m 12s 703: learn: 0.4125500 test: 0.4244361 best: 0.4244343 (702) total: 1m 32s remaining: 1m 11s 704: learn: 0.4125500 test: 0.4244369 best: 0.4244343 (702) total: 1m 32s remaining: 1m 11s 705: learn: 0.4125497 test: 0.4244369 best: 0.4244343 (702) total: 1m 33s remaining: 1m 11s 706: learn: 0.4125432 test: 0.4244410 best: 0.4244343 (702) total: 1m 33s remaining: 1m 11s 707: learn: 0.4125432 test: 0.4244420 best: 0.4244343 (702) total: 1m 33s remaining: 1m 11s 708: learn: 0.4125432 test: 0.4244424 best: 0.4244343 (702) total: 1m 33s remaining: 1m 11s 709: learn: 0.4125431 test: 0.4244387 best: 0.4244343 (702) total: 1m 33s remaining: 1m 11s 710: learn: 0.4125421 test: 0.4244395 best: 0.4244343 (702) total: 1m 33s remaining: 1m 11s 711: learn: 0.4125421 test: 0.4244395 best: 0.4244343 (702) total: 1m 33s remaining: 1m 10s 712: learn: 0.4125421 test: 0.4244411 best: 0.4244343 (702) total: 1m 34s remaining: 1m 10s 713: learn: 0.4125420 test: 0.4244436 best: 0.4244343 (702) total: 1m 34s remaining: 1m 10s 714: learn: 0.4125416 test: 0.4244437 best: 0.4244343 (702) total: 1m 34s remaining: 1m 10s 715: learn: 0.4125412 test: 0.4244438 best: 0.4244343 (702) total: 1m 34s remaining: 1m 10s 716: learn: 0.4125291 test: 0.4244439 best: 0.4244343 (702) total: 1m 34s remaining: 1m 10s 717: learn: 0.4125290 test: 0.4244412 best: 0.4244343 (702) total: 1m 34s remaining: 1m 10s 718: learn: 0.4125289 test: 0.4244426 best: 0.4244343 (702) total: 1m 34s remaining: 1m 10s 719: learn: 0.4125289 test: 0.4244433 best: 0.4244343 (702) total: 1m 34s remaining: 1m 9s 720: learn: 0.4125289 test: 0.4244438 best: 0.4244343 (702) total: 1m 34s remaining: 1m 9s 721: learn: 0.4125289 test: 0.4244442 best: 0.4244343 (702) total: 1m 35s remaining: 1m 9s 722: learn: 0.4125289 test: 0.4244460 best: 0.4244343 (702) total: 1m 35s remaining: 1m 9s 723: learn: 0.4125289 test: 0.4244474 best: 0.4244343 (702) total: 1m 35s remaining: 1m 9s 724: learn: 0.4125288 test: 0.4244474 best: 0.4244343 (702) total: 1m 35s remaining: 1m 9s 725: learn: 0.4125288 test: 0.4244481 best: 0.4244343 (702) total: 1m 35s remaining: 1m 8s 726: learn: 0.4125288 test: 0.4244482 best: 0.4244343 (702) total: 1m 35s remaining: 1m 8s 727: learn: 0.4124829 test: 0.4244255 best: 0.4244255 (727) total: 1m 35s remaining: 1m 8s 728: learn: 0.4124822 test: 0.4244254 best: 0.4244254 (728) total: 1m 35s remaining: 1m 8s 729: learn: 0.4124822 test: 0.4244256 best: 0.4244254 (728) total: 1m 36s remaining: 1m 8s 730: learn: 0.4124404 test: 0.4244043 best: 0.4244043 (730) total: 1m 36s remaining: 1m 8s 731: learn: 0.4124361 test: 0.4244089 best: 0.4244043 (730) total: 1m 36s remaining: 1m 8s 732: learn: 0.4124360 test: 0.4244115 best: 0.4244043 (730) total: 1m 36s remaining: 1m 8s 733: learn: 0.4124359 test: 0.4244126 best: 0.4244043 (730) total: 1m 36s remaining: 1m 7s 734: learn: 0.4124359 test: 0.4244135 best: 0.4244043 (730) total: 1m 36s remaining: 1m 7s 735: learn: 0.4124359 test: 0.4244141 best: 0.4244043 (730) total: 1m 36s remaining: 1m 7s 736: learn: 0.4124358 test: 0.4244164 best: 0.4244043 (730) total: 1m 37s remaining: 1m 7s 737: learn: 0.4124337 test: 0.4244164 best: 0.4244043 (730) total: 1m 37s remaining: 1m 7s 738: learn: 0.4124337 test: 0.4244164 best: 0.4244043 (730) total: 1m 37s remaining: 1m 7s 739: learn: 0.4124337 test: 0.4244171 best: 0.4244043 (730) total: 1m 37s remaining: 1m 7s 740: learn: 0.4124337 test: 0.4244177 best: 0.4244043 (730) total: 1m 37s remaining: 1m 7s 741: learn: 0.4124337 test: 0.4244184 best: 0.4244043 (730) total: 1m 37s remaining: 1m 6s 742: learn: 0.4124336 test: 0.4244183 best: 0.4244043 (730) total: 1m 37s remaining: 1m 6s 743: learn: 0.4124336 test: 0.4244188 best: 0.4244043 (730) total: 1m 38s remaining: 1m 6s 744: learn: 0.4124334 test: 0.4244188 best: 0.4244043 (730) total: 1m 38s remaining: 1m 6s 745: learn: 0.4124334 test: 0.4244193 best: 0.4244043 (730) total: 1m 38s remaining: 1m 6s 746: learn: 0.4124334 test: 0.4244197 best: 0.4244043 (730) total: 1m 38s remaining: 1m 6s 747: learn: 0.4124334 test: 0.4244197 best: 0.4244043 (730) total: 1m 38s remaining: 1m 6s 748: learn: 0.4124333 test: 0.4244201 best: 0.4244043 (730) total: 1m 38s remaining: 1m 5s 749: learn: 0.4124333 test: 0.4244201 best: 0.4244043 (730) total: 1m 38s remaining: 1m 5s 750: learn: 0.4124333 test: 0.4244204 best: 0.4244043 (730) total: 1m 38s remaining: 1m 5s 751: learn: 0.4124289 test: 0.4244207 best: 0.4244043 (730) total: 1m 38s remaining: 1m 5s 752: learn: 0.4124289 test: 0.4244210 best: 0.4244043 (730) total: 1m 39s remaining: 1m 5s 753: learn: 0.4124288 test: 0.4244208 best: 0.4244043 (730) total: 1m 39s remaining: 1m 5s 754: learn: 0.4124288 test: 0.4244211 best: 0.4244043 (730) total: 1m 39s remaining: 1m 5s 755: learn: 0.4124285 test: 0.4244213 best: 0.4244043 (730) total: 1m 39s remaining: 1m 5s 756: learn: 0.4124284 test: 0.4244211 best: 0.4244043 (730) total: 1m 39s remaining: 1m 4s 757: learn: 0.4124283 test: 0.4244213 best: 0.4244043 (730) total: 1m 39s remaining: 1m 4s 758: learn: 0.4124283 test: 0.4244231 best: 0.4244043 (730) total: 1m 39s remaining: 1m 4s 759: learn: 0.4124283 test: 0.4244230 best: 0.4244043 (730) total: 1m 39s remaining: 1m 4s 760: learn: 0.4124283 test: 0.4244231 best: 0.4244043 (730) total: 1m 40s remaining: 1m 4s 761: learn: 0.4124197 test: 0.4244231 best: 0.4244043 (730) total: 1m 40s remaining: 1m 4s 762: learn: 0.4124197 test: 0.4244232 best: 0.4244043 (730) total: 1m 40s remaining: 1m 4s 763: learn: 0.4124197 test: 0.4244233 best: 0.4244043 (730) total: 1m 40s remaining: 1m 3s 764: learn: 0.4124197 test: 0.4244233 best: 0.4244043 (730) total: 1m 40s remaining: 1m 3s 765: learn: 0.4124196 test: 0.4244206 best: 0.4244043 (730) total: 1m 40s remaining: 1m 3s 766: learn: 0.4124196 test: 0.4244216 best: 0.4244043 (730) total: 1m 40s remaining: 1m 3s 767: learn: 0.4124195 test: 0.4244216 best: 0.4244043 (730) total: 1m 41s remaining: 1m 3s 768: learn: 0.4124194 test: 0.4244218 best: 0.4244043 (730) total: 1m 41s remaining: 1m 3s 769: learn: 0.4124194 test: 0.4244235 best: 0.4244043 (730) total: 1m 41s remaining: 1m 3s 770: learn: 0.4124193 test: 0.4244210 best: 0.4244043 (730) total: 1m 41s remaining: 1m 2s 771: learn: 0.4124193 test: 0.4244189 best: 0.4244043 (730) total: 1m 41s remaining: 1m 2s 772: learn: 0.4124193 test: 0.4244201 best: 0.4244043 (730) total: 1m 41s remaining: 1m 2s 773: learn: 0.4124193 test: 0.4244207 best: 0.4244043 (730) total: 1m 41s remaining: 1m 2s 774: learn: 0.4124193 test: 0.4244211 best: 0.4244043 (730) total: 1m 41s remaining: 1m 2s 775: learn: 0.4124193 test: 0.4244216 best: 0.4244043 (730) total: 1m 41s remaining: 1m 2s 776: learn: 0.4124193 test: 0.4244220 best: 0.4244043 (730) total: 1m 41s remaining: 1m 2s 777: learn: 0.4124193 test: 0.4244220 best: 0.4244043 (730) total: 1m 41s remaining: 1m 1s 778: learn: 0.4124138 test: 0.4244227 best: 0.4244043 (730) total: 1m 42s remaining: 1m 1s 779: learn: 0.4124138 test: 0.4244244 best: 0.4244043 (730) total: 1m 42s remaining: 1m 1s 780: learn: 0.4124101 test: 0.4244244 best: 0.4244043 (730) total: 1m 42s remaining: 1m 1s 781: learn: 0.4124091 test: 0.4244106 best: 0.4244043 (730) total: 1m 42s remaining: 1m 1s 782: learn: 0.4123944 test: 0.4244028 best: 0.4244028 (782) total: 1m 42s remaining: 1m 1s 783: learn: 0.4123944 test: 0.4244032 best: 0.4244028 (782) total: 1m 42s remaining: 1m 1s 784: learn: 0.4123944 test: 0.4244016 best: 0.4244016 (784) total: 1m 42s remaining: 1m 785: learn: 0.4123943 test: 0.4244022 best: 0.4244016 (784) total: 1m 42s remaining: 1m 786: learn: 0.4123941 test: 0.4244038 best: 0.4244016 (784) total: 1m 43s remaining: 1m 787: learn: 0.4123936 test: 0.4244048 best: 0.4244016 (784) total: 1m 43s remaining: 1m 788: learn: 0.4123932 test: 0.4244061 best: 0.4244016 (784) total: 1m 43s remaining: 1m 789: learn: 0.4123903 test: 0.4244046 best: 0.4244016 (784) total: 1m 43s remaining: 1m 790: learn: 0.4123691 test: 0.4244064 best: 0.4244016 (784) total: 1m 43s remaining: 1m 791: learn: 0.4123690 test: 0.4244067 best: 0.4244016 (784) total: 1m 43s remaining: 1m 792: learn: 0.4123690 test: 0.4244070 best: 0.4244016 (784) total: 1m 43s remaining: 59.9s 793: learn: 0.4123576 test: 0.4244083 best: 0.4244016 (784) total: 1m 44s remaining: 59.8s 794: learn: 0.4123571 test: 0.4244012 best: 0.4244012 (794) total: 1m 44s remaining: 59.7s 795: learn: 0.4123570 test: 0.4244016 best: 0.4244012 (794) total: 1m 44s remaining: 59.6s 796: learn: 0.4123503 test: 0.4243977 best: 0.4243977 (796) total: 1m 44s remaining: 59.4s 797: learn: 0.4123502 test: 0.4243984 best: 0.4243977 (796) total: 1m 44s remaining: 59.3s 798: learn: 0.4123501 test: 0.4243989 best: 0.4243977 (796) total: 1m 44s remaining: 59.2s 799: learn: 0.4123501 test: 0.4243995 best: 0.4243977 (796) total: 1m 44s remaining: 59.1s 800: learn: 0.4123497 test: 0.4243927 best: 0.4243927 (800) total: 1m 45s remaining: 58.9s 801: learn: 0.4123435 test: 0.4243895 best: 0.4243895 (801) total: 1m 45s remaining: 58.8s 802: learn: 0.4123434 test: 0.4243903 best: 0.4243895 (801) total: 1m 45s remaining: 58.7s 803: learn: 0.4123431 test: 0.4243910 best: 0.4243895 (801) total: 1m 45s remaining: 58.5s 804: learn: 0.4123428 test: 0.4243915 best: 0.4243895 (801) total: 1m 45s remaining: 58.4s 805: learn: 0.4123425 test: 0.4243856 best: 0.4243856 (805) total: 1m 45s remaining: 58.3s 806: learn: 0.4123423 test: 0.4243822 best: 0.4243822 (806) total: 1m 45s remaining: 58.2s 807: learn: 0.4123421 test: 0.4243827 best: 0.4243822 (806) total: 1m 46s remaining: 58s 808: learn: 0.4123421 test: 0.4243830 best: 0.4243822 (806) total: 1m 46s remaining: 57.9s 809: learn: 0.4123421 test: 0.4243833 best: 0.4243822 (806) total: 1m 46s remaining: 57.8s 810: learn: 0.4123421 test: 0.4243853 best: 0.4243822 (806) total: 1m 46s remaining: 57.7s 811: learn: 0.4123420 test: 0.4243867 best: 0.4243822 (806) total: 1m 46s remaining: 57.5s 812: learn: 0.4123420 test: 0.4243867 best: 0.4243822 (806) total: 1m 46s remaining: 57.4s 813: learn: 0.4123408 test: 0.4243841 best: 0.4243822 (806) total: 1m 46s remaining: 57.2s 814: learn: 0.4123408 test: 0.4243840 best: 0.4243822 (806) total: 1m 46s remaining: 57.1s 815: learn: 0.4123408 test: 0.4243840 best: 0.4243822 (806) total: 1m 47s remaining: 57s 816: learn: 0.4123408 test: 0.4243842 best: 0.4243822 (806) total: 1m 47s remaining: 56.8s 817: learn: 0.4123408 test: 0.4243843 best: 0.4243822 (806) total: 1m 47s remaining: 56.7s 818: learn: 0.4123407 test: 0.4243844 best: 0.4243822 (806) total: 1m 47s remaining: 56.6s 819: learn: 0.4123407 test: 0.4243847 best: 0.4243822 (806) total: 1m 47s remaining: 56.4s 820: learn: 0.4123406 test: 0.4243805 best: 0.4243805 (820) total: 1m 47s remaining: 56.3s 821: learn: 0.4123385 test: 0.4243834 best: 0.4243805 (820) total: 1m 47s remaining: 56.2s 822: learn: 0.4120231 test: 0.4242583 best: 0.4242583 (822) total: 1m 48s remaining: 56.1s 823: learn: 0.4120205 test: 0.4242579 best: 0.4242579 (823) total: 1m 48s remaining: 55.9s 824: learn: 0.4120204 test: 0.4242584 best: 0.4242579 (823) total: 1m 48s remaining: 55.8s 825: learn: 0.4120203 test: 0.4242584 best: 0.4242579 (823) total: 1m 48s remaining: 55.7s 826: learn: 0.4120082 test: 0.4242568 best: 0.4242568 (826) total: 1m 48s remaining: 55.6s 827: learn: 0.4120081 test: 0.4242543 best: 0.4242543 (827) total: 1m 48s remaining: 55.4s 828: learn: 0.4120080 test: 0.4242532 best: 0.4242532 (828) total: 1m 48s remaining: 55.3s 829: learn: 0.4120079 test: 0.4242521 best: 0.4242521 (829) total: 1m 48s remaining: 55.1s 830: learn: 0.4120079 test: 0.4242521 best: 0.4242521 (830) total: 1m 49s remaining: 55s 831: learn: 0.4120079 test: 0.4242521 best: 0.4242521 (831) total: 1m 49s remaining: 54.9s 832: learn: 0.4120060 test: 0.4242521 best: 0.4242521 (831) total: 1m 49s remaining: 54.8s 833: learn: 0.4120058 test: 0.4242521 best: 0.4242521 (831) total: 1m 49s remaining: 54.6s 834: learn: 0.4120056 test: 0.4242521 best: 0.4242521 (831) total: 1m 49s remaining: 54.5s 835: learn: 0.4120055 test: 0.4242521 best: 0.4242521 (831) total: 1m 49s remaining: 54.4s 836: learn: 0.4120055 test: 0.4242521 best: 0.4242521 (831) total: 1m 49s remaining: 54.3s 837: learn: 0.4120023 test: 0.4242539 best: 0.4242521 (831) total: 1m 50s remaining: 54.1s 838: learn: 0.4120023 test: 0.4242539 best: 0.4242521 (831) total: 1m 50s remaining: 54s 839: learn: 0.4120022 test: 0.4242539 best: 0.4242521 (831) total: 1m 50s remaining: 53.9s 840: learn: 0.4120022 test: 0.4242539 best: 0.4242521 (831) total: 1m 50s remaining: 53.8s 841: learn: 0.4120020 test: 0.4242539 best: 0.4242521 (831) total: 1m 50s remaining: 53.6s 842: learn: 0.4120018 test: 0.4242539 best: 0.4242521 (831) total: 1m 50s remaining: 53.5s 843: learn: 0.4120017 test: 0.4242530 best: 0.4242521 (831) total: 1m 50s remaining: 53.4s 844: learn: 0.4120016 test: 0.4242530 best: 0.4242521 (831) total: 1m 51s remaining: 53.2s 845: learn: 0.4120016 test: 0.4242529 best: 0.4242521 (831) total: 1m 51s remaining: 53.1s 846: learn: 0.4120014 test: 0.4242529 best: 0.4242521 (831) total: 1m 51s remaining: 52.9s 847: learn: 0.4120013 test: 0.4242529 best: 0.4242521 (831) total: 1m 51s remaining: 52.8s 848: learn: 0.4120013 test: 0.4242529 best: 0.4242521 (831) total: 1m 51s remaining: 52.7s 849: learn: 0.4120012 test: 0.4242529 best: 0.4242521 (831) total: 1m 51s remaining: 52.5s 850: learn: 0.4120012 test: 0.4242514 best: 0.4242514 (850) total: 1m 51s remaining: 52.4s 851: learn: 0.4120012 test: 0.4242501 best: 0.4242501 (851) total: 1m 51s remaining: 52.2s 852: learn: 0.4120012 test: 0.4242501 best: 0.4242501 (851) total: 1m 51s remaining: 52.1s 853: learn: 0.4120012 test: 0.4242501 best: 0.4242501 (851) total: 1m 51s remaining: 51.9s 854: learn: 0.4120012 test: 0.4242501 best: 0.4242501 (854) total: 1m 52s remaining: 51.7s 855: learn: 0.4119932 test: 0.4242485 best: 0.4242485 (855) total: 1m 52s remaining: 51.6s 856: learn: 0.4119932 test: 0.4242485 best: 0.4242485 (856) total: 1m 52s remaining: 51.5s 857: learn: 0.4119932 test: 0.4242480 best: 0.4242480 (857) total: 1m 52s remaining: 51.3s 858: learn: 0.4119932 test: 0.4242480 best: 0.4242480 (858) total: 1m 52s remaining: 51.2s 859: learn: 0.4119932 test: 0.4242479 best: 0.4242479 (859) total: 1m 52s remaining: 51.1s 860: learn: 0.4119931 test: 0.4242484 best: 0.4242479 (859) total: 1m 52s remaining: 51s 861: learn: 0.4119855 test: 0.4242484 best: 0.4242479 (859) total: 1m 53s remaining: 50.9s 862: learn: 0.4119854 test: 0.4242484 best: 0.4242479 (859) total: 1m 53s remaining: 50.8s 863: learn: 0.4119854 test: 0.4242484 best: 0.4242479 (859) total: 1m 53s remaining: 50.7s 864: learn: 0.4119854 test: 0.4242484 best: 0.4242479 (859) total: 1m 53s remaining: 50.5s 865: learn: 0.4119854 test: 0.4242484 best: 0.4242479 (859) total: 1m 53s remaining: 50.4s 866: learn: 0.4119841 test: 0.4242484 best: 0.4242479 (859) total: 1m 53s remaining: 50.3s 867: learn: 0.4119840 test: 0.4242484 best: 0.4242479 (859) total: 1m 53s remaining: 50.1s 868: learn: 0.4119838 test: 0.4242484 best: 0.4242479 (859) total: 1m 54s remaining: 50s 869: learn: 0.4119838 test: 0.4242488 best: 0.4242479 (859) total: 1m 54s remaining: 49.9s 870: learn: 0.4119838 test: 0.4242492 best: 0.4242479 (859) total: 1m 54s remaining: 49.7s 871: learn: 0.4119838 test: 0.4242492 best: 0.4242479 (859) total: 1m 54s remaining: 49.6s 872: learn: 0.4119838 test: 0.4242495 best: 0.4242479 (859) total: 1m 54s remaining: 49.5s 873: learn: 0.4119838 test: 0.4242495 best: 0.4242479 (859) total: 1m 54s remaining: 49.3s 874: learn: 0.4119800 test: 0.4242495 best: 0.4242479 (859) total: 1m 54s remaining: 49.2s 875: learn: 0.4119800 test: 0.4242495 best: 0.4242479 (859) total: 1m 54s remaining: 49.1s 876: learn: 0.4119800 test: 0.4242495 best: 0.4242479 (859) total: 1m 55s remaining: 48.9s 877: learn: 0.4119795 test: 0.4242496 best: 0.4242479 (859) total: 1m 55s remaining: 48.8s 878: learn: 0.4119795 test: 0.4242496 best: 0.4242479 (859) total: 1m 55s remaining: 48.7s 879: learn: 0.4119662 test: 0.4242449 best: 0.4242449 (879) total: 1m 55s remaining: 48.5s 880: learn: 0.4119660 test: 0.4242449 best: 0.4242449 (879) total: 1m 55s remaining: 48.4s 881: learn: 0.4119660 test: 0.4242449 best: 0.4242449 (879) total: 1m 55s remaining: 48.3s 882: learn: 0.4119660 test: 0.4242449 best: 0.4242449 (879) total: 1m 55s remaining: 48.2s 883: learn: 0.4119660 test: 0.4242449 best: 0.4242449 (879) total: 1m 56s remaining: 48s 884: learn: 0.4119660 test: 0.4242449 best: 0.4242449 (879) total: 1m 56s remaining: 47.9s 885: learn: 0.4119401 test: 0.4242796 best: 0.4242449 (879) total: 1m 56s remaining: 47.8s 886: learn: 0.4119401 test: 0.4242796 best: 0.4242449 (879) total: 1m 56s remaining: 47.6s 887: learn: 0.4119399 test: 0.4242797 best: 0.4242449 (879) total: 1m 56s remaining: 47.5s 888: learn: 0.4119396 test: 0.4242800 best: 0.4242449 (879) total: 1m 56s remaining: 47.4s 889: learn: 0.4119353 test: 0.4242830 best: 0.4242449 (879) total: 1m 56s remaining: 47.3s 890: learn: 0.4119353 test: 0.4242829 best: 0.4242449 (879) total: 1m 57s remaining: 47.2s 891: learn: 0.4119353 test: 0.4242829 best: 0.4242449 (879) total: 1m 57s remaining: 47s 892: learn: 0.4119353 test: 0.4242829 best: 0.4242449 (879) total: 1m 57s remaining: 46.9s 893: learn: 0.4119352 test: 0.4242829 best: 0.4242449 (879) total: 1m 57s remaining: 46.8s 894: learn: 0.4119352 test: 0.4242829 best: 0.4242449 (879) total: 1m 57s remaining: 46.6s 895: learn: 0.4119352 test: 0.4242832 best: 0.4242449 (879) total: 1m 57s remaining: 46.5s 896: learn: 0.4119339 test: 0.4242832 best: 0.4242449 (879) total: 1m 57s remaining: 46.4s 897: learn: 0.4119339 test: 0.4242832 best: 0.4242449 (879) total: 1m 58s remaining: 46.3s 898: learn: 0.4119337 test: 0.4242791 best: 0.4242449 (879) total: 1m 58s remaining: 46.1s 899: learn: 0.4119308 test: 0.4242791 best: 0.4242449 (879) total: 1m 58s remaining: 46s 900: learn: 0.4119304 test: 0.4242791 best: 0.4242449 (879) total: 1m 58s remaining: 45.9s 901: learn: 0.4119237 test: 0.4242665 best: 0.4242449 (879) total: 1m 58s remaining: 45.7s 902: learn: 0.4119226 test: 0.4242673 best: 0.4242449 (879) total: 1m 58s remaining: 45.6s 903: learn: 0.4119225 test: 0.4242673 best: 0.4242449 (879) total: 1m 58s remaining: 45.5s 904: learn: 0.4119225 test: 0.4242673 best: 0.4242449 (879) total: 1m 58s remaining: 45.3s 905: learn: 0.4119225 test: 0.4242673 best: 0.4242449 (879) total: 1m 58s remaining: 45.2s 906: learn: 0.4119225 test: 0.4242706 best: 0.4242449 (879) total: 1m 59s remaining: 45.1s 907: learn: 0.4119225 test: 0.4242706 best: 0.4242449 (879) total: 1m 59s remaining: 44.9s 908: learn: 0.4119225 test: 0.4242715 best: 0.4242449 (879) total: 1m 59s remaining: 44.8s 909: learn: 0.4119225 test: 0.4242714 best: 0.4242449 (879) total: 1m 59s remaining: 44.6s 910: learn: 0.4119224 test: 0.4242714 best: 0.4242449 (879) total: 1m 59s remaining: 44.5s 911: learn: 0.4119224 test: 0.4242744 best: 0.4242449 (879) total: 1m 59s remaining: 44.3s 912: learn: 0.4119224 test: 0.4242744 best: 0.4242449 (879) total: 1m 59s remaining: 44.2s 913: learn: 0.4119224 test: 0.4242744 best: 0.4242449 (879) total: 1m 59s remaining: 44.1s 914: learn: 0.4119224 test: 0.4242744 best: 0.4242449 (879) total: 1m 59s remaining: 43.9s 915: learn: 0.4119224 test: 0.4242744 best: 0.4242449 (879) total: 1m 59s remaining: 43.7s 916: learn: 0.4119224 test: 0.4242750 best: 0.4242449 (879) total: 2m remaining: 43.6s 917: learn: 0.4119131 test: 0.4242796 best: 0.4242449 (879) total: 2m remaining: 43.5s 918: learn: 0.4119130 test: 0.4242795 best: 0.4242449 (879) total: 2m remaining: 43.3s 919: learn: 0.4119130 test: 0.4242804 best: 0.4242449 (879) total: 2m remaining: 43.2s 920: learn: 0.4119130 test: 0.4242803 best: 0.4242449 (879) total: 2m remaining: 43s 921: learn: 0.4119130 test: 0.4242803 best: 0.4242449 (879) total: 2m remaining: 42.9s 922: learn: 0.4119130 test: 0.4242810 best: 0.4242449 (879) total: 2m remaining: 42.8s 923: learn: 0.4119130 test: 0.4242810 best: 0.4242449 (879) total: 2m remaining: 42.7s 924: learn: 0.4119130 test: 0.4242810 best: 0.4242449 (879) total: 2m 1s remaining: 42.5s 925: learn: 0.4119129 test: 0.4242811 best: 0.4242449 (879) total: 2m 1s remaining: 42.4s 926: learn: 0.4119129 test: 0.4242811 best: 0.4242449 (879) total: 2m 1s remaining: 42.3s 927: learn: 0.4119129 test: 0.4242811 best: 0.4242449 (879) total: 2m 1s remaining: 42.1s 928: learn: 0.4119129 test: 0.4242811 best: 0.4242449 (879) total: 2m 1s remaining: 42s 929: learn: 0.4119074 test: 0.4242775 best: 0.4242449 (879) total: 2m 1s remaining: 41.9s 930: learn: 0.4119057 test: 0.4242779 best: 0.4242449 (879) total: 2m 1s remaining: 41.8s 931: learn: 0.4119057 test: 0.4242779 best: 0.4242449 (879) total: 2m 1s remaining: 41.6s 932: learn: 0.4119057 test: 0.4242779 best: 0.4242449 (879) total: 2m 2s remaining: 41.5s 933: learn: 0.4119057 test: 0.4242762 best: 0.4242449 (879) total: 2m 2s remaining: 41.4s 934: learn: 0.4119057 test: 0.4242762 best: 0.4242449 (879) total: 2m 2s remaining: 41.2s 935: learn: 0.4119051 test: 0.4242761 best: 0.4242449 (879) total: 2m 2s remaining: 41.1s 936: learn: 0.4119023 test: 0.4242761 best: 0.4242449 (879) total: 2m 2s remaining: 41s 937: learn: 0.4119022 test: 0.4242762 best: 0.4242449 (879) total: 2m 2s remaining: 40.8s 938: learn: 0.4119021 test: 0.4242764 best: 0.4242449 (879) total: 2m 2s remaining: 40.7s 939: learn: 0.4119013 test: 0.4242704 best: 0.4242449 (879) total: 2m 3s remaining: 40.6s 940: learn: 0.4119013 test: 0.4242707 best: 0.4242449 (879) total: 2m 3s remaining: 40.5s 941: learn: 0.4119012 test: 0.4242708 best: 0.4242449 (879) total: 2m 3s remaining: 40.3s 942: learn: 0.4118837 test: 0.4242730 best: 0.4242449 (879) total: 2m 3s remaining: 40.2s 943: learn: 0.4112618 test: 0.4237440 best: 0.4237440 (943) total: 2m 3s remaining: 40.1s 944: learn: 0.4110570 test: 0.4235612 best: 0.4235612 (944) total: 2m 3s remaining: 40s 945: learn: 0.4110418 test: 0.4235555 best: 0.4235555 (945) total: 2m 3s remaining: 39.8s 946: learn: 0.4109938 test: 0.4235055 best: 0.4235055 (946) total: 2m 4s remaining: 39.7s 947: learn: 0.4109895 test: 0.4234972 best: 0.4234972 (947) total: 2m 4s remaining: 39.6s 948: learn: 0.4109627 test: 0.4234942 best: 0.4234942 (948) total: 2m 4s remaining: 39.5s 949: learn: 0.4108537 test: 0.4234337 best: 0.4234337 (949) total: 2m 4s remaining: 39.3s 950: learn: 0.4108535 test: 0.4234337 best: 0.4234337 (949) total: 2m 4s remaining: 39.2s 951: learn: 0.4108533 test: 0.4234346 best: 0.4234337 (949) total: 2m 4s remaining: 39.1s 952: learn: 0.4105008 test: 0.4231711 best: 0.4231711 (952) total: 2m 5s remaining: 39s 953: learn: 0.4105006 test: 0.4231719 best: 0.4231711 (952) total: 2m 5s remaining: 38.8s 954: learn: 0.4105005 test: 0.4231719 best: 0.4231711 (952) total: 2m 5s remaining: 38.7s 955: learn: 0.4105005 test: 0.4231719 best: 0.4231711 (952) total: 2m 5s remaining: 38.6s 956: learn: 0.4104960 test: 0.4231661 best: 0.4231661 (956) total: 2m 5s remaining: 38.5s 957: learn: 0.4104553 test: 0.4231670 best: 0.4231661 (956) total: 2m 5s remaining: 38.3s 958: learn: 0.4104518 test: 0.4231669 best: 0.4231661 (956) total: 2m 5s remaining: 38.2s 959: learn: 0.4104518 test: 0.4231673 best: 0.4231661 (956) total: 2m 6s remaining: 38.1s 960: learn: 0.4104517 test: 0.4231673 best: 0.4231661 (956) total: 2m 6s remaining: 38s 961: learn: 0.4104516 test: 0.4231671 best: 0.4231661 (956) total: 2m 6s remaining: 37.8s 962: learn: 0.4104516 test: 0.4231676 best: 0.4231661 (956) total: 2m 6s remaining: 37.7s 963: learn: 0.4104401 test: 0.4231737 best: 0.4231661 (956) total: 2m 6s remaining: 37.6s 964: learn: 0.4104400 test: 0.4231739 best: 0.4231661 (956) total: 2m 6s remaining: 37.5s 965: learn: 0.4104400 test: 0.4231742 best: 0.4231661 (956) total: 2m 6s remaining: 37.3s 966: learn: 0.4104399 test: 0.4231746 best: 0.4231661 (956) total: 2m 7s remaining: 37.2s 967: learn: 0.4104399 test: 0.4231747 best: 0.4231661 (956) total: 2m 7s remaining: 37.1s 968: learn: 0.4104374 test: 0.4231748 best: 0.4231661 (956) total: 2m 7s remaining: 36.9s 969: learn: 0.4104374 test: 0.4231751 best: 0.4231661 (956) total: 2m 7s remaining: 36.8s 970: learn: 0.4104372 test: 0.4231753 best: 0.4231661 (956) total: 2m 7s remaining: 36.7s 971: learn: 0.4104372 test: 0.4231753 best: 0.4231661 (956) total: 2m 7s remaining: 36.5s 972: learn: 0.4104371 test: 0.4231750 best: 0.4231661 (956) total: 2m 7s remaining: 36.4s 973: learn: 0.4104371 test: 0.4231740 best: 0.4231661 (956) total: 2m 8s remaining: 36.3s 974: learn: 0.4104331 test: 0.4231743 best: 0.4231661 (956) total: 2m 8s remaining: 36.1s 975: learn: 0.4104312 test: 0.4231815 best: 0.4231661 (956) total: 2m 8s remaining: 36s 976: learn: 0.4104312 test: 0.4231818 best: 0.4231661 (956) total: 2m 8s remaining: 35.9s 977: learn: 0.4104312 test: 0.4231818 best: 0.4231661 (956) total: 2m 8s remaining: 35.8s 978: learn: 0.4104312 test: 0.4231820 best: 0.4231661 (956) total: 2m 8s remaining: 35.6s 979: learn: 0.4104311 test: 0.4231822 best: 0.4231661 (956) total: 2m 8s remaining: 35.5s 980: learn: 0.4104310 test: 0.4231823 best: 0.4231661 (956) total: 2m 9s remaining: 35.4s 981: learn: 0.4104310 test: 0.4231823 best: 0.4231661 (956) total: 2m 9s remaining: 35.3s 982: learn: 0.4104310 test: 0.4231823 best: 0.4231661 (956) total: 2m 9s remaining: 35.1s 983: learn: 0.4104310 test: 0.4231823 best: 0.4231661 (956) total: 2m 9s remaining: 35s 984: learn: 0.4104310 test: 0.4231822 best: 0.4231661 (956) total: 2m 9s remaining: 34.8s 985: learn: 0.4104306 test: 0.4231823 best: 0.4231661 (956) total: 2m 9s remaining: 34.7s 986: learn: 0.4104280 test: 0.4231899 best: 0.4231661 (956) total: 2m 9s remaining: 34.6s 987: learn: 0.4104279 test: 0.4231894 best: 0.4231661 (956) total: 2m 9s remaining: 34.4s 988: learn: 0.4104279 test: 0.4231895 best: 0.4231661 (956) total: 2m 9s remaining: 34.3s 989: learn: 0.4104279 test: 0.4231895 best: 0.4231661 (956) total: 2m 9s remaining: 34.1s 990: learn: 0.4104278 test: 0.4231895 best: 0.4231661 (956) total: 2m 10s remaining: 34s 991: learn: 0.4104278 test: 0.4231896 best: 0.4231661 (956) total: 2m 10s remaining: 33.9s 992: learn: 0.4104277 test: 0.4231895 best: 0.4231661 (956) total: 2m 10s remaining: 33.7s 993: learn: 0.4104277 test: 0.4231895 best: 0.4231661 (956) total: 2m 10s remaining: 33.6s 994: learn: 0.4104277 test: 0.4231896 best: 0.4231661 (956) total: 2m 10s remaining: 33.5s 995: learn: 0.4104277 test: 0.4231896 best: 0.4231661 (956) total: 2m 10s remaining: 33.3s 996: learn: 0.4104275 test: 0.4231842 best: 0.4231661 (956) total: 2m 10s remaining: 33.2s 997: learn: 0.4104274 test: 0.4231832 best: 0.4231661 (956) total: 2m 11s remaining: 33.1s 998: learn: 0.4104273 test: 0.4231824 best: 0.4231661 (956) total: 2m 11s remaining: 33s 999: learn: 0.4104273 test: 0.4231825 best: 0.4231661 (956) total: 2m 11s remaining: 32.8s 1000: learn: 0.4104273 test: 0.4231827 best: 0.4231661 (956) total: 2m 11s remaining: 32.7s 1001: learn: 0.4104273 test: 0.4231827 best: 0.4231661 (956) total: 2m 11s remaining: 32.5s 1002: learn: 0.4104272 test: 0.4231828 best: 0.4231661 (956) total: 2m 11s remaining: 32.4s 1003: learn: 0.4104271 test: 0.4231787 best: 0.4231661 (956) total: 2m 11s remaining: 32.3s 1004: learn: 0.4104271 test: 0.4231787 best: 0.4231661 (956) total: 2m 11s remaining: 32.1s 1005: learn: 0.4104271 test: 0.4231788 best: 0.4231661 (956) total: 2m 11s remaining: 32s 1006: learn: 0.4104271 test: 0.4231788 best: 0.4231661 (956) total: 2m 11s remaining: 31.8s 1007: learn: 0.4104270 test: 0.4231789 best: 0.4231661 (956) total: 2m 12s remaining: 31.7s 1008: learn: 0.4104269 test: 0.4231779 best: 0.4231661 (956) total: 2m 12s remaining: 31.6s 1009: learn: 0.4104268 test: 0.4231780 best: 0.4231661 (956) total: 2m 12s remaining: 31.4s 1010: learn: 0.4104267 test: 0.4231771 best: 0.4231661 (956) total: 2m 12s remaining: 31.3s 1011: learn: 0.4104267 test: 0.4231769 best: 0.4231661 (956) total: 2m 12s remaining: 31.2s 1012: learn: 0.4104267 test: 0.4231768 best: 0.4231661 (956) total: 2m 12s remaining: 31.1s 1013: learn: 0.4104234 test: 0.4231784 best: 0.4231661 (956) total: 2m 12s remaining: 30.9s 1014: learn: 0.4104234 test: 0.4231780 best: 0.4231661 (956) total: 2m 12s remaining: 30.8s 1015: learn: 0.4103957 test: 0.4231730 best: 0.4231661 (956) total: 2m 13s remaining: 30.7s 1016: learn: 0.4103957 test: 0.4231722 best: 0.4231661 (956) total: 2m 13s remaining: 30.5s 1017: learn: 0.4103957 test: 0.4231716 best: 0.4231661 (956) total: 2m 13s remaining: 30.4s 1018: learn: 0.4103957 test: 0.4231710 best: 0.4231661 (956) total: 2m 13s remaining: 30.3s 1019: learn: 0.4103956 test: 0.4231705 best: 0.4231661 (956) total: 2m 13s remaining: 30.2s 1020: learn: 0.4102582 test: 0.4231171 best: 0.4231171 (1020) total: 2m 13s remaining: 30s 1021: learn: 0.4102580 test: 0.4231171 best: 0.4231171 (1021) total: 2m 14s remaining: 29.9s 1022: learn: 0.4102573 test: 0.4231151 best: 0.4231151 (1022) total: 2m 14s remaining: 29.8s 1023: learn: 0.4102571 test: 0.4231151 best: 0.4231151 (1022) total: 2m 14s remaining: 29.6s 1024: learn: 0.4102568 test: 0.4231174 best: 0.4231151 (1022) total: 2m 14s remaining: 29.5s 1025: learn: 0.4102568 test: 0.4231174 best: 0.4231151 (1022) total: 2m 14s remaining: 29.4s 1026: learn: 0.4102567 test: 0.4231174 best: 0.4231151 (1022) total: 2m 14s remaining: 29.3s 1027: learn: 0.4102567 test: 0.4231175 best: 0.4231151 (1022) total: 2m 14s remaining: 29.1s 1028: learn: 0.4102567 test: 0.4231174 best: 0.4231151 (1022) total: 2m 14s remaining: 29s 1029: learn: 0.4102566 test: 0.4231174 best: 0.4231151 (1022) total: 2m 15s remaining: 28.9s 1030: learn: 0.4102534 test: 0.4231177 best: 0.4231151 (1022) total: 2m 15s remaining: 28.7s 1031: learn: 0.4102533 test: 0.4231189 best: 0.4231151 (1022) total: 2m 15s remaining: 28.6s 1032: learn: 0.4102533 test: 0.4231189 best: 0.4231151 (1022) total: 2m 15s remaining: 28.5s 1033: learn: 0.4102533 test: 0.4231189 best: 0.4231151 (1022) total: 2m 15s remaining: 28.4s 1034: learn: 0.4102499 test: 0.4231200 best: 0.4231151 (1022) total: 2m 15s remaining: 28.2s 1035: learn: 0.4102498 test: 0.4231175 best: 0.4231151 (1022) total: 2m 16s remaining: 28.1s 1036: learn: 0.4102498 test: 0.4231176 best: 0.4231151 (1022) total: 2m 16s remaining: 28s 1037: learn: 0.4102498 test: 0.4231153 best: 0.4231151 (1022) total: 2m 16s remaining: 27.9s 1038: learn: 0.4102498 test: 0.4231153 best: 0.4231151 (1022) total: 2m 16s remaining: 27.7s 1039: learn: 0.4102498 test: 0.4231153 best: 0.4231151 (1022) total: 2m 16s remaining: 27.6s 1040: learn: 0.4102496 test: 0.4231153 best: 0.4231151 (1022) total: 2m 16s remaining: 27.5s 1041: learn: 0.4102496 test: 0.4231153 best: 0.4231151 (1022) total: 2m 16s remaining: 27.3s 1042: learn: 0.4102495 test: 0.4231154 best: 0.4231151 (1022) total: 2m 17s remaining: 27.2s 1043: learn: 0.4102377 test: 0.4231022 best: 0.4231022 (1043) total: 2m 17s remaining: 27.1s 1044: learn: 0.4101997 test: 0.4231009 best: 0.4231009 (1044) total: 2m 17s remaining: 27s 1045: learn: 0.4101949 test: 0.4231021 best: 0.4231009 (1044) total: 2m 17s remaining: 26.8s 1046: learn: 0.4101924 test: 0.4231022 best: 0.4231009 (1044) total: 2m 17s remaining: 26.7s 1047: learn: 0.4101921 test: 0.4231021 best: 0.4231009 (1044) total: 2m 17s remaining: 26.6s 1048: learn: 0.4101921 test: 0.4231022 best: 0.4231009 (1044) total: 2m 18s remaining: 26.5s 1049: learn: 0.4101902 test: 0.4231022 best: 0.4231009 (1044) total: 2m 18s remaining: 26.3s 1050: learn: 0.4101902 test: 0.4231022 best: 0.4231009 (1044) total: 2m 18s remaining: 26.2s 1051: learn: 0.4101877 test: 0.4231033 best: 0.4231009 (1044) total: 2m 18s remaining: 26.1s 1052: learn: 0.4101736 test: 0.4231016 best: 0.4231009 (1044) total: 2m 18s remaining: 25.9s 1053: learn: 0.4101730 test: 0.4231017 best: 0.4231009 (1044) total: 2m 18s remaining: 25.8s 1054: learn: 0.4101702 test: 0.4231052 best: 0.4231009 (1044) total: 2m 18s remaining: 25.7s 1055: learn: 0.4101701 test: 0.4231052 best: 0.4231009 (1044) total: 2m 19s remaining: 25.6s 1056: learn: 0.4101701 test: 0.4231030 best: 0.4231009 (1044) total: 2m 19s remaining: 25.4s 1057: learn: 0.4101666 test: 0.4231032 best: 0.4231009 (1044) total: 2m 19s remaining: 25.3s 1058: learn: 0.4101441 test: 0.4231116 best: 0.4231009 (1044) total: 2m 19s remaining: 25.2s 1059: learn: 0.4101441 test: 0.4231129 best: 0.4231009 (1044) total: 2m 19s remaining: 25s 1060: learn: 0.4101439 test: 0.4231129 best: 0.4231009 (1044) total: 2m 19s remaining: 24.9s 1061: learn: 0.4101438 test: 0.4231123 best: 0.4231009 (1044) total: 2m 19s remaining: 24.8s 1062: learn: 0.4101438 test: 0.4231123 best: 0.4231009 (1044) total: 2m 20s remaining: 24.6s 1063: learn: 0.4101426 test: 0.4231098 best: 0.4231009 (1044) total: 2m 20s remaining: 24.5s 1064: learn: 0.4101426 test: 0.4231096 best: 0.4231009 (1044) total: 2m 20s remaining: 24.4s 1065: learn: 0.4091500 test: 0.4223935 best: 0.4223935 (1065) total: 2m 20s remaining: 24.2s 1066: learn: 0.4091472 test: 0.4223935 best: 0.4223935 (1066) total: 2m 20s remaining: 24.1s 1067: learn: 0.4091465 test: 0.4223939 best: 0.4223935 (1066) total: 2m 20s remaining: 24s 1068: learn: 0.4091376 test: 0.4223923 best: 0.4223923 (1068) total: 2m 20s remaining: 23.8s 1069: learn: 0.4091362 test: 0.4223900 best: 0.4223900 (1069) total: 2m 20s remaining: 23.7s 1070: learn: 0.4091269 test: 0.4223865 best: 0.4223865 (1070) total: 2m 21s remaining: 23.6s 1071: learn: 0.4091153 test: 0.4223920 best: 0.4223865 (1070) total: 2m 21s remaining: 23.5s 1072: learn: 0.4091153 test: 0.4223920 best: 0.4223865 (1070) total: 2m 21s remaining: 23.3s 1073: learn: 0.4091131 test: 0.4223917 best: 0.4223865 (1070) total: 2m 21s remaining: 23.2s 1074: learn: 0.4091130 test: 0.4223927 best: 0.4223865 (1070) total: 2m 21s remaining: 23.1s 1075: learn: 0.4091127 test: 0.4223940 best: 0.4223865 (1070) total: 2m 21s remaining: 22.9s 1076: learn: 0.4091125 test: 0.4223939 best: 0.4223865 (1070) total: 2m 21s remaining: 22.8s 1077: learn: 0.4091124 test: 0.4223940 best: 0.4223865 (1070) total: 2m 22s remaining: 22.7s 1078: learn: 0.4091114 test: 0.4223941 best: 0.4223865 (1070) total: 2m 22s remaining: 22.5s 1079: learn: 0.4091114 test: 0.4223934 best: 0.4223865 (1070) total: 2m 22s remaining: 22.4s 1080: learn: 0.4091114 test: 0.4223934 best: 0.4223865 (1070) total: 2m 22s remaining: 22.3s 1081: learn: 0.4091114 test: 0.4223933 best: 0.4223865 (1070) total: 2m 22s remaining: 22.1s 1082: learn: 0.4091114 test: 0.4223927 best: 0.4223865 (1070) total: 2m 22s remaining: 22s 1083: learn: 0.4091113 test: 0.4223921 best: 0.4223865 (1070) total: 2m 22s remaining: 21.9s 1084: learn: 0.4091113 test: 0.4223916 best: 0.4223865 (1070) total: 2m 22s remaining: 21.7s 1085: learn: 0.4091112 test: 0.4223923 best: 0.4223865 (1070) total: 2m 23s remaining: 21.6s 1086: learn: 0.4091112 test: 0.4223926 best: 0.4223865 (1070) total: 2m 23s remaining: 21.5s 1087: learn: 0.4091112 test: 0.4223931 best: 0.4223865 (1070) total: 2m 23s remaining: 21.4s 1088: learn: 0.4091111 test: 0.4223925 best: 0.4223865 (1070) total: 2m 23s remaining: 21.2s 1089: learn: 0.4091111 test: 0.4223930 best: 0.4223865 (1070) total: 2m 23s remaining: 21.1s 1090: learn: 0.4091110 test: 0.4223933 best: 0.4223865 (1070) total: 2m 23s remaining: 21s 1091: learn: 0.4091110 test: 0.4223934 best: 0.4223865 (1070) total: 2m 23s remaining: 20.8s 1092: learn: 0.4091110 test: 0.4223939 best: 0.4223865 (1070) total: 2m 24s remaining: 20.7s 1093: learn: 0.4091110 test: 0.4223942 best: 0.4223865 (1070) total: 2m 24s remaining: 20.6s 1094: learn: 0.4091110 test: 0.4223941 best: 0.4223865 (1070) total: 2m 24s remaining: 20.5s 1095: learn: 0.4091110 test: 0.4223944 best: 0.4223865 (1070) total: 2m 24s remaining: 20.3s 1096: learn: 0.4091078 test: 0.4223942 best: 0.4223865 (1070) total: 2m 24s remaining: 20.2s 1097: learn: 0.4091049 test: 0.4223923 best: 0.4223865 (1070) total: 2m 25s remaining: 20.1s 1098: learn: 0.4090872 test: 0.4223809 best: 0.4223809 (1098) total: 2m 25s remaining: 19.9s 1099: learn: 0.4090851 test: 0.4223818 best: 0.4223809 (1098) total: 2m 25s remaining: 19.8s 1100: learn: 0.4090850 test: 0.4223818 best: 0.4223809 (1098) total: 2m 25s remaining: 19.7s 1101: learn: 0.4090850 test: 0.4223829 best: 0.4223809 (1098) total: 2m 25s remaining: 19.6s 1102: learn: 0.4090849 test: 0.4223845 best: 0.4223809 (1098) total: 2m 25s remaining: 19.4s 1103: learn: 0.4090802 test: 0.4223842 best: 0.4223809 (1098) total: 2m 25s remaining: 19.3s 1104: learn: 0.4090800 test: 0.4223840 best: 0.4223809 (1098) total: 2m 26s remaining: 19.2s 1105: learn: 0.4090789 test: 0.4223846 best: 0.4223809 (1098) total: 2m 26s remaining: 19s 1106: learn: 0.4090789 test: 0.4223853 best: 0.4223809 (1098) total: 2m 26s remaining: 18.9s 1107: learn: 0.4090788 test: 0.4223852 best: 0.4223809 (1098) total: 2m 26s remaining: 18.8s 1108: learn: 0.4090787 test: 0.4223852 best: 0.4223809 (1098) total: 2m 26s remaining: 18.6s 1109: learn: 0.4090787 test: 0.4223858 best: 0.4223809 (1098) total: 2m 26s remaining: 18.5s 1110: learn: 0.4090786 test: 0.4223858 best: 0.4223809 (1098) total: 2m 26s remaining: 18.4s 1111: learn: 0.4090786 test: 0.4223864 best: 0.4223809 (1098) total: 2m 26s remaining: 18.2s 1112: learn: 0.4090779 test: 0.4223863 best: 0.4223809 (1098) total: 2m 26s remaining: 18.1s 1113: learn: 0.4090779 test: 0.4223870 best: 0.4223809 (1098) total: 2m 27s remaining: 18s 1114: learn: 0.4090778 test: 0.4223875 best: 0.4223809 (1098) total: 2m 27s remaining: 17.8s 1115: learn: 0.4090778 test: 0.4223875 best: 0.4223809 (1098) total: 2m 27s remaining: 17.7s 1116: learn: 0.4090701 test: 0.4223884 best: 0.4223809 (1098) total: 2m 27s remaining: 17.6s 1117: learn: 0.4090700 test: 0.4223884 best: 0.4223809 (1098) total: 2m 27s remaining: 17.4s 1118: learn: 0.4090700 test: 0.4223884 best: 0.4223809 (1098) total: 2m 27s remaining: 17.3s 1119: learn: 0.4090693 test: 0.4223883 best: 0.4223809 (1098) total: 2m 27s remaining: 17.1s 1120: learn: 0.4090693 test: 0.4223889 best: 0.4223809 (1098) total: 2m 27s remaining: 17s 1121: learn: 0.4090693 test: 0.4223893 best: 0.4223809 (1098) total: 2m 27s remaining: 16.9s 1122: learn: 0.4090693 test: 0.4223896 best: 0.4223809 (1098) total: 2m 28s remaining: 16.7s 1123: learn: 0.4090636 test: 0.4223680 best: 0.4223680 (1123) total: 2m 28s remaining: 16.6s 1124: learn: 0.4090631 test: 0.4223680 best: 0.4223680 (1124) total: 2m 28s remaining: 16.5s 1125: learn: 0.4090631 test: 0.4223685 best: 0.4223680 (1124) total: 2m 28s remaining: 16.4s 1126: learn: 0.4090626 test: 0.4223693 best: 0.4223680 (1124) total: 2m 28s remaining: 16.2s 1127: learn: 0.4090623 test: 0.4223702 best: 0.4223680 (1124) total: 2m 28s remaining: 16.1s 1128: learn: 0.4090623 test: 0.4223703 best: 0.4223680 (1124) total: 2m 29s remaining: 16s 1129: learn: 0.4090612 test: 0.4223649 best: 0.4223649 (1129) total: 2m 29s remaining: 15.8s 1130: learn: 0.4090611 test: 0.4223655 best: 0.4223649 (1129) total: 2m 29s remaining: 15.7s 1131: learn: 0.4086323 test: 0.4221391 best: 0.4221391 (1131) total: 2m 29s remaining: 15.6s 1132: learn: 0.4086160 test: 0.4221338 best: 0.4221338 (1132) total: 2m 29s remaining: 15.4s 1133: learn: 0.4086145 test: 0.4221337 best: 0.4221337 (1133) total: 2m 29s remaining: 15.3s 1134: learn: 0.4086138 test: 0.4221346 best: 0.4221337 (1133) total: 2m 29s remaining: 15.2s 1135: learn: 0.4086136 test: 0.4221352 best: 0.4221337 (1133) total: 2m 30s remaining: 15.1s 1136: learn: 0.4086136 test: 0.4221353 best: 0.4221337 (1133) total: 2m 30s remaining: 14.9s 1137: learn: 0.4085901 test: 0.4221279 best: 0.4221279 (1137) total: 2m 30s remaining: 14.8s 1138: learn: 0.4085855 test: 0.4221280 best: 0.4221279 (1137) total: 2m 30s remaining: 14.7s 1139: learn: 0.4085827 test: 0.4221267 best: 0.4221267 (1139) total: 2m 30s remaining: 14.5s 1140: learn: 0.4085826 test: 0.4221268 best: 0.4221267 (1139) total: 2m 30s remaining: 14.4s 1141: learn: 0.4085816 test: 0.4221269 best: 0.4221267 (1139) total: 2m 30s remaining: 14.3s 1142: learn: 0.4085802 test: 0.4221249 best: 0.4221249 (1142) total: 2m 31s remaining: 14.1s 1143: learn: 0.4085802 test: 0.4221248 best: 0.4221248 (1143) total: 2m 31s remaining: 14s 1144: learn: 0.4085422 test: 0.4221064 best: 0.4221064 (1144) total: 2m 31s remaining: 13.9s 1145: learn: 0.4085413 test: 0.4221066 best: 0.4221064 (1144) total: 2m 31s remaining: 13.7s 1146: learn: 0.4085397 test: 0.4221048 best: 0.4221048 (1146) total: 2m 31s remaining: 13.6s 1147: learn: 0.4085371 test: 0.4221010 best: 0.4221010 (1147) total: 2m 31s remaining: 13.5s 1148: learn: 0.4085370 test: 0.4221009 best: 0.4221009 (1148) total: 2m 31s remaining: 13.4s 1149: learn: 0.4085369 test: 0.4221075 best: 0.4221009 (1148) total: 2m 32s remaining: 13.2s 1150: learn: 0.4085368 test: 0.4221077 best: 0.4221009 (1148) total: 2m 32s remaining: 13.1s 1151: learn: 0.4085368 test: 0.4221080 best: 0.4221009 (1148) total: 2m 32s remaining: 13s 1152: learn: 0.4085368 test: 0.4221081 best: 0.4221009 (1148) total: 2m 32s remaining: 12.8s 1153: learn: 0.4085367 test: 0.4221082 best: 0.4221009 (1148) total: 2m 32s remaining: 12.7s 1154: learn: 0.4085355 test: 0.4221087 best: 0.4221009 (1148) total: 2m 32s remaining: 12.6s 1155: learn: 0.4085354 test: 0.4221088 best: 0.4221009 (1148) total: 2m 32s remaining: 12.4s 1156: learn: 0.4085354 test: 0.4221091 best: 0.4221009 (1148) total: 2m 32s remaining: 12.3s 1157: learn: 0.4085347 test: 0.4221091 best: 0.4221009 (1148) total: 2m 33s remaining: 12.2s 1158: learn: 0.4085347 test: 0.4221094 best: 0.4221009 (1148) total: 2m 33s remaining: 12s 1159: learn: 0.4085346 test: 0.4221094 best: 0.4221009 (1148) total: 2m 33s remaining: 11.9s 1160: learn: 0.4085346 test: 0.4221094 best: 0.4221009 (1148) total: 2m 33s remaining: 11.8s 1161: learn: 0.4085346 test: 0.4221093 best: 0.4221009 (1148) total: 2m 33s remaining: 11.6s 1162: learn: 0.4085323 test: 0.4221116 best: 0.4221009 (1148) total: 2m 33s remaining: 11.5s 1163: learn: 0.4085320 test: 0.4221116 best: 0.4221009 (1148) total: 2m 34s remaining: 11.4s 1164: learn: 0.4085315 test: 0.4221116 best: 0.4221009 (1148) total: 2m 34s remaining: 11.2s 1165: learn: 0.4085313 test: 0.4221120 best: 0.4221009 (1148) total: 2m 34s remaining: 11.1s 1166: learn: 0.4085313 test: 0.4221123 best: 0.4221009 (1148) total: 2m 34s remaining: 11s 1167: learn: 0.4085312 test: 0.4221123 best: 0.4221009 (1148) total: 2m 34s remaining: 10.9s 1168: learn: 0.4080015 test: 0.4218537 best: 0.4218537 (1168) total: 2m 34s remaining: 10.7s 1169: learn: 0.4080013 test: 0.4218624 best: 0.4218537 (1168) total: 2m 34s remaining: 10.6s 1170: learn: 0.4077715 test: 0.4216956 best: 0.4216956 (1170) total: 2m 35s remaining: 10.5s 1171: learn: 0.4077714 test: 0.4216956 best: 0.4216956 (1170) total: 2m 35s remaining: 10.3s 1172: learn: 0.4077619 test: 0.4216991 best: 0.4216956 (1170) total: 2m 35s remaining: 10.2s 1173: learn: 0.4077035 test: 0.4217036 best: 0.4216956 (1170) total: 2m 35s remaining: 10.1s 1174: learn: 0.4077010 test: 0.4217002 best: 0.4216956 (1170) total: 2m 35s remaining: 9.93s 1175: learn: 0.4076833 test: 0.4217040 best: 0.4216956 (1170) total: 2m 35s remaining: 9.8s 1176: learn: 0.4076810 test: 0.4217042 best: 0.4216956 (1170) total: 2m 35s remaining: 9.67s 1177: learn: 0.4076809 test: 0.4217042 best: 0.4216956 (1170) total: 2m 36s remaining: 9.54s 1178: learn: 0.4076768 test: 0.4217047 best: 0.4216956 (1170) total: 2m 36s remaining: 9.4s 1179: learn: 0.4076767 test: 0.4217047 best: 0.4216956 (1170) total: 2m 36s remaining: 9.27s 1180: learn: 0.4076752 test: 0.4217053 best: 0.4216956 (1170) total: 2m 36s remaining: 9.14s 1181: learn: 0.4076711 test: 0.4216995 best: 0.4216956 (1170) total: 2m 36s remaining: 9.01s 1182: learn: 0.4076710 test: 0.4216995 best: 0.4216956 (1170) total: 2m 36s remaining: 8.87s 1183: learn: 0.4076709 test: 0.4216993 best: 0.4216956 (1170) total: 2m 36s remaining: 8.74s 1184: learn: 0.4076708 test: 0.4216993 best: 0.4216956 (1170) total: 2m 36s remaining: 8.6s 1185: learn: 0.4076708 test: 0.4216994 best: 0.4216956 (1170) total: 2m 36s remaining: 8.47s 1186: learn: 0.4076707 test: 0.4216994 best: 0.4216956 (1170) total: 2m 37s remaining: 8.34s 1187: learn: 0.4076707 test: 0.4216994 best: 0.4216956 (1170) total: 2m 37s remaining: 8.21s 1188: learn: 0.4076705 test: 0.4216992 best: 0.4216956 (1170) total: 2m 37s remaining: 8.07s 1189: learn: 0.4076697 test: 0.4217005 best: 0.4216956 (1170) total: 2m 37s remaining: 7.94s 1190: learn: 0.4076697 test: 0.4217005 best: 0.4216956 (1170) total: 2m 37s remaining: 7.81s 1191: learn: 0.4076676 test: 0.4217006 best: 0.4216956 (1170) total: 2m 37s remaining: 7.68s 1192: learn: 0.4076676 test: 0.4217007 best: 0.4216956 (1170) total: 2m 37s remaining: 7.55s 1193: learn: 0.4076675 test: 0.4217007 best: 0.4216956 (1170) total: 2m 38s remaining: 7.42s 1194: learn: 0.4076675 test: 0.4217007 best: 0.4216956 (1170) total: 2m 38s remaining: 7.28s 1195: learn: 0.4076675 test: 0.4217007 best: 0.4216956 (1170) total: 2m 38s remaining: 7.15s 1196: learn: 0.4076666 test: 0.4217008 best: 0.4216956 (1170) total: 2m 38s remaining: 7.02s 1197: learn: 0.4076665 test: 0.4217008 best: 0.4216956 (1170) total: 2m 38s remaining: 6.88s 1198: learn: 0.4076665 test: 0.4217008 best: 0.4216956 (1170) total: 2m 38s remaining: 6.75s 1199: learn: 0.4076665 test: 0.4217008 best: 0.4216956 (1170) total: 2m 38s remaining: 6.62s 1200: learn: 0.4076664 test: 0.4217007 best: 0.4216956 (1170) total: 2m 38s remaining: 6.49s 1201: learn: 0.4076559 test: 0.4217192 best: 0.4216956 (1170) total: 2m 39s remaining: 6.35s 1202: learn: 0.4076558 test: 0.4217169 best: 0.4216956 (1170) total: 2m 39s remaining: 6.22s 1203: learn: 0.4076558 test: 0.4217168 best: 0.4216956 (1170) total: 2m 39s remaining: 6.09s 1204: learn: 0.4076555 test: 0.4217110 best: 0.4216956 (1170) total: 2m 39s remaining: 5.96s 1205: learn: 0.4076552 test: 0.4217110 best: 0.4216956 (1170) total: 2m 39s remaining: 5.83s 1206: learn: 0.4076541 test: 0.4217111 best: 0.4216956 (1170) total: 2m 39s remaining: 5.69s 1207: learn: 0.4076541 test: 0.4217110 best: 0.4216956 (1170) total: 2m 39s remaining: 5.56s 1208: learn: 0.4076540 test: 0.4217109 best: 0.4216956 (1170) total: 2m 40s remaining: 5.43s 1209: learn: 0.4076520 test: 0.4217124 best: 0.4216956 (1170) total: 2m 40s remaining: 5.3s 1210: learn: 0.4076519 test: 0.4217125 best: 0.4216956 (1170) total: 2m 40s remaining: 5.17s 1211: learn: 0.4076519 test: 0.4217124 best: 0.4216956 (1170) total: 2m 40s remaining: 5.04s 1212: learn: 0.4076519 test: 0.4217123 best: 0.4216956 (1170) total: 2m 40s remaining: 4.91s 1213: learn: 0.4076518 test: 0.4217123 best: 0.4216956 (1170) total: 2m 40s remaining: 4.77s 1214: learn: 0.4076497 test: 0.4217172 best: 0.4216956 (1170) total: 2m 41s remaining: 4.64s 1215: learn: 0.4076497 test: 0.4217167 best: 0.4216956 (1170) total: 2m 41s remaining: 4.51s 1216: learn: 0.4076495 test: 0.4217122 best: 0.4216956 (1170) total: 2m 41s remaining: 4.37s 1217: learn: 0.4076495 test: 0.4217121 best: 0.4216956 (1170) total: 2m 41s remaining: 4.24s 1218: learn: 0.4076494 test: 0.4217121 best: 0.4216956 (1170) total: 2m 41s remaining: 4.11s 1219: learn: 0.4076494 test: 0.4217121 best: 0.4216956 (1170) total: 2m 41s remaining: 3.98s 1220: learn: 0.4076493 test: 0.4217120 best: 0.4216956 (1170) total: 2m 41s remaining: 3.84s 1221: learn: 0.4076493 test: 0.4217120 best: 0.4216956 (1170) total: 2m 41s remaining: 3.71s 1222: learn: 0.4076493 test: 0.4217120 best: 0.4216956 (1170) total: 2m 42s remaining: 3.58s 1223: learn: 0.4076493 test: 0.4217117 best: 0.4216956 (1170) total: 2m 42s remaining: 3.44s 1224: learn: 0.4076493 test: 0.4217116 best: 0.4216956 (1170) total: 2m 42s remaining: 3.31s 1225: learn: 0.4076487 test: 0.4217124 best: 0.4216956 (1170) total: 2m 42s remaining: 3.18s 1226: learn: 0.4076487 test: 0.4217121 best: 0.4216956 (1170) total: 2m 42s remaining: 3.04s 1227: learn: 0.4076487 test: 0.4217118 best: 0.4216956 (1170) total: 2m 42s remaining: 2.91s 1228: learn: 0.4076487 test: 0.4217117 best: 0.4216956 (1170) total: 2m 42s remaining: 2.78s 1229: learn: 0.4076487 test: 0.4217114 best: 0.4216956 (1170) total: 2m 42s remaining: 2.64s 1230: learn: 0.4076487 test: 0.4217114 best: 0.4216956 (1170) total: 2m 42s remaining: 2.51s 1231: learn: 0.4076487 test: 0.4217112 best: 0.4216956 (1170) total: 2m 42s remaining: 2.38s 1232: learn: 0.4076487 test: 0.4217109 best: 0.4216956 (1170) total: 2m 42s remaining: 2.24s 1233: learn: 0.4076487 test: 0.4217107 best: 0.4216956 (1170) total: 2m 42s remaining: 2.11s 1234: learn: 0.4076487 test: 0.4217108 best: 0.4216956 (1170) total: 2m 42s remaining: 1.98s 1235: learn: 0.4076487 test: 0.4217107 best: 0.4216956 (1170) total: 2m 43s remaining: 1.85s 1236: learn: 0.4076487 test: 0.4217106 best: 0.4216956 (1170) total: 2m 43s remaining: 1.72s 1237: learn: 0.4076487 test: 0.4217104 best: 0.4216956 (1170) total: 2m 43s remaining: 1.58s 1238: learn: 0.4076487 test: 0.4217104 best: 0.4216956 (1170) total: 2m 43s remaining: 1.45s 1239: learn: 0.4076459 test: 0.4217127 best: 0.4216956 (1170) total: 2m 43s remaining: 1.32s 1240: learn: 0.4076459 test: 0.4217126 best: 0.4216956 (1170) total: 2m 43s remaining: 1.19s 1241: learn: 0.4076459 test: 0.4217099 best: 0.4216956 (1170) total: 2m 43s remaining: 1.05s 1242: learn: 0.4076458 test: 0.4217060 best: 0.4216956 (1170) total: 2m 43s remaining: 923ms 1243: learn: 0.4076457 test: 0.4217060 best: 0.4216956 (1170) total: 2m 44s remaining: 791ms 1244: learn: 0.4076395 test: 0.4217065 best: 0.4216956 (1170) total: 2m 44s remaining: 659ms 1245: learn: 0.4076395 test: 0.4217045 best: 0.4216956 (1170) total: 2m 44s remaining: 528ms 1246: learn: 0.4076395 test: 0.4217026 best: 0.4216956 (1170) total: 2m 44s remaining: 396ms 1247: learn: 0.4076395 test: 0.4217026 best: 0.4216956 (1170) total: 2m 44s remaining: 264ms 1248: learn: 0.4076387 test: 0.4217039 best: 0.4216956 (1170) total: 2m 44s remaining: 132ms 1249: learn: 0.4076382 test: 0.4217039 best: 0.4216956 (1170) total: 2m 44s remaining: 0us bestTest = 0.4216956128 bestIteration = 1170 Shrink model to first 1171 iterations. [CV] learning_rate=0.15, l2_leaf_reg=1, iterations=1250, depth=8, total= 2.8min
[Parallel(n_jobs=1)]: Done 30 out of 30 | elapsed: 73.0min finished
0: learn: 3.8204335 test: 3.8178896 best: 3.8178896 (0) total: 54ms remaining: 1m 47s 1: learn: 3.2670028 test: 3.2645339 best: 3.2645339 (1) total: 95.9ms remaining: 1m 35s 2: learn: 2.7954624 test: 2.7933645 best: 2.7933645 (2) total: 135ms remaining: 1m 29s 3: learn: 2.3977571 test: 2.3961515 best: 2.3961515 (3) total: 173ms remaining: 1m 26s 4: learn: 2.0619914 test: 2.0605553 best: 2.0605553 (4) total: 216ms remaining: 1m 26s 5: learn: 1.7794533 test: 1.7782652 best: 1.7782652 (5) total: 261ms remaining: 1m 26s 6: learn: 1.5408477 test: 1.5400968 best: 1.5400968 (6) total: 304ms remaining: 1m 26s 7: learn: 1.3389470 test: 1.3389525 best: 1.3389525 (7) total: 346ms remaining: 1m 26s 8: learn: 1.1706071 test: 1.1710780 best: 1.1710780 (8) total: 384ms remaining: 1m 24s 9: learn: 1.0328851 test: 1.0339494 best: 1.0339494 (9) total: 423ms remaining: 1m 24s 10: learn: 0.9199584 test: 0.9215618 best: 0.9215618 (10) total: 467ms remaining: 1m 24s 11: learn: 0.8286623 test: 0.8308015 best: 0.8308015 (11) total: 525ms remaining: 1m 26s 12: learn: 0.7549836 test: 0.7574803 best: 0.7574803 (12) total: 560ms remaining: 1m 25s 13: learn: 0.6939216 test: 0.6968482 best: 0.6968482 (13) total: 602ms remaining: 1m 25s 14: learn: 0.6464184 test: 0.6497019 best: 0.6497019 (14) total: 635ms remaining: 1m 23s 15: learn: 0.6091351 test: 0.6127879 best: 0.6127879 (15) total: 675ms remaining: 1m 23s 16: learn: 0.5814430 test: 0.5853733 best: 0.5853733 (16) total: 709ms remaining: 1m 22s 17: learn: 0.5600155 test: 0.5641817 best: 0.5641817 (17) total: 749ms remaining: 1m 22s 18: learn: 0.5428317 test: 0.5472507 best: 0.5472507 (18) total: 786ms remaining: 1m 21s 19: learn: 0.5246433 test: 0.5289853 best: 0.5289853 (19) total: 834ms remaining: 1m 22s 20: learn: 0.5102306 test: 0.5147861 best: 0.5147861 (20) total: 865ms remaining: 1m 21s 21: learn: 0.4994940 test: 0.5041180 best: 0.5041180 (21) total: 899ms remaining: 1m 20s 22: learn: 0.4907908 test: 0.4951571 best: 0.4951571 (22) total: 943ms remaining: 1m 21s 23: learn: 0.4842256 test: 0.4883170 best: 0.4883170 (23) total: 989ms remaining: 1m 21s 24: learn: 0.4788084 test: 0.4827071 best: 0.4827071 (24) total: 1.02s remaining: 1m 20s 25: learn: 0.4743686 test: 0.4781674 best: 0.4781674 (25) total: 1.07s remaining: 1m 21s 26: learn: 0.4711511 test: 0.4749051 best: 0.4749051 (26) total: 1.1s remaining: 1m 20s 27: learn: 0.4685990 test: 0.4724917 best: 0.4724917 (27) total: 1.14s remaining: 1m 20s 28: learn: 0.4659190 test: 0.4694997 best: 0.4694997 (28) total: 1.19s remaining: 1m 20s 29: learn: 0.4639344 test: 0.4675496 best: 0.4675496 (29) total: 1.22s remaining: 1m 20s 30: learn: 0.4620968 test: 0.4658383 best: 0.4658383 (30) total: 1.26s remaining: 1m 19s 31: learn: 0.4604340 test: 0.4642665 best: 0.4642665 (31) total: 1.29s remaining: 1m 19s 32: learn: 0.4590633 test: 0.4628764 best: 0.4628764 (32) total: 1.33s remaining: 1m 19s 33: learn: 0.4578462 test: 0.4616825 best: 0.4616825 (33) total: 1.36s remaining: 1m 18s 34: learn: 0.4566609 test: 0.4604859 best: 0.4604859 (34) total: 1.41s remaining: 1m 18s 35: learn: 0.4555190 test: 0.4594108 best: 0.4594108 (35) total: 1.44s remaining: 1m 18s 36: learn: 0.4546884 test: 0.4586891 best: 0.4586891 (36) total: 1.48s remaining: 1m 18s 37: learn: 0.4539543 test: 0.4579265 best: 0.4579265 (37) total: 1.5s remaining: 1m 17s 38: learn: 0.4528071 test: 0.4571956 best: 0.4571956 (38) total: 1.54s remaining: 1m 17s 39: learn: 0.4518699 test: 0.4562544 best: 0.4562544 (39) total: 1.58s remaining: 1m 17s 40: learn: 0.4505476 test: 0.4547582 best: 0.4547582 (40) total: 1.61s remaining: 1m 16s 41: learn: 0.4498387 test: 0.4540873 best: 0.4540873 (41) total: 1.64s remaining: 1m 16s 42: learn: 0.4486514 test: 0.4530600 best: 0.4530600 (42) total: 1.68s remaining: 1m 16s 43: learn: 0.4481070 test: 0.4525666 best: 0.4525666 (43) total: 1.72s remaining: 1m 16s 44: learn: 0.4474866 test: 0.4519385 best: 0.4519385 (44) total: 1.75s remaining: 1m 15s 45: learn: 0.4468885 test: 0.4513487 best: 0.4513487 (45) total: 1.78s remaining: 1m 15s 46: learn: 0.4462403 test: 0.4509236 best: 0.4509236 (46) total: 1.82s remaining: 1m 15s 47: learn: 0.4454631 test: 0.4503098 best: 0.4503098 (47) total: 1.86s remaining: 1m 15s 48: learn: 0.4449824 test: 0.4498885 best: 0.4498885 (48) total: 1.9s remaining: 1m 15s 49: learn: 0.4445241 test: 0.4494492 best: 0.4494492 (49) total: 1.93s remaining: 1m 15s 50: learn: 0.4436006 test: 0.4487275 best: 0.4487275 (50) total: 1.98s remaining: 1m 15s 51: learn: 0.4429857 test: 0.4482659 best: 0.4482659 (51) total: 2.01s remaining: 1m 15s 52: learn: 0.4422955 test: 0.4475291 best: 0.4475291 (52) total: 2.06s remaining: 1m 15s 53: learn: 0.4420506 test: 0.4473477 best: 0.4473477 (53) total: 2.1s remaining: 1m 15s 54: learn: 0.4415172 test: 0.4467853 best: 0.4467853 (54) total: 2.13s remaining: 1m 15s 55: learn: 0.4411099 test: 0.4464868 best: 0.4464868 (55) total: 2.17s remaining: 1m 15s 56: learn: 0.4404973 test: 0.4458288 best: 0.4458288 (56) total: 2.21s remaining: 1m 15s 57: learn: 0.4401632 test: 0.4455201 best: 0.4455201 (57) total: 2.26s remaining: 1m 15s 58: learn: 0.4396627 test: 0.4450577 best: 0.4450577 (58) total: 2.3s remaining: 1m 15s 59: learn: 0.4392077 test: 0.4445979 best: 0.4445979 (59) total: 2.33s remaining: 1m 15s 60: learn: 0.4388897 test: 0.4443434 best: 0.4443434 (60) total: 2.38s remaining: 1m 15s 61: learn: 0.4384622 test: 0.4439436 best: 0.4439436 (61) total: 2.42s remaining: 1m 15s 62: learn: 0.4381098 test: 0.4436180 best: 0.4436180 (62) total: 2.46s remaining: 1m 15s 63: learn: 0.4375885 test: 0.4431721 best: 0.4431721 (63) total: 2.5s remaining: 1m 15s 64: learn: 0.4371936 test: 0.4427963 best: 0.4427963 (64) total: 2.54s remaining: 1m 15s 65: learn: 0.4369783 test: 0.4426071 best: 0.4426071 (65) total: 2.58s remaining: 1m 15s 66: learn: 0.4362973 test: 0.4414167 best: 0.4414167 (66) total: 2.63s remaining: 1m 15s 67: learn: 0.4359380 test: 0.4411594 best: 0.4411594 (67) total: 2.66s remaining: 1m 15s 68: learn: 0.4356275 test: 0.4408584 best: 0.4408584 (68) total: 2.7s remaining: 1m 15s 69: learn: 0.4354260 test: 0.4407131 best: 0.4407131 (69) total: 2.73s remaining: 1m 15s 70: learn: 0.4350999 test: 0.4403116 best: 0.4403116 (70) total: 2.77s remaining: 1m 15s 71: learn: 0.4346956 test: 0.4399716 best: 0.4399716 (71) total: 2.82s remaining: 1m 15s 72: learn: 0.4334764 test: 0.4385269 best: 0.4385269 (72) total: 2.86s remaining: 1m 15s 73: learn: 0.4329894 test: 0.4381349 best: 0.4381349 (73) total: 2.89s remaining: 1m 15s 74: learn: 0.4327692 test: 0.4380072 best: 0.4380072 (74) total: 2.93s remaining: 1m 15s 75: learn: 0.4325265 test: 0.4378356 best: 0.4378356 (75) total: 2.97s remaining: 1m 15s 76: learn: 0.4317799 test: 0.4368436 best: 0.4368436 (76) total: 3.01s remaining: 1m 15s 77: learn: 0.4313911 test: 0.4365392 best: 0.4365392 (77) total: 3.06s remaining: 1m 15s 78: learn: 0.4310095 test: 0.4362887 best: 0.4362887 (78) total: 3.1s remaining: 1m 15s 79: learn: 0.4309237 test: 0.4362097 best: 0.4362097 (79) total: 3.14s remaining: 1m 15s 80: learn: 0.4305945 test: 0.4358574 best: 0.4358574 (80) total: 3.18s remaining: 1m 15s 81: learn: 0.4301999 test: 0.4355227 best: 0.4355227 (81) total: 3.22s remaining: 1m 15s 82: learn: 0.4300279 test: 0.4354115 best: 0.4354115 (82) total: 3.27s remaining: 1m 15s 83: learn: 0.4297474 test: 0.4351692 best: 0.4351692 (83) total: 3.31s remaining: 1m 15s 84: learn: 0.4295150 test: 0.4349932 best: 0.4349932 (84) total: 3.34s remaining: 1m 15s 85: learn: 0.4292297 test: 0.4346756 best: 0.4346756 (85) total: 3.38s remaining: 1m 15s 86: learn: 0.4290763 test: 0.4345915 best: 0.4345915 (86) total: 3.42s remaining: 1m 15s 87: learn: 0.4286957 test: 0.4341797 best: 0.4341797 (87) total: 3.45s remaining: 1m 15s 88: learn: 0.4280638 test: 0.4335478 best: 0.4335478 (88) total: 3.49s remaining: 1m 14s 89: learn: 0.4276254 test: 0.4331634 best: 0.4331634 (89) total: 3.52s remaining: 1m 14s 90: learn: 0.4275361 test: 0.4331453 best: 0.4331453 (90) total: 3.56s remaining: 1m 14s 91: learn: 0.4271426 test: 0.4330454 best: 0.4330454 (91) total: 3.59s remaining: 1m 14s 92: learn: 0.4268672 test: 0.4329006 best: 0.4329006 (92) total: 3.63s remaining: 1m 14s 93: learn: 0.4265610 test: 0.4326436 best: 0.4326436 (93) total: 3.67s remaining: 1m 14s 94: learn: 0.4263952 test: 0.4325090 best: 0.4325090 (94) total: 3.71s remaining: 1m 14s 95: learn: 0.4260379 test: 0.4322192 best: 0.4322192 (95) total: 3.75s remaining: 1m 14s 96: learn: 0.4256108 test: 0.4316204 best: 0.4316204 (96) total: 3.79s remaining: 1m 14s 97: learn: 0.4252695 test: 0.4315729 best: 0.4315729 (97) total: 3.83s remaining: 1m 14s 98: learn: 0.4250555 test: 0.4314885 best: 0.4314885 (98) total: 3.86s remaining: 1m 14s 99: learn: 0.4246338 test: 0.4311022 best: 0.4311022 (99) total: 3.9s remaining: 1m 14s 100: learn: 0.4244898 test: 0.4309632 best: 0.4309632 (100) total: 3.94s remaining: 1m 13s 101: learn: 0.4243387 test: 0.4308226 best: 0.4308226 (101) total: 3.98s remaining: 1m 13s 102: learn: 0.4240398 test: 0.4305645 best: 0.4305645 (102) total: 4.02s remaining: 1m 14s 103: learn: 0.4239061 test: 0.4305112 best: 0.4305112 (103) total: 4.06s remaining: 1m 13s 104: learn: 0.4235656 test: 0.4302330 best: 0.4302330 (104) total: 4.1s remaining: 1m 13s 105: learn: 0.4233328 test: 0.4300201 best: 0.4300201 (105) total: 4.13s remaining: 1m 13s 106: learn: 0.4229496 test: 0.4296094 best: 0.4296094 (106) total: 4.17s remaining: 1m 13s 107: learn: 0.4228323 test: 0.4295525 best: 0.4295525 (107) total: 4.21s remaining: 1m 13s 108: learn: 0.4226588 test: 0.4294317 best: 0.4294317 (108) total: 4.26s remaining: 1m 13s 109: learn: 0.4224775 test: 0.4292494 best: 0.4292494 (109) total: 4.29s remaining: 1m 13s 110: learn: 0.4222507 test: 0.4290419 best: 0.4290419 (110) total: 4.34s remaining: 1m 13s 111: learn: 0.4222171 test: 0.4290548 best: 0.4290419 (110) total: 4.38s remaining: 1m 13s 112: learn: 0.4220296 test: 0.4290187 best: 0.4290187 (112) total: 4.42s remaining: 1m 13s 113: learn: 0.4217546 test: 0.4287013 best: 0.4287013 (113) total: 4.46s remaining: 1m 13s 114: learn: 0.4215022 test: 0.4284874 best: 0.4284874 (114) total: 4.5s remaining: 1m 13s 115: learn: 0.4213525 test: 0.4284014 best: 0.4284014 (115) total: 4.54s remaining: 1m 13s 116: learn: 0.4212740 test: 0.4283592 best: 0.4283592 (116) total: 4.58s remaining: 1m 13s 117: learn: 0.4210561 test: 0.4282027 best: 0.4282027 (117) total: 4.62s remaining: 1m 13s 118: learn: 0.4208704 test: 0.4279567 best: 0.4279567 (118) total: 4.66s remaining: 1m 13s 119: learn: 0.4206739 test: 0.4279148 best: 0.4279148 (119) total: 4.7s remaining: 1m 13s 120: learn: 0.4205746 test: 0.4278417 best: 0.4278417 (120) total: 4.74s remaining: 1m 13s 121: learn: 0.4204462 test: 0.4277363 best: 0.4277363 (121) total: 4.79s remaining: 1m 13s 122: learn: 0.4203703 test: 0.4276835 best: 0.4276835 (122) total: 4.84s remaining: 1m 13s 123: learn: 0.4203121 test: 0.4276748 best: 0.4276748 (123) total: 4.88s remaining: 1m 13s 124: learn: 0.4200816 test: 0.4273812 best: 0.4273812 (124) total: 4.92s remaining: 1m 13s 125: learn: 0.4199533 test: 0.4272770 best: 0.4272770 (125) total: 4.96s remaining: 1m 13s 126: learn: 0.4198527 test: 0.4272328 best: 0.4272328 (126) total: 5.01s remaining: 1m 13s 127: learn: 0.4196310 test: 0.4270798 best: 0.4270798 (127) total: 5.05s remaining: 1m 13s 128: learn: 0.4195739 test: 0.4270641 best: 0.4270641 (128) total: 5.09s remaining: 1m 13s 129: learn: 0.4193666 test: 0.4271918 best: 0.4270641 (128) total: 5.13s remaining: 1m 13s 130: learn: 0.4191526 test: 0.4270715 best: 0.4270641 (128) total: 5.16s remaining: 1m 13s 131: learn: 0.4190116 test: 0.4270134 best: 0.4270134 (131) total: 5.2s remaining: 1m 13s 132: learn: 0.4188919 test: 0.4269544 best: 0.4269544 (132) total: 5.24s remaining: 1m 13s 133: learn: 0.4187281 test: 0.4268864 best: 0.4268864 (133) total: 5.28s remaining: 1m 13s 134: learn: 0.4186122 test: 0.4267842 best: 0.4267842 (134) total: 5.33s remaining: 1m 13s 135: learn: 0.4185789 test: 0.4267896 best: 0.4267842 (134) total: 5.37s remaining: 1m 13s 136: learn: 0.4184836 test: 0.4267447 best: 0.4267447 (136) total: 5.41s remaining: 1m 13s 137: learn: 0.4183916 test: 0.4267052 best: 0.4267052 (137) total: 5.45s remaining: 1m 13s 138: learn: 0.4182550 test: 0.4266447 best: 0.4266447 (138) total: 5.49s remaining: 1m 13s 139: learn: 0.4180782 test: 0.4265191 best: 0.4265191 (139) total: 5.54s remaining: 1m 13s 140: learn: 0.4178581 test: 0.4262776 best: 0.4262776 (140) total: 5.58s remaining: 1m 13s 141: learn: 0.4177296 test: 0.4261636 best: 0.4261636 (141) total: 5.62s remaining: 1m 13s 142: learn: 0.4176677 test: 0.4261363 best: 0.4261363 (142) total: 5.65s remaining: 1m 13s 143: learn: 0.4174402 test: 0.4259500 best: 0.4259500 (143) total: 5.69s remaining: 1m 13s 144: learn: 0.4173206 test: 0.4259122 best: 0.4259122 (144) total: 5.73s remaining: 1m 13s 145: learn: 0.4172590 test: 0.4258804 best: 0.4258804 (145) total: 5.76s remaining: 1m 13s 146: learn: 0.4171483 test: 0.4257800 best: 0.4257800 (146) total: 5.81s remaining: 1m 13s 147: learn: 0.4168782 test: 0.4254422 best: 0.4254422 (147) total: 5.85s remaining: 1m 13s 148: learn: 0.4167986 test: 0.4253822 best: 0.4253822 (148) total: 5.89s remaining: 1m 13s 149: learn: 0.4166963 test: 0.4252812 best: 0.4252812 (149) total: 5.93s remaining: 1m 13s 150: learn: 0.4165457 test: 0.4250826 best: 0.4250826 (150) total: 5.97s remaining: 1m 13s 151: learn: 0.4164970 test: 0.4250988 best: 0.4250826 (150) total: 6s remaining: 1m 12s 152: learn: 0.4164500 test: 0.4250826 best: 0.4250826 (150) total: 6.04s remaining: 1m 12s 153: learn: 0.4164004 test: 0.4250340 best: 0.4250340 (153) total: 6.08s remaining: 1m 12s 154: learn: 0.4161430 test: 0.4248505 best: 0.4248505 (154) total: 6.13s remaining: 1m 13s 155: learn: 0.4161000 test: 0.4248084 best: 0.4248084 (155) total: 6.18s remaining: 1m 13s 156: learn: 0.4160121 test: 0.4247823 best: 0.4247823 (156) total: 6.22s remaining: 1m 13s 157: learn: 0.4153533 test: 0.4240395 best: 0.4240395 (157) total: 6.26s remaining: 1m 12s 158: learn: 0.4152957 test: 0.4240234 best: 0.4240234 (158) total: 6.3s remaining: 1m 12s 159: learn: 0.4151103 test: 0.4239520 best: 0.4239520 (159) total: 6.34s remaining: 1m 12s 160: learn: 0.4147915 test: 0.4236833 best: 0.4236833 (160) total: 6.39s remaining: 1m 12s 161: learn: 0.4146894 test: 0.4236404 best: 0.4236404 (161) total: 6.43s remaining: 1m 12s 162: learn: 0.4145430 test: 0.4235508 best: 0.4235508 (162) total: 6.47s remaining: 1m 12s 163: learn: 0.4142403 test: 0.4235032 best: 0.4235032 (163) total: 6.51s remaining: 1m 12s 164: learn: 0.4141950 test: 0.4234447 best: 0.4234447 (164) total: 6.55s remaining: 1m 12s 165: learn: 0.4139782 test: 0.4232577 best: 0.4232577 (165) total: 6.59s remaining: 1m 12s 166: learn: 0.4138713 test: 0.4232518 best: 0.4232518 (166) total: 6.63s remaining: 1m 12s 167: learn: 0.4137650 test: 0.4231656 best: 0.4231656 (167) total: 6.67s remaining: 1m 12s 168: learn: 0.4136641 test: 0.4230996 best: 0.4230996 (168) total: 6.72s remaining: 1m 12s 169: learn: 0.4135193 test: 0.4230216 best: 0.4230216 (169) total: 6.75s remaining: 1m 12s 170: learn: 0.4132635 test: 0.4226327 best: 0.4226327 (170) total: 6.79s remaining: 1m 12s 171: learn: 0.4131789 test: 0.4226131 best: 0.4226131 (171) total: 6.83s remaining: 1m 12s 172: learn: 0.4131311 test: 0.4225977 best: 0.4225977 (172) total: 6.88s remaining: 1m 12s 173: learn: 0.4130474 test: 0.4225494 best: 0.4225494 (173) total: 6.93s remaining: 1m 12s 174: learn: 0.4129589 test: 0.4224437 best: 0.4224437 (174) total: 6.97s remaining: 1m 12s 175: learn: 0.4128223 test: 0.4222998 best: 0.4222998 (175) total: 7.01s remaining: 1m 12s 176: learn: 0.4126459 test: 0.4221394 best: 0.4221394 (176) total: 7.05s remaining: 1m 12s 177: learn: 0.4123947 test: 0.4221654 best: 0.4221394 (176) total: 7.08s remaining: 1m 12s 178: learn: 0.4123207 test: 0.4221142 best: 0.4221142 (178) total: 7.13s remaining: 1m 12s 179: learn: 0.4122164 test: 0.4220786 best: 0.4220786 (179) total: 7.17s remaining: 1m 12s 180: learn: 0.4121800 test: 0.4220655 best: 0.4220655 (180) total: 7.21s remaining: 1m 12s 181: learn: 0.4120779 test: 0.4219987 best: 0.4219987 (181) total: 7.25s remaining: 1m 12s 182: learn: 0.4120160 test: 0.4219411 best: 0.4219411 (182) total: 7.28s remaining: 1m 12s 183: learn: 0.4119169 test: 0.4219205 best: 0.4219205 (183) total: 7.33s remaining: 1m 12s 184: learn: 0.4117908 test: 0.4218829 best: 0.4218829 (184) total: 7.37s remaining: 1m 12s 185: learn: 0.4117605 test: 0.4218677 best: 0.4218677 (185) total: 7.41s remaining: 1m 12s 186: learn: 0.4117189 test: 0.4218417 best: 0.4218417 (186) total: 7.46s remaining: 1m 12s 187: learn: 0.4116592 test: 0.4218291 best: 0.4218291 (187) total: 7.51s remaining: 1m 12s 188: learn: 0.4115364 test: 0.4217539 best: 0.4217539 (188) total: 7.56s remaining: 1m 12s 189: learn: 0.4114918 test: 0.4217399 best: 0.4217399 (189) total: 7.6s remaining: 1m 12s 190: learn: 0.4114088 test: 0.4216994 best: 0.4216994 (190) total: 7.64s remaining: 1m 12s 191: learn: 0.4111990 test: 0.4214467 best: 0.4214467 (191) total: 7.68s remaining: 1m 12s 192: learn: 0.4111013 test: 0.4213850 best: 0.4213850 (192) total: 7.72s remaining: 1m 12s 193: learn: 0.4109329 test: 0.4212403 best: 0.4212403 (193) total: 7.76s remaining: 1m 12s 194: learn: 0.4108968 test: 0.4212423 best: 0.4212403 (193) total: 7.8s remaining: 1m 12s 195: learn: 0.4108517 test: 0.4212463 best: 0.4212403 (193) total: 7.84s remaining: 1m 12s 196: learn: 0.4108144 test: 0.4212340 best: 0.4212340 (196) total: 7.88s remaining: 1m 12s 197: learn: 0.4107733 test: 0.4211931 best: 0.4211931 (197) total: 7.93s remaining: 1m 12s 198: learn: 0.4107210 test: 0.4211222 best: 0.4211222 (198) total: 7.99s remaining: 1m 12s 199: learn: 0.4104508 test: 0.4209086 best: 0.4209086 (199) total: 8.04s remaining: 1m 12s 200: learn: 0.4103833 test: 0.4208467 best: 0.4208467 (200) total: 8.07s remaining: 1m 12s 201: learn: 0.4101860 test: 0.4207931 best: 0.4207931 (201) total: 8.12s remaining: 1m 12s 202: learn: 0.4101666 test: 0.4207871 best: 0.4207871 (202) total: 8.15s remaining: 1m 12s 203: learn: 0.4100978 test: 0.4207659 best: 0.4207659 (203) total: 8.19s remaining: 1m 12s 204: learn: 0.4100617 test: 0.4207765 best: 0.4207659 (203) total: 8.24s remaining: 1m 12s 205: learn: 0.4099867 test: 0.4207393 best: 0.4207393 (205) total: 8.28s remaining: 1m 12s 206: learn: 0.4099445 test: 0.4207201 best: 0.4207201 (206) total: 8.33s remaining: 1m 12s 207: learn: 0.4097573 test: 0.4207111 best: 0.4207111 (207) total: 8.37s remaining: 1m 12s 208: learn: 0.4096859 test: 0.4206395 best: 0.4206395 (208) total: 8.41s remaining: 1m 12s 209: learn: 0.4096504 test: 0.4206309 best: 0.4206309 (209) total: 8.45s remaining: 1m 12s 210: learn: 0.4095357 test: 0.4206017 best: 0.4206017 (210) total: 8.49s remaining: 1m 11s 211: learn: 0.4094263 test: 0.4205368 best: 0.4205368 (211) total: 8.53s remaining: 1m 11s 212: learn: 0.4093745 test: 0.4204980 best: 0.4204980 (212) total: 8.58s remaining: 1m 11s 213: learn: 0.4093473 test: 0.4204913 best: 0.4204913 (213) total: 8.62s remaining: 1m 11s 214: learn: 0.4092251 test: 0.4203884 best: 0.4203884 (214) total: 8.67s remaining: 1m 11s 215: learn: 0.4091109 test: 0.4202786 best: 0.4202786 (215) total: 8.7s remaining: 1m 11s 216: learn: 0.4090452 test: 0.4202271 best: 0.4202271 (216) total: 8.75s remaining: 1m 11s 217: learn: 0.4090085 test: 0.4202042 best: 0.4202042 (217) total: 8.79s remaining: 1m 11s 218: learn: 0.4089622 test: 0.4201365 best: 0.4201365 (218) total: 8.83s remaining: 1m 11s 219: learn: 0.4088844 test: 0.4200888 best: 0.4200888 (219) total: 8.87s remaining: 1m 11s 220: learn: 0.4088408 test: 0.4200671 best: 0.4200671 (220) total: 8.92s remaining: 1m 11s 221: learn: 0.4087613 test: 0.4200482 best: 0.4200482 (221) total: 8.96s remaining: 1m 11s 222: learn: 0.4087292 test: 0.4200220 best: 0.4200220 (222) total: 9.01s remaining: 1m 11s 223: learn: 0.4086824 test: 0.4200124 best: 0.4200124 (223) total: 9.06s remaining: 1m 11s 224: learn: 0.4085738 test: 0.4199969 best: 0.4199969 (224) total: 9.1s remaining: 1m 11s 225: learn: 0.4085512 test: 0.4199965 best: 0.4199965 (225) total: 9.13s remaining: 1m 11s 226: learn: 0.4083854 test: 0.4198703 best: 0.4198703 (226) total: 9.17s remaining: 1m 11s 227: learn: 0.4083468 test: 0.4198736 best: 0.4198703 (226) total: 9.21s remaining: 1m 11s 228: learn: 0.4082821 test: 0.4198323 best: 0.4198323 (228) total: 9.25s remaining: 1m 11s 229: learn: 0.4081347 test: 0.4197255 best: 0.4197255 (229) total: 9.29s remaining: 1m 11s 230: learn: 0.4080897 test: 0.4197051 best: 0.4197051 (230) total: 9.34s remaining: 1m 11s 231: learn: 0.4077882 test: 0.4198675 best: 0.4197051 (230) total: 9.37s remaining: 1m 11s 232: learn: 0.4077547 test: 0.4198675 best: 0.4197051 (230) total: 9.41s remaining: 1m 11s 233: learn: 0.4077116 test: 0.4198549 best: 0.4197051 (230) total: 9.46s remaining: 1m 11s 234: learn: 0.4076470 test: 0.4198392 best: 0.4197051 (230) total: 9.53s remaining: 1m 11s 235: learn: 0.4076316 test: 0.4198445 best: 0.4197051 (230) total: 9.63s remaining: 1m 11s 236: learn: 0.4075020 test: 0.4197577 best: 0.4197051 (230) total: 9.69s remaining: 1m 12s 237: learn: 0.4073959 test: 0.4196580 best: 0.4196580 (237) total: 9.77s remaining: 1m 12s 238: learn: 0.4073329 test: 0.4196452 best: 0.4196452 (238) total: 9.82s remaining: 1m 12s 239: learn: 0.4073137 test: 0.4196412 best: 0.4196412 (239) total: 9.87s remaining: 1m 12s 240: learn: 0.4071335 test: 0.4195890 best: 0.4195890 (240) total: 9.91s remaining: 1m 12s 241: learn: 0.4070513 test: 0.4195957 best: 0.4195890 (240) total: 9.96s remaining: 1m 12s 242: learn: 0.4066601 test: 0.4192226 best: 0.4192226 (242) total: 10s remaining: 1m 12s 243: learn: 0.4065966 test: 0.4191852 best: 0.4191852 (243) total: 10s remaining: 1m 12s 244: learn: 0.4065250 test: 0.4191741 best: 0.4191741 (244) total: 10.1s remaining: 1m 12s 245: learn: 0.4065016 test: 0.4191587 best: 0.4191587 (245) total: 10.1s remaining: 1m 12s 246: learn: 0.4064292 test: 0.4191261 best: 0.4191261 (246) total: 10.2s remaining: 1m 12s 247: learn: 0.4063795 test: 0.4190891 best: 0.4190891 (247) total: 10.2s remaining: 1m 12s 248: learn: 0.4063532 test: 0.4190788 best: 0.4190788 (248) total: 10.2s remaining: 1m 12s 249: learn: 0.4060452 test: 0.4187915 best: 0.4187915 (249) total: 10.3s remaining: 1m 12s 250: learn: 0.4058427 test: 0.4185313 best: 0.4185313 (250) total: 10.3s remaining: 1m 12s 251: learn: 0.4058279 test: 0.4185240 best: 0.4185240 (251) total: 10.4s remaining: 1m 11s 252: learn: 0.4057581 test: 0.4184645 best: 0.4184645 (252) total: 10.4s remaining: 1m 11s 253: learn: 0.4057402 test: 0.4184650 best: 0.4184645 (252) total: 10.5s remaining: 1m 11s 254: learn: 0.4056885 test: 0.4184683 best: 0.4184645 (252) total: 10.5s remaining: 1m 11s 255: learn: 0.4055944 test: 0.4184079 best: 0.4184079 (255) total: 10.5s remaining: 1m 11s 256: learn: 0.4053916 test: 0.4184129 best: 0.4184079 (255) total: 10.6s remaining: 1m 11s 257: learn: 0.4053520 test: 0.4184072 best: 0.4184072 (257) total: 10.6s remaining: 1m 11s 258: learn: 0.4052741 test: 0.4183761 best: 0.4183761 (258) total: 10.6s remaining: 1m 11s 259: learn: 0.4052429 test: 0.4183648 best: 0.4183648 (259) total: 10.7s remaining: 1m 11s 260: learn: 0.4051941 test: 0.4183438 best: 0.4183438 (260) total: 10.7s remaining: 1m 11s 261: learn: 0.4051388 test: 0.4183375 best: 0.4183375 (261) total: 10.8s remaining: 1m 11s 262: learn: 0.4050813 test: 0.4183010 best: 0.4183010 (262) total: 10.8s remaining: 1m 11s 263: learn: 0.4049765 test: 0.4181714 best: 0.4181714 (263) total: 10.9s remaining: 1m 11s 264: learn: 0.4048357 test: 0.4181176 best: 0.4181176 (264) total: 10.9s remaining: 1m 11s 265: learn: 0.4048167 test: 0.4180936 best: 0.4180936 (265) total: 11s remaining: 1m 11s 266: learn: 0.4047373 test: 0.4180538 best: 0.4180538 (266) total: 11s remaining: 1m 11s 267: learn: 0.4046306 test: 0.4179864 best: 0.4179864 (267) total: 11s remaining: 1m 11s 268: learn: 0.4045653 test: 0.4179881 best: 0.4179864 (267) total: 11.1s remaining: 1m 11s 269: learn: 0.4044733 test: 0.4179408 best: 0.4179408 (269) total: 11.1s remaining: 1m 11s 270: learn: 0.4044036 test: 0.4178956 best: 0.4178956 (270) total: 11.2s remaining: 1m 11s 271: learn: 0.4042866 test: 0.4178061 best: 0.4178061 (271) total: 11.2s remaining: 1m 11s 272: learn: 0.4042512 test: 0.4178068 best: 0.4178061 (271) total: 11.3s remaining: 1m 11s 273: learn: 0.4042221 test: 0.4178057 best: 0.4178057 (273) total: 11.3s remaining: 1m 11s 274: learn: 0.4041833 test: 0.4177988 best: 0.4177988 (274) total: 11.3s remaining: 1m 11s 275: learn: 0.4041294 test: 0.4177680 best: 0.4177680 (275) total: 11.4s remaining: 1m 11s 276: learn: 0.4040727 test: 0.4177099 best: 0.4177099 (276) total: 11.4s remaining: 1m 11s 277: learn: 0.4040248 test: 0.4176722 best: 0.4176722 (277) total: 11.5s remaining: 1m 10s 278: learn: 0.4039986 test: 0.4176676 best: 0.4176676 (278) total: 11.5s remaining: 1m 10s 279: learn: 0.4039573 test: 0.4176744 best: 0.4176676 (278) total: 11.5s remaining: 1m 10s 280: learn: 0.4038161 test: 0.4175602 best: 0.4175602 (280) total: 11.6s remaining: 1m 10s 281: learn: 0.4037722 test: 0.4175629 best: 0.4175602 (280) total: 11.6s remaining: 1m 10s 282: learn: 0.4037323 test: 0.4175347 best: 0.4175347 (282) total: 11.6s remaining: 1m 10s 283: learn: 0.4037068 test: 0.4175326 best: 0.4175326 (283) total: 11.7s remaining: 1m 10s 284: learn: 0.4036620 test: 0.4175025 best: 0.4175025 (284) total: 11.7s remaining: 1m 10s 285: learn: 0.4035235 test: 0.4176389 best: 0.4175025 (284) total: 11.8s remaining: 1m 10s 286: learn: 0.4034816 test: 0.4176064 best: 0.4175025 (284) total: 11.8s remaining: 1m 10s 287: learn: 0.4034418 test: 0.4175776 best: 0.4175025 (284) total: 11.8s remaining: 1m 10s 288: learn: 0.4033595 test: 0.4175549 best: 0.4175025 (284) total: 11.9s remaining: 1m 10s 289: learn: 0.4033096 test: 0.4175063 best: 0.4175025 (284) total: 11.9s remaining: 1m 10s 290: learn: 0.4032957 test: 0.4175072 best: 0.4175025 (284) total: 12s remaining: 1m 10s 291: learn: 0.4032825 test: 0.4175026 best: 0.4175025 (284) total: 12s remaining: 1m 10s 292: learn: 0.4032518 test: 0.4174839 best: 0.4174839 (292) total: 12.1s remaining: 1m 10s 293: learn: 0.4032235 test: 0.4174908 best: 0.4174839 (292) total: 12.1s remaining: 1m 10s 294: learn: 0.4029691 test: 0.4178147 best: 0.4174839 (292) total: 12.1s remaining: 1m 10s 295: learn: 0.4029516 test: 0.4178034 best: 0.4174839 (292) total: 12.2s remaining: 1m 10s 296: learn: 0.4029267 test: 0.4177927 best: 0.4174839 (292) total: 12.2s remaining: 1m 10s 297: learn: 0.4029124 test: 0.4177882 best: 0.4174839 (292) total: 12.3s remaining: 1m 9s 298: learn: 0.4028648 test: 0.4177445 best: 0.4174839 (292) total: 12.3s remaining: 1m 9s 299: learn: 0.4027979 test: 0.4176753 best: 0.4174839 (292) total: 12.3s remaining: 1m 9s 300: learn: 0.4027550 test: 0.4176385 best: 0.4174839 (292) total: 12.4s remaining: 1m 9s 301: learn: 0.4027282 test: 0.4175966 best: 0.4174839 (292) total: 12.4s remaining: 1m 9s 302: learn: 0.4026859 test: 0.4175749 best: 0.4174839 (292) total: 12.4s remaining: 1m 9s 303: learn: 0.4026621 test: 0.4175469 best: 0.4174839 (292) total: 12.5s remaining: 1m 9s 304: learn: 0.4026401 test: 0.4175353 best: 0.4174839 (292) total: 12.5s remaining: 1m 9s 305: learn: 0.4025634 test: 0.4175192 best: 0.4174839 (292) total: 12.6s remaining: 1m 9s 306: learn: 0.4025317 test: 0.4175395 best: 0.4174839 (292) total: 12.6s remaining: 1m 9s 307: learn: 0.4024269 test: 0.4174912 best: 0.4174839 (292) total: 12.7s remaining: 1m 9s 308: learn: 0.4023946 test: 0.4174831 best: 0.4174831 (308) total: 12.7s remaining: 1m 9s 309: learn: 0.4023853 test: 0.4174838 best: 0.4174831 (308) total: 12.7s remaining: 1m 9s 310: learn: 0.4023224 test: 0.4174631 best: 0.4174631 (310) total: 12.8s remaining: 1m 9s 311: learn: 0.4022535 test: 0.4174041 best: 0.4174041 (311) total: 12.8s remaining: 1m 9s 312: learn: 0.4022304 test: 0.4173983 best: 0.4173983 (312) total: 12.9s remaining: 1m 9s 313: learn: 0.4021615 test: 0.4174267 best: 0.4173983 (312) total: 12.9s remaining: 1m 9s 314: learn: 0.4020478 test: 0.4173007 best: 0.4173007 (314) total: 13s remaining: 1m 9s 315: learn: 0.4019558 test: 0.4172808 best: 0.4172808 (315) total: 13s remaining: 1m 9s 316: learn: 0.4019083 test: 0.4172434 best: 0.4172434 (316) total: 13s remaining: 1m 9s 317: learn: 0.4018877 test: 0.4172339 best: 0.4172339 (317) total: 13.1s remaining: 1m 9s 318: learn: 0.4018244 test: 0.4171984 best: 0.4171984 (318) total: 13.1s remaining: 1m 9s 319: learn: 0.4017379 test: 0.4171742 best: 0.4171742 (319) total: 13.2s remaining: 1m 9s 320: learn: 0.4016976 test: 0.4171553 best: 0.4171553 (320) total: 13.2s remaining: 1m 8s 321: learn: 0.4016116 test: 0.4171132 best: 0.4171132 (321) total: 13.2s remaining: 1m 8s 322: learn: 0.4015717 test: 0.4171201 best: 0.4171132 (321) total: 13.3s remaining: 1m 8s 323: learn: 0.4015524 test: 0.4171559 best: 0.4171132 (321) total: 13.3s remaining: 1m 8s 324: learn: 0.4014770 test: 0.4170694 best: 0.4170694 (324) total: 13.3s remaining: 1m 8s 325: learn: 0.4014292 test: 0.4170696 best: 0.4170694 (324) total: 13.4s remaining: 1m 8s 326: learn: 0.4013785 test: 0.4170386 best: 0.4170386 (326) total: 13.4s remaining: 1m 8s 327: learn: 0.4013657 test: 0.4170235 best: 0.4170235 (327) total: 13.4s remaining: 1m 8s 328: learn: 0.4012961 test: 0.4169767 best: 0.4169767 (328) total: 13.5s remaining: 1m 8s 329: learn: 0.4012309 test: 0.4169474 best: 0.4169474 (329) total: 13.5s remaining: 1m 8s 330: learn: 0.4011984 test: 0.4169212 best: 0.4169212 (330) total: 13.6s remaining: 1m 8s 331: learn: 0.4011964 test: 0.4169247 best: 0.4169212 (330) total: 13.6s remaining: 1m 8s 332: learn: 0.4011793 test: 0.4169126 best: 0.4169126 (332) total: 13.6s remaining: 1m 8s 333: learn: 0.4010911 test: 0.4167579 best: 0.4167579 (333) total: 13.7s remaining: 1m 8s 334: learn: 0.4010592 test: 0.4167530 best: 0.4167530 (334) total: 13.7s remaining: 1m 8s 335: learn: 0.4010257 test: 0.4167174 best: 0.4167174 (335) total: 13.7s remaining: 1m 7s 336: learn: 0.4009997 test: 0.4167037 best: 0.4167037 (336) total: 13.8s remaining: 1m 7s 337: learn: 0.4008421 test: 0.4166837 best: 0.4166837 (337) total: 13.8s remaining: 1m 7s 338: learn: 0.4008325 test: 0.4166873 best: 0.4166837 (337) total: 13.8s remaining: 1m 7s 339: learn: 0.4007496 test: 0.4166235 best: 0.4166235 (339) total: 13.9s remaining: 1m 7s 340: learn: 0.4006966 test: 0.4165829 best: 0.4165829 (340) total: 13.9s remaining: 1m 7s 341: learn: 0.4006672 test: 0.4165768 best: 0.4165768 (341) total: 14s remaining: 1m 7s 342: learn: 0.4005475 test: 0.4165571 best: 0.4165571 (342) total: 14s remaining: 1m 7s 343: learn: 0.4004816 test: 0.4164992 best: 0.4164992 (343) total: 14s remaining: 1m 7s 344: learn: 0.4004256 test: 0.4164958 best: 0.4164958 (344) total: 14.1s remaining: 1m 7s 345: learn: 0.4004164 test: 0.4164906 best: 0.4164906 (345) total: 14.1s remaining: 1m 7s 346: learn: 0.4002544 test: 0.4164678 best: 0.4164678 (346) total: 14.1s remaining: 1m 7s 347: learn: 0.4001933 test: 0.4164584 best: 0.4164584 (347) total: 14.2s remaining: 1m 7s 348: learn: 0.4001198 test: 0.4165171 best: 0.4164584 (347) total: 14.2s remaining: 1m 7s 349: learn: 0.3999281 test: 0.4164141 best: 0.4164141 (349) total: 14.3s remaining: 1m 7s 350: learn: 0.3998166 test: 0.4162736 best: 0.4162736 (350) total: 14.3s remaining: 1m 7s 351: learn: 0.3997600 test: 0.4162527 best: 0.4162527 (351) total: 14.3s remaining: 1m 7s 352: learn: 0.3996426 test: 0.4163032 best: 0.4162527 (351) total: 14.4s remaining: 1m 7s 353: learn: 0.3995867 test: 0.4162698 best: 0.4162527 (351) total: 14.4s remaining: 1m 6s 354: learn: 0.3995540 test: 0.4162674 best: 0.4162527 (351) total: 14.4s remaining: 1m 6s 355: learn: 0.3994888 test: 0.4162688 best: 0.4162527 (351) total: 14.5s remaining: 1m 6s 356: learn: 0.3994717 test: 0.4162481 best: 0.4162481 (356) total: 14.5s remaining: 1m 6s 357: learn: 0.3993793 test: 0.4162036 best: 0.4162036 (357) total: 14.6s remaining: 1m 6s 358: learn: 0.3993565 test: 0.4161691 best: 0.4161691 (358) total: 14.6s remaining: 1m 6s 359: learn: 0.3991512 test: 0.4161749 best: 0.4161691 (358) total: 14.6s remaining: 1m 6s 360: learn: 0.3991058 test: 0.4161507 best: 0.4161507 (360) total: 14.7s remaining: 1m 6s 361: learn: 0.3990796 test: 0.4161461 best: 0.4161461 (361) total: 14.7s remaining: 1m 6s 362: learn: 0.3990555 test: 0.4161333 best: 0.4161333 (362) total: 14.8s remaining: 1m 6s 363: learn: 0.3988824 test: 0.4159820 best: 0.4159820 (363) total: 14.8s remaining: 1m 6s 364: learn: 0.3988310 test: 0.4159552 best: 0.4159552 (364) total: 14.8s remaining: 1m 6s 365: learn: 0.3987223 test: 0.4157886 best: 0.4157886 (365) total: 14.9s remaining: 1m 6s 366: learn: 0.3985633 test: 0.4156416 best: 0.4156416 (366) total: 14.9s remaining: 1m 6s 367: learn: 0.3984672 test: 0.4155321 best: 0.4155321 (367) total: 15s remaining: 1m 6s 368: learn: 0.3983649 test: 0.4154464 best: 0.4154464 (368) total: 15s remaining: 1m 6s 369: learn: 0.3982220 test: 0.4153179 best: 0.4153179 (369) total: 15.1s remaining: 1m 6s 370: learn: 0.3981619 test: 0.4152611 best: 0.4152611 (370) total: 15.1s remaining: 1m 6s 371: learn: 0.3981222 test: 0.4152578 best: 0.4152578 (371) total: 15.1s remaining: 1m 6s 372: learn: 0.3981138 test: 0.4152558 best: 0.4152558 (372) total: 15.2s remaining: 1m 6s 373: learn: 0.3980736 test: 0.4152432 best: 0.4152432 (373) total: 15.2s remaining: 1m 6s 374: learn: 0.3980381 test: 0.4152294 best: 0.4152294 (374) total: 15.3s remaining: 1m 6s 375: learn: 0.3979740 test: 0.4151623 best: 0.4151623 (375) total: 15.3s remaining: 1m 6s 376: learn: 0.3979331 test: 0.4151068 best: 0.4151068 (376) total: 15.3s remaining: 1m 6s 377: learn: 0.3978589 test: 0.4150924 best: 0.4150924 (377) total: 15.4s remaining: 1m 5s 378: learn: 0.3978140 test: 0.4150687 best: 0.4150687 (378) total: 15.4s remaining: 1m 5s 379: learn: 0.3977998 test: 0.4150673 best: 0.4150673 (379) total: 15.5s remaining: 1m 5s 380: learn: 0.3977092 test: 0.4150504 best: 0.4150504 (380) total: 15.5s remaining: 1m 5s 381: learn: 0.3976680 test: 0.4150480 best: 0.4150480 (381) total: 15.5s remaining: 1m 5s 382: learn: 0.3976493 test: 0.4150565 best: 0.4150480 (381) total: 15.6s remaining: 1m 5s 383: learn: 0.3975523 test: 0.4149556 best: 0.4149556 (383) total: 15.6s remaining: 1m 5s 384: learn: 0.3975167 test: 0.4149439 best: 0.4149439 (384) total: 15.6s remaining: 1m 5s 385: learn: 0.3974289 test: 0.4149319 best: 0.4149319 (385) total: 15.7s remaining: 1m 5s 386: learn: 0.3974116 test: 0.4149328 best: 0.4149319 (385) total: 15.7s remaining: 1m 5s 387: learn: 0.3973784 test: 0.4149048 best: 0.4149048 (387) total: 15.7s remaining: 1m 5s 388: learn: 0.3973563 test: 0.4148867 best: 0.4148867 (388) total: 15.8s remaining: 1m 5s 389: learn: 0.3972589 test: 0.4148005 best: 0.4148005 (389) total: 15.8s remaining: 1m 5s 390: learn: 0.3972445 test: 0.4148063 best: 0.4148005 (389) total: 15.9s remaining: 1m 5s 391: learn: 0.3971448 test: 0.4147499 best: 0.4147499 (391) total: 15.9s remaining: 1m 5s 392: learn: 0.3971080 test: 0.4147467 best: 0.4147467 (392) total: 15.9s remaining: 1m 5s 393: learn: 0.3970949 test: 0.4147452 best: 0.4147452 (393) total: 16s remaining: 1m 5s 394: learn: 0.3970774 test: 0.4147472 best: 0.4147452 (393) total: 16s remaining: 1m 5s 395: learn: 0.3970035 test: 0.4148342 best: 0.4147452 (393) total: 16s remaining: 1m 5s 396: learn: 0.3969823 test: 0.4148370 best: 0.4147452 (393) total: 16.1s remaining: 1m 4s 397: learn: 0.3969586 test: 0.4148254 best: 0.4147452 (393) total: 16.1s remaining: 1m 4s 398: learn: 0.3969231 test: 0.4148026 best: 0.4147452 (393) total: 16.2s remaining: 1m 4s 399: learn: 0.3969096 test: 0.4148009 best: 0.4147452 (393) total: 16.2s remaining: 1m 4s 400: learn: 0.3968660 test: 0.4147939 best: 0.4147452 (393) total: 16.3s remaining: 1m 4s 401: learn: 0.3968465 test: 0.4147679 best: 0.4147452 (393) total: 16.3s remaining: 1m 4s 402: learn: 0.3968065 test: 0.4147338 best: 0.4147338 (402) total: 16.3s remaining: 1m 4s 403: learn: 0.3967249 test: 0.4146736 best: 0.4146736 (403) total: 16.4s remaining: 1m 4s 404: learn: 0.3967204 test: 0.4146729 best: 0.4146729 (404) total: 16.4s remaining: 1m 4s 405: learn: 0.3966105 test: 0.4145537 best: 0.4145537 (405) total: 16.4s remaining: 1m 4s 406: learn: 0.3965578 test: 0.4145202 best: 0.4145202 (406) total: 16.5s remaining: 1m 4s 407: learn: 0.3963961 test: 0.4144936 best: 0.4144936 (407) total: 16.5s remaining: 1m 4s 408: learn: 0.3962601 test: 0.4144791 best: 0.4144791 (408) total: 16.6s remaining: 1m 4s 409: learn: 0.3962489 test: 0.4144691 best: 0.4144691 (409) total: 16.6s remaining: 1m 4s 410: learn: 0.3962133 test: 0.4144632 best: 0.4144632 (410) total: 16.6s remaining: 1m 4s 411: learn: 0.3961725 test: 0.4144393 best: 0.4144393 (411) total: 16.7s remaining: 1m 4s 412: learn: 0.3961570 test: 0.4144391 best: 0.4144391 (412) total: 16.7s remaining: 1m 4s 413: learn: 0.3961228 test: 0.4144355 best: 0.4144355 (413) total: 16.8s remaining: 1m 4s 414: learn: 0.3960690 test: 0.4144297 best: 0.4144297 (414) total: 16.8s remaining: 1m 4s 415: learn: 0.3960139 test: 0.4144048 best: 0.4144048 (415) total: 16.8s remaining: 1m 4s 416: learn: 0.3959822 test: 0.4144002 best: 0.4144002 (416) total: 16.9s remaining: 1m 4s 417: learn: 0.3959753 test: 0.4144011 best: 0.4144002 (416) total: 16.9s remaining: 1m 4s 418: learn: 0.3958670 test: 0.4144822 best: 0.4144002 (416) total: 17s remaining: 1m 4s 419: learn: 0.3957838 test: 0.4144270 best: 0.4144002 (416) total: 17s remaining: 1m 4s 420: learn: 0.3957727 test: 0.4144312 best: 0.4144002 (416) total: 17.1s remaining: 1m 3s 421: learn: 0.3956941 test: 0.4144481 best: 0.4144002 (416) total: 17.1s remaining: 1m 3s 422: learn: 0.3956610 test: 0.4144207 best: 0.4144002 (416) total: 17.1s remaining: 1m 3s 423: learn: 0.3955149 test: 0.4142812 best: 0.4142812 (423) total: 17.2s remaining: 1m 3s 424: learn: 0.3955091 test: 0.4142759 best: 0.4142759 (424) total: 17.2s remaining: 1m 3s 425: learn: 0.3954698 test: 0.4142593 best: 0.4142593 (425) total: 17.3s remaining: 1m 3s 426: learn: 0.3954216 test: 0.4142336 best: 0.4142336 (426) total: 17.3s remaining: 1m 3s 427: learn: 0.3953918 test: 0.4142268 best: 0.4142268 (427) total: 17.3s remaining: 1m 3s 428: learn: 0.3953570 test: 0.4141947 best: 0.4141947 (428) total: 17.4s remaining: 1m 3s 429: learn: 0.3953266 test: 0.4141657 best: 0.4141657 (429) total: 17.4s remaining: 1m 3s 430: learn: 0.3952950 test: 0.4141538 best: 0.4141538 (430) total: 17.5s remaining: 1m 3s 431: learn: 0.3951238 test: 0.4138309 best: 0.4138309 (431) total: 17.5s remaining: 1m 3s 432: learn: 0.3950447 test: 0.4137999 best: 0.4137999 (432) total: 17.5s remaining: 1m 3s 433: learn: 0.3949765 test: 0.4137664 best: 0.4137664 (433) total: 17.6s remaining: 1m 3s 434: learn: 0.3949234 test: 0.4137195 best: 0.4137195 (434) total: 17.6s remaining: 1m 3s 435: learn: 0.3948652 test: 0.4136928 best: 0.4136928 (435) total: 17.6s remaining: 1m 3s 436: learn: 0.3948346 test: 0.4136748 best: 0.4136748 (436) total: 17.7s remaining: 1m 3s 437: learn: 0.3947939 test: 0.4136345 best: 0.4136345 (437) total: 17.7s remaining: 1m 3s 438: learn: 0.3947625 test: 0.4136015 best: 0.4136015 (438) total: 17.8s remaining: 1m 3s 439: learn: 0.3947371 test: 0.4135915 best: 0.4135915 (439) total: 17.8s remaining: 1m 3s 440: learn: 0.3946451 test: 0.4134727 best: 0.4134727 (440) total: 17.9s remaining: 1m 3s 441: learn: 0.3946305 test: 0.4134735 best: 0.4134727 (440) total: 17.9s remaining: 1m 3s 442: learn: 0.3945841 test: 0.4134436 best: 0.4134436 (442) total: 17.9s remaining: 1m 3s 443: learn: 0.3945693 test: 0.4134638 best: 0.4134436 (442) total: 18s remaining: 1m 3s 444: learn: 0.3945569 test: 0.4134737 best: 0.4134436 (442) total: 18s remaining: 1m 2s 445: learn: 0.3945135 test: 0.4134864 best: 0.4134436 (442) total: 18.1s remaining: 1m 2s 446: learn: 0.3944437 test: 0.4134653 best: 0.4134436 (442) total: 18.1s remaining: 1m 2s 447: learn: 0.3943930 test: 0.4134324 best: 0.4134324 (447) total: 18.1s remaining: 1m 2s 448: learn: 0.3943834 test: 0.4134256 best: 0.4134256 (448) total: 18.2s remaining: 1m 2s 449: learn: 0.3943534 test: 0.4134248 best: 0.4134248 (449) total: 18.2s remaining: 1m 2s 450: learn: 0.3943119 test: 0.4133874 best: 0.4133874 (450) total: 18.2s remaining: 1m 2s 451: learn: 0.3942932 test: 0.4134014 best: 0.4133874 (450) total: 18.3s remaining: 1m 2s 452: learn: 0.3942376 test: 0.4133852 best: 0.4133852 (452) total: 18.3s remaining: 1m 2s 453: learn: 0.3941917 test: 0.4133819 best: 0.4133819 (453) total: 18.4s remaining: 1m 2s 454: learn: 0.3941226 test: 0.4133356 best: 0.4133356 (454) total: 18.4s remaining: 1m 2s 455: learn: 0.3940743 test: 0.4133040 best: 0.4133040 (455) total: 18.5s remaining: 1m 2s 456: learn: 0.3940490 test: 0.4132951 best: 0.4132951 (456) total: 18.5s remaining: 1m 2s 457: learn: 0.3939967 test: 0.4132623 best: 0.4132623 (457) total: 18.6s remaining: 1m 2s 458: learn: 0.3939371 test: 0.4131950 best: 0.4131950 (458) total: 18.6s remaining: 1m 2s 459: learn: 0.3939019 test: 0.4131807 best: 0.4131807 (459) total: 18.6s remaining: 1m 2s 460: learn: 0.3938075 test: 0.4131459 best: 0.4131459 (460) total: 18.7s remaining: 1m 2s 461: learn: 0.3937423 test: 0.4131000 best: 0.4131000 (461) total: 18.7s remaining: 1m 2s 462: learn: 0.3936967 test: 0.4131011 best: 0.4131000 (461) total: 18.8s remaining: 1m 2s 463: learn: 0.3936614 test: 0.4131594 best: 0.4131000 (461) total: 18.8s remaining: 1m 2s 464: learn: 0.3936205 test: 0.4131426 best: 0.4131000 (461) total: 18.9s remaining: 1m 2s 465: learn: 0.3935937 test: 0.4131337 best: 0.4131000 (461) total: 18.9s remaining: 1m 2s 466: learn: 0.3935460 test: 0.4131073 best: 0.4131000 (461) total: 18.9s remaining: 1m 2s 467: learn: 0.3935269 test: 0.4130863 best: 0.4130863 (467) total: 19s remaining: 1m 2s 468: learn: 0.3935245 test: 0.4130863 best: 0.4130863 (468) total: 19s remaining: 1m 2s 469: learn: 0.3934885 test: 0.4129867 best: 0.4129867 (469) total: 19.1s remaining: 1m 2s 470: learn: 0.3934583 test: 0.4129748 best: 0.4129748 (470) total: 19.1s remaining: 1m 2s 471: learn: 0.3934432 test: 0.4129731 best: 0.4129731 (471) total: 19.1s remaining: 1m 1s 472: learn: 0.3933258 test: 0.4127782 best: 0.4127782 (472) total: 19.2s remaining: 1m 1s 473: learn: 0.3933056 test: 0.4127828 best: 0.4127782 (472) total: 19.2s remaining: 1m 1s 474: learn: 0.3932457 test: 0.4127695 best: 0.4127695 (474) total: 19.3s remaining: 1m 1s 475: learn: 0.3932167 test: 0.4127737 best: 0.4127695 (474) total: 19.3s remaining: 1m 1s 476: learn: 0.3932006 test: 0.4127728 best: 0.4127695 (474) total: 19.3s remaining: 1m 1s 477: learn: 0.3931383 test: 0.4127322 best: 0.4127322 (477) total: 19.4s remaining: 1m 1s 478: learn: 0.3930640 test: 0.4126682 best: 0.4126682 (478) total: 19.4s remaining: 1m 1s 479: learn: 0.3930149 test: 0.4126344 best: 0.4126344 (479) total: 19.5s remaining: 1m 1s 480: learn: 0.3929751 test: 0.4126331 best: 0.4126331 (480) total: 19.5s remaining: 1m 1s 481: learn: 0.3929559 test: 0.4126300 best: 0.4126300 (481) total: 19.5s remaining: 1m 1s 482: learn: 0.3929372 test: 0.4126177 best: 0.4126177 (482) total: 19.6s remaining: 1m 1s 483: learn: 0.3928807 test: 0.4125977 best: 0.4125977 (483) total: 19.6s remaining: 1m 1s 484: learn: 0.3927844 test: 0.4125812 best: 0.4125812 (484) total: 19.7s remaining: 1m 1s 485: learn: 0.3927245 test: 0.4125387 best: 0.4125387 (485) total: 19.7s remaining: 1m 1s 486: learn: 0.3927089 test: 0.4125374 best: 0.4125374 (486) total: 19.7s remaining: 1m 1s 487: learn: 0.3926746 test: 0.4125286 best: 0.4125286 (487) total: 19.8s remaining: 1m 1s 488: learn: 0.3926411 test: 0.4125209 best: 0.4125209 (488) total: 19.8s remaining: 1m 1s 489: learn: 0.3926266 test: 0.4125172 best: 0.4125172 (489) total: 19.9s remaining: 1m 1s 490: learn: 0.3925986 test: 0.4125025 best: 0.4125025 (490) total: 19.9s remaining: 1m 1s 491: learn: 0.3925484 test: 0.4124576 best: 0.4124576 (491) total: 19.9s remaining: 1m 1s 492: learn: 0.3925329 test: 0.4124537 best: 0.4124537 (492) total: 20s remaining: 1m 1s 493: learn: 0.3925021 test: 0.4124436 best: 0.4124436 (493) total: 20s remaining: 1m 1s 494: learn: 0.3924667 test: 0.4124390 best: 0.4124390 (494) total: 20.1s remaining: 1m 1s 495: learn: 0.3924441 test: 0.4124091 best: 0.4124091 (495) total: 20.1s remaining: 1m 496: learn: 0.3923768 test: 0.4124268 best: 0.4124091 (495) total: 20.1s remaining: 1m 497: learn: 0.3923153 test: 0.4123749 best: 0.4123749 (497) total: 20.2s remaining: 1m 498: learn: 0.3922910 test: 0.4123514 best: 0.4123514 (498) total: 20.2s remaining: 1m 499: learn: 0.3922298 test: 0.4122949 best: 0.4122949 (499) total: 20.3s remaining: 1m 500: learn: 0.3921939 test: 0.4122830 best: 0.4122830 (500) total: 20.3s remaining: 1m 501: learn: 0.3921757 test: 0.4122864 best: 0.4122830 (500) total: 20.3s remaining: 1m 502: learn: 0.3921492 test: 0.4122828 best: 0.4122828 (502) total: 20.4s remaining: 1m 503: learn: 0.3921227 test: 0.4122102 best: 0.4122102 (503) total: 20.4s remaining: 1m 504: learn: 0.3920847 test: 0.4122123 best: 0.4122102 (503) total: 20.5s remaining: 1m 505: learn: 0.3920710 test: 0.4122115 best: 0.4122102 (503) total: 20.5s remaining: 1m 506: learn: 0.3920363 test: 0.4121926 best: 0.4121926 (506) total: 20.5s remaining: 1m 507: learn: 0.3919408 test: 0.4121596 best: 0.4121596 (507) total: 20.6s remaining: 1m 508: learn: 0.3919280 test: 0.4121729 best: 0.4121596 (507) total: 20.6s remaining: 1m 509: learn: 0.3919126 test: 0.4121708 best: 0.4121596 (507) total: 20.7s remaining: 1m 510: learn: 0.3918747 test: 0.4121819 best: 0.4121596 (507) total: 20.7s remaining: 1m 511: learn: 0.3918714 test: 0.4121763 best: 0.4121596 (507) total: 20.8s remaining: 1m 512: learn: 0.3918508 test: 0.4121947 best: 0.4121596 (507) total: 20.8s remaining: 1m 513: learn: 0.3918211 test: 0.4121793 best: 0.4121596 (507) total: 20.9s remaining: 1m 514: learn: 0.3917940 test: 0.4121503 best: 0.4121503 (514) total: 20.9s remaining: 1m 515: learn: 0.3917703 test: 0.4121504 best: 0.4121503 (514) total: 21s remaining: 1m 516: learn: 0.3916436 test: 0.4120380 best: 0.4120380 (516) total: 21s remaining: 1m 517: learn: 0.3916244 test: 0.4120361 best: 0.4120361 (517) total: 21.1s remaining: 1m 518: learn: 0.3915928 test: 0.4120423 best: 0.4120361 (517) total: 21.1s remaining: 1m 519: learn: 0.3915602 test: 0.4120316 best: 0.4120316 (519) total: 21.1s remaining: 1m 520: learn: 0.3915245 test: 0.4120210 best: 0.4120210 (520) total: 21.2s remaining: 1m 521: learn: 0.3914755 test: 0.4119981 best: 0.4119981 (521) total: 21.2s remaining: 1m 522: learn: 0.3914326 test: 0.4120091 best: 0.4119981 (521) total: 21.3s remaining: 1m 523: learn: 0.3913939 test: 0.4119723 best: 0.4119723 (523) total: 21.3s remaining: 60s 524: learn: 0.3913362 test: 0.4119807 best: 0.4119723 (523) total: 21.3s remaining: 59.9s 525: learn: 0.3913062 test: 0.4119800 best: 0.4119723 (523) total: 21.4s remaining: 59.9s 526: learn: 0.3913046 test: 0.4119813 best: 0.4119723 (523) total: 21.4s remaining: 59.8s 527: learn: 0.3912913 test: 0.4119808 best: 0.4119723 (523) total: 21.4s remaining: 59.8s 528: learn: 0.3912778 test: 0.4119775 best: 0.4119723 (523) total: 21.5s remaining: 59.8s 529: learn: 0.3912555 test: 0.4119538 best: 0.4119538 (529) total: 21.5s remaining: 59.7s 530: learn: 0.3912171 test: 0.4119380 best: 0.4119380 (530) total: 21.6s remaining: 59.7s 531: learn: 0.3911958 test: 0.4119315 best: 0.4119315 (531) total: 21.6s remaining: 59.7s 532: learn: 0.3911566 test: 0.4119202 best: 0.4119202 (532) total: 21.7s remaining: 59.6s 533: learn: 0.3911344 test: 0.4119162 best: 0.4119162 (533) total: 21.7s remaining: 59.6s 534: learn: 0.3910528 test: 0.4118118 best: 0.4118118 (534) total: 21.7s remaining: 59.5s 535: learn: 0.3910019 test: 0.4117953 best: 0.4117953 (535) total: 21.8s remaining: 59.5s 536: learn: 0.3909678 test: 0.4117873 best: 0.4117873 (536) total: 21.8s remaining: 59.4s 537: learn: 0.3909374 test: 0.4117819 best: 0.4117819 (537) total: 21.9s remaining: 59.4s 538: learn: 0.3908556 test: 0.4116697 best: 0.4116697 (538) total: 21.9s remaining: 59.4s 539: learn: 0.3908246 test: 0.4116732 best: 0.4116697 (538) total: 22s remaining: 59.4s 540: learn: 0.3908130 test: 0.4116745 best: 0.4116697 (538) total: 22s remaining: 59.3s 541: learn: 0.3907829 test: 0.4116519 best: 0.4116519 (541) total: 22s remaining: 59.3s 542: learn: 0.3907642 test: 0.4116502 best: 0.4116502 (542) total: 22.1s remaining: 59.2s 543: learn: 0.3907167 test: 0.4116292 best: 0.4116292 (543) total: 22.1s remaining: 59.1s 544: learn: 0.3906857 test: 0.4116046 best: 0.4116046 (544) total: 22.1s remaining: 59.1s 545: learn: 0.3906772 test: 0.4116133 best: 0.4116046 (544) total: 22.2s remaining: 59s 546: learn: 0.3906424 test: 0.4115861 best: 0.4115861 (546) total: 22.2s remaining: 59s 547: learn: 0.3905620 test: 0.4115601 best: 0.4115601 (547) total: 22.2s remaining: 58.9s 548: learn: 0.3905115 test: 0.4115233 best: 0.4115233 (548) total: 22.3s remaining: 58.9s 549: learn: 0.3904095 test: 0.4113910 best: 0.4113910 (549) total: 22.3s remaining: 58.8s 550: learn: 0.3903489 test: 0.4113361 best: 0.4113361 (550) total: 22.4s remaining: 58.8s 551: learn: 0.3903112 test: 0.4112934 best: 0.4112934 (551) total: 22.4s remaining: 58.7s 552: learn: 0.3902884 test: 0.4112824 best: 0.4112824 (552) total: 22.4s remaining: 58.7s 553: learn: 0.3902857 test: 0.4112835 best: 0.4112824 (552) total: 22.5s remaining: 58.6s 554: learn: 0.3902705 test: 0.4112827 best: 0.4112824 (552) total: 22.5s remaining: 58.6s 555: learn: 0.3902608 test: 0.4112798 best: 0.4112798 (555) total: 22.5s remaining: 58.5s 556: learn: 0.3902514 test: 0.4112783 best: 0.4112783 (556) total: 22.6s remaining: 58.5s 557: learn: 0.3902238 test: 0.4112455 best: 0.4112455 (557) total: 22.6s remaining: 58.5s 558: learn: 0.3901451 test: 0.4112381 best: 0.4112381 (558) total: 22.7s remaining: 58.5s 559: learn: 0.3900796 test: 0.4111470 best: 0.4111470 (559) total: 22.7s remaining: 58.4s 560: learn: 0.3900274 test: 0.4111278 best: 0.4111278 (560) total: 22.8s remaining: 58.4s 561: learn: 0.3900215 test: 0.4111252 best: 0.4111252 (561) total: 22.8s remaining: 58.4s 562: learn: 0.3899973 test: 0.4111254 best: 0.4111252 (561) total: 22.9s remaining: 58.3s 563: learn: 0.3899402 test: 0.4110736 best: 0.4110736 (563) total: 22.9s remaining: 58.3s 564: learn: 0.3898902 test: 0.4109919 best: 0.4109919 (564) total: 22.9s remaining: 58.3s 565: learn: 0.3898824 test: 0.4109913 best: 0.4109913 (565) total: 23s remaining: 58.2s 566: learn: 0.3898136 test: 0.4109382 best: 0.4109382 (566) total: 23s remaining: 58.2s 567: learn: 0.3897720 test: 0.4108898 best: 0.4108898 (567) total: 23.1s remaining: 58.1s 568: learn: 0.3897399 test: 0.4108418 best: 0.4108418 (568) total: 23.1s remaining: 58.1s 569: learn: 0.3897324 test: 0.4108353 best: 0.4108353 (569) total: 23.1s remaining: 58.1s 570: learn: 0.3897057 test: 0.4108345 best: 0.4108345 (570) total: 23.2s remaining: 58s 571: learn: 0.3896878 test: 0.4108245 best: 0.4108245 (571) total: 23.2s remaining: 58s 572: learn: 0.3896341 test: 0.4108168 best: 0.4108168 (572) total: 23.3s remaining: 57.9s 573: learn: 0.3896179 test: 0.4108081 best: 0.4108081 (573) total: 23.3s remaining: 57.9s 574: learn: 0.3895980 test: 0.4108029 best: 0.4108029 (574) total: 23.3s remaining: 57.9s 575: learn: 0.3895703 test: 0.4107891 best: 0.4107891 (575) total: 23.4s remaining: 57.8s 576: learn: 0.3895187 test: 0.4107709 best: 0.4107709 (576) total: 23.4s remaining: 57.7s 577: learn: 0.3894733 test: 0.4107715 best: 0.4107709 (576) total: 23.4s remaining: 57.7s 578: learn: 0.3894269 test: 0.4107543 best: 0.4107543 (578) total: 23.5s remaining: 57.6s 579: learn: 0.3893943 test: 0.4107376 best: 0.4107376 (579) total: 23.5s remaining: 57.6s 580: learn: 0.3893726 test: 0.4107241 best: 0.4107241 (580) total: 23.6s remaining: 57.5s 581: learn: 0.3893657 test: 0.4107249 best: 0.4107241 (580) total: 23.6s remaining: 57.5s 582: learn: 0.3893452 test: 0.4107192 best: 0.4107192 (582) total: 23.6s remaining: 57.4s 583: learn: 0.3893035 test: 0.4106770 best: 0.4106770 (583) total: 23.7s remaining: 57.4s 584: learn: 0.3892811 test: 0.4106684 best: 0.4106684 (584) total: 23.7s remaining: 57.4s 585: learn: 0.3892663 test: 0.4106484 best: 0.4106484 (585) total: 23.8s remaining: 57.3s 586: learn: 0.3891503 test: 0.4104391 best: 0.4104391 (586) total: 23.8s remaining: 57.3s 587: learn: 0.3891362 test: 0.4104408 best: 0.4104391 (586) total: 23.8s remaining: 57.3s 588: learn: 0.3891068 test: 0.4104237 best: 0.4104237 (588) total: 23.9s remaining: 57.2s 589: learn: 0.3890865 test: 0.4104151 best: 0.4104151 (589) total: 23.9s remaining: 57.2s 590: learn: 0.3890533 test: 0.4104038 best: 0.4104038 (590) total: 24s remaining: 57.2s 591: learn: 0.3890349 test: 0.4104112 best: 0.4104038 (590) total: 24s remaining: 57.1s 592: learn: 0.3890251 test: 0.4104112 best: 0.4104038 (590) total: 24.1s remaining: 57.1s 593: learn: 0.3890079 test: 0.4104176 best: 0.4104038 (590) total: 24.1s remaining: 57s 594: learn: 0.3889916 test: 0.4104152 best: 0.4104038 (590) total: 24.1s remaining: 57s 595: learn: 0.3889583 test: 0.4103960 best: 0.4103960 (595) total: 24.2s remaining: 56.9s 596: learn: 0.3889244 test: 0.4103670 best: 0.4103670 (596) total: 24.2s remaining: 56.9s 597: learn: 0.3889107 test: 0.4103724 best: 0.4103670 (596) total: 24.2s remaining: 56.8s 598: learn: 0.3888941 test: 0.4103830 best: 0.4103670 (596) total: 24.3s remaining: 56.8s 599: learn: 0.3888810 test: 0.4103868 best: 0.4103670 (596) total: 24.3s remaining: 56.8s 600: learn: 0.3888380 test: 0.4103554 best: 0.4103554 (600) total: 24.4s remaining: 56.7s 601: learn: 0.3888156 test: 0.4103362 best: 0.4103362 (601) total: 24.4s remaining: 56.7s 602: learn: 0.3887843 test: 0.4103312 best: 0.4103312 (602) total: 24.4s remaining: 56.6s 603: learn: 0.3887407 test: 0.4103140 best: 0.4103140 (603) total: 24.5s remaining: 56.6s 604: learn: 0.3887187 test: 0.4103271 best: 0.4103140 (603) total: 24.5s remaining: 56.5s 605: learn: 0.3886870 test: 0.4103124 best: 0.4103124 (605) total: 24.5s remaining: 56.5s 606: learn: 0.3886479 test: 0.4102757 best: 0.4102757 (606) total: 24.6s remaining: 56.4s 607: learn: 0.3886118 test: 0.4102395 best: 0.4102395 (607) total: 24.6s remaining: 56.4s 608: learn: 0.3885897 test: 0.4102405 best: 0.4102395 (607) total: 24.7s remaining: 56.3s 609: learn: 0.3885646 test: 0.4102394 best: 0.4102394 (609) total: 24.7s remaining: 56.3s 610: learn: 0.3884936 test: 0.4101888 best: 0.4101888 (610) total: 24.7s remaining: 56.3s 611: learn: 0.3884867 test: 0.4101923 best: 0.4101888 (610) total: 24.8s remaining: 56.2s 612: learn: 0.3884543 test: 0.4101100 best: 0.4101100 (612) total: 24.8s remaining: 56.2s 613: learn: 0.3884261 test: 0.4100832 best: 0.4100832 (613) total: 24.9s remaining: 56.2s 614: learn: 0.3883959 test: 0.4100626 best: 0.4100626 (614) total: 24.9s remaining: 56.2s 615: learn: 0.3883571 test: 0.4100484 best: 0.4100484 (615) total: 25s remaining: 56.1s 616: learn: 0.3883456 test: 0.4100331 best: 0.4100331 (616) total: 25s remaining: 56.1s 617: learn: 0.3883305 test: 0.4100486 best: 0.4100331 (616) total: 25.1s remaining: 56s 618: learn: 0.3882635 test: 0.4100335 best: 0.4100331 (616) total: 25.1s remaining: 56s 619: learn: 0.3882529 test: 0.4100314 best: 0.4100314 (619) total: 25.1s remaining: 55.9s 620: learn: 0.3882353 test: 0.4100139 best: 0.4100139 (620) total: 25.2s remaining: 55.9s 621: learn: 0.3880344 test: 0.4104479 best: 0.4100139 (620) total: 25.2s remaining: 55.9s 622: learn: 0.3879751 test: 0.4104548 best: 0.4100139 (620) total: 25.3s remaining: 55.9s 623: learn: 0.3879659 test: 0.4104520 best: 0.4100139 (620) total: 25.3s remaining: 55.9s 624: learn: 0.3879515 test: 0.4104538 best: 0.4100139 (620) total: 25.4s remaining: 55.9s 625: learn: 0.3879052 test: 0.4104474 best: 0.4100139 (620) total: 25.5s remaining: 55.9s 626: learn: 0.3878994 test: 0.4104465 best: 0.4100139 (620) total: 25.5s remaining: 55.9s 627: learn: 0.3878679 test: 0.4104465 best: 0.4100139 (620) total: 25.6s remaining: 55.9s 628: learn: 0.3878164 test: 0.4103882 best: 0.4100139 (620) total: 25.6s remaining: 55.9s 629: learn: 0.3877821 test: 0.4103654 best: 0.4100139 (620) total: 25.7s remaining: 55.8s 630: learn: 0.3877252 test: 0.4103651 best: 0.4100139 (620) total: 25.7s remaining: 55.8s 631: learn: 0.3877023 test: 0.4103503 best: 0.4100139 (620) total: 25.7s remaining: 55.7s 632: learn: 0.3876594 test: 0.4103452 best: 0.4100139 (620) total: 25.8s remaining: 55.7s 633: learn: 0.3876315 test: 0.4103364 best: 0.4100139 (620) total: 25.8s remaining: 55.6s 634: learn: 0.3875836 test: 0.4103060 best: 0.4100139 (620) total: 25.9s remaining: 55.6s 635: learn: 0.3875632 test: 0.4103092 best: 0.4100139 (620) total: 25.9s remaining: 55.6s 636: learn: 0.3875523 test: 0.4103109 best: 0.4100139 (620) total: 25.9s remaining: 55.5s 637: learn: 0.3875163 test: 0.4102809 best: 0.4100139 (620) total: 26s remaining: 55.5s 638: learn: 0.3874674 test: 0.4102650 best: 0.4100139 (620) total: 26s remaining: 55.5s 639: learn: 0.3874131 test: 0.4102478 best: 0.4100139 (620) total: 26.1s remaining: 55.4s 640: learn: 0.3873705 test: 0.4102714 best: 0.4100139 (620) total: 26.1s remaining: 55.4s 641: learn: 0.3873408 test: 0.4102893 best: 0.4100139 (620) total: 26.2s remaining: 55.3s 642: learn: 0.3872683 test: 0.4102264 best: 0.4100139 (620) total: 26.2s remaining: 55.3s 643: learn: 0.3872365 test: 0.4101857 best: 0.4100139 (620) total: 26.2s remaining: 55.2s 644: learn: 0.3872112 test: 0.4101809 best: 0.4100139 (620) total: 26.3s remaining: 55.2s 645: learn: 0.3872024 test: 0.4101842 best: 0.4100139 (620) total: 26.3s remaining: 55.1s 646: learn: 0.3871896 test: 0.4101753 best: 0.4100139 (620) total: 26.3s remaining: 55.1s 647: learn: 0.3871779 test: 0.4101306 best: 0.4100139 (620) total: 26.4s remaining: 55s 648: learn: 0.3871530 test: 0.4101197 best: 0.4100139 (620) total: 26.4s remaining: 55s 649: learn: 0.3871426 test: 0.4101159 best: 0.4100139 (620) total: 26.4s remaining: 54.9s 650: learn: 0.3871229 test: 0.4101022 best: 0.4100139 (620) total: 26.5s remaining: 54.9s 651: learn: 0.3870914 test: 0.4100845 best: 0.4100139 (620) total: 26.5s remaining: 54.8s 652: learn: 0.3870385 test: 0.4100974 best: 0.4100139 (620) total: 26.5s remaining: 54.8s 653: learn: 0.3870135 test: 0.4100784 best: 0.4100139 (620) total: 26.6s remaining: 54.7s 654: learn: 0.3869573 test: 0.4100748 best: 0.4100139 (620) total: 26.6s remaining: 54.7s 655: learn: 0.3869457 test: 0.4100754 best: 0.4100139 (620) total: 26.7s remaining: 54.6s 656: learn: 0.3869313 test: 0.4100785 best: 0.4100139 (620) total: 26.7s remaining: 54.6s 657: learn: 0.3868968 test: 0.4100943 best: 0.4100139 (620) total: 26.7s remaining: 54.5s 658: learn: 0.3868639 test: 0.4100998 best: 0.4100139 (620) total: 26.8s remaining: 54.5s 659: learn: 0.3868323 test: 0.4100942 best: 0.4100139 (620) total: 26.8s remaining: 54.4s 660: learn: 0.3867801 test: 0.4100426 best: 0.4100139 (620) total: 26.9s remaining: 54.4s 661: learn: 0.3867521 test: 0.4100396 best: 0.4100139 (620) total: 26.9s remaining: 54.4s 662: learn: 0.3867303 test: 0.4100420 best: 0.4100139 (620) total: 26.9s remaining: 54.3s 663: learn: 0.3867037 test: 0.4100496 best: 0.4100139 (620) total: 27s remaining: 54.3s 664: learn: 0.3866603 test: 0.4100086 best: 0.4100086 (664) total: 27s remaining: 54.3s 665: learn: 0.3866517 test: 0.4100060 best: 0.4100060 (665) total: 27.1s remaining: 54.2s 666: learn: 0.3866384 test: 0.4100046 best: 0.4100046 (666) total: 27.1s remaining: 54.2s 667: learn: 0.3865894 test: 0.4100015 best: 0.4100015 (667) total: 27.2s remaining: 54.2s 668: learn: 0.3865705 test: 0.4099834 best: 0.4099834 (668) total: 27.2s remaining: 54.1s 669: learn: 0.3865215 test: 0.4099374 best: 0.4099374 (669) total: 27.2s remaining: 54.1s 670: learn: 0.3864536 test: 0.4098997 best: 0.4098997 (670) total: 27.3s remaining: 54.1s 671: learn: 0.3863884 test: 0.4098836 best: 0.4098836 (671) total: 27.3s remaining: 54s 672: learn: 0.3863503 test: 0.4098537 best: 0.4098537 (672) total: 27.4s remaining: 54s 673: learn: 0.3862734 test: 0.4098648 best: 0.4098537 (672) total: 27.4s remaining: 53.9s 674: learn: 0.3862424 test: 0.4098752 best: 0.4098537 (672) total: 27.4s remaining: 53.9s 675: learn: 0.3862140 test: 0.4098937 best: 0.4098537 (672) total: 27.5s remaining: 53.8s 676: learn: 0.3861991 test: 0.4098915 best: 0.4098537 (672) total: 27.5s remaining: 53.8s 677: learn: 0.3861653 test: 0.4098728 best: 0.4098537 (672) total: 27.6s remaining: 53.8s 678: learn: 0.3861429 test: 0.4098680 best: 0.4098537 (672) total: 27.6s remaining: 53.7s 679: learn: 0.3861303 test: 0.4098648 best: 0.4098537 (672) total: 27.7s remaining: 53.7s 680: learn: 0.3860978 test: 0.4098339 best: 0.4098339 (680) total: 27.7s remaining: 53.6s 681: learn: 0.3860728 test: 0.4098277 best: 0.4098277 (681) total: 27.7s remaining: 53.6s 682: learn: 0.3860330 test: 0.4098003 best: 0.4098003 (682) total: 27.8s remaining: 53.6s 683: learn: 0.3859995 test: 0.4098175 best: 0.4098003 (682) total: 27.8s remaining: 53.5s 684: learn: 0.3859839 test: 0.4098138 best: 0.4098003 (682) total: 27.8s remaining: 53.5s 685: learn: 0.3859499 test: 0.4097791 best: 0.4097791 (685) total: 27.9s remaining: 53.4s 686: learn: 0.3859377 test: 0.4097903 best: 0.4097791 (685) total: 27.9s remaining: 53.4s 687: learn: 0.3859346 test: 0.4097813 best: 0.4097791 (685) total: 27.9s remaining: 53.3s 688: learn: 0.3859070 test: 0.4097868 best: 0.4097791 (685) total: 28s remaining: 53.3s 689: learn: 0.3858823 test: 0.4098137 best: 0.4097791 (685) total: 28s remaining: 53.2s 690: learn: 0.3858658 test: 0.4098069 best: 0.4097791 (685) total: 28.1s remaining: 53.2s 691: learn: 0.3857545 test: 0.4098338 best: 0.4097791 (685) total: 28.1s remaining: 53.1s 692: learn: 0.3857431 test: 0.4098354 best: 0.4097791 (685) total: 28.1s remaining: 53.1s 693: learn: 0.3857217 test: 0.4098118 best: 0.4097791 (685) total: 28.2s remaining: 53s 694: learn: 0.3856994 test: 0.4098050 best: 0.4097791 (685) total: 28.2s remaining: 53s 695: learn: 0.3856555 test: 0.4097718 best: 0.4097718 (695) total: 28.3s remaining: 53s 696: learn: 0.3856384 test: 0.4097786 best: 0.4097718 (695) total: 28.3s remaining: 52.9s 697: learn: 0.3856247 test: 0.4097744 best: 0.4097718 (695) total: 28.3s remaining: 52.9s 698: learn: 0.3856021 test: 0.4097844 best: 0.4097718 (695) total: 28.4s remaining: 52.8s 699: learn: 0.3855707 test: 0.4097690 best: 0.4097690 (699) total: 28.4s remaining: 52.8s 700: learn: 0.3855390 test: 0.4097467 best: 0.4097467 (700) total: 28.5s remaining: 52.8s 701: learn: 0.3855036 test: 0.4097181 best: 0.4097181 (701) total: 28.5s remaining: 52.7s 702: learn: 0.3854776 test: 0.4097107 best: 0.4097107 (702) total: 28.5s remaining: 52.7s 703: learn: 0.3854499 test: 0.4096928 best: 0.4096928 (703) total: 28.6s remaining: 52.6s 704: learn: 0.3853693 test: 0.4095858 best: 0.4095858 (704) total: 28.6s remaining: 52.6s 705: learn: 0.3853330 test: 0.4095678 best: 0.4095678 (705) total: 28.7s remaining: 52.5s 706: learn: 0.3853187 test: 0.4095566 best: 0.4095566 (706) total: 28.7s remaining: 52.5s 707: learn: 0.3852614 test: 0.4095189 best: 0.4095189 (707) total: 28.7s remaining: 52.4s 708: learn: 0.3852416 test: 0.4094989 best: 0.4094989 (708) total: 28.8s remaining: 52.4s 709: learn: 0.3852297 test: 0.4095120 best: 0.4094989 (708) total: 28.8s remaining: 52.4s 710: learn: 0.3852164 test: 0.4095126 best: 0.4094989 (708) total: 28.9s remaining: 52.3s 711: learn: 0.3851953 test: 0.4094963 best: 0.4094963 (711) total: 28.9s remaining: 52.3s 712: learn: 0.3851830 test: 0.4094874 best: 0.4094874 (712) total: 28.9s remaining: 52.2s 713: learn: 0.3851625 test: 0.4094774 best: 0.4094774 (713) total: 29s remaining: 52.2s 714: learn: 0.3851477 test: 0.4094707 best: 0.4094707 (714) total: 29s remaining: 52.1s 715: learn: 0.3851357 test: 0.4094674 best: 0.4094674 (715) total: 29s remaining: 52.1s 716: learn: 0.3850967 test: 0.4094452 best: 0.4094452 (716) total: 29.1s remaining: 52s 717: learn: 0.3850798 test: 0.4094364 best: 0.4094364 (717) total: 29.1s remaining: 52s 718: learn: 0.3850601 test: 0.4094250 best: 0.4094250 (718) total: 29.2s remaining: 52s 719: learn: 0.3850456 test: 0.4094235 best: 0.4094235 (719) total: 29.2s remaining: 52s 720: learn: 0.3850256 test: 0.4094011 best: 0.4094011 (720) total: 29.3s remaining: 51.9s 721: learn: 0.3850092 test: 0.4093913 best: 0.4093913 (721) total: 29.3s remaining: 51.9s 722: learn: 0.3849988 test: 0.4093817 best: 0.4093817 (722) total: 29.4s remaining: 51.8s 723: learn: 0.3849614 test: 0.4093674 best: 0.4093674 (723) total: 29.4s remaining: 51.8s 724: learn: 0.3849418 test: 0.4093615 best: 0.4093615 (724) total: 29.4s remaining: 51.8s 725: learn: 0.3849312 test: 0.4093587 best: 0.4093587 (725) total: 29.5s remaining: 51.7s 726: learn: 0.3849125 test: 0.4093665 best: 0.4093587 (725) total: 29.5s remaining: 51.7s 727: learn: 0.3848823 test: 0.4093699 best: 0.4093587 (725) total: 29.6s remaining: 51.7s 728: learn: 0.3848656 test: 0.4093630 best: 0.4093587 (725) total: 29.6s remaining: 51.6s 729: learn: 0.3848389 test: 0.4093590 best: 0.4093587 (725) total: 29.6s remaining: 51.6s 730: learn: 0.3848247 test: 0.4093752 best: 0.4093587 (725) total: 29.7s remaining: 51.5s 731: learn: 0.3847849 test: 0.4093527 best: 0.4093527 (731) total: 29.7s remaining: 51.5s 732: learn: 0.3847209 test: 0.4093024 best: 0.4093024 (732) total: 29.8s remaining: 51.5s 733: learn: 0.3846945 test: 0.4092981 best: 0.4092981 (733) total: 29.8s remaining: 51.4s 734: learn: 0.3846706 test: 0.4092996 best: 0.4092981 (733) total: 29.8s remaining: 51.4s 735: learn: 0.3846613 test: 0.4092955 best: 0.4092955 (735) total: 29.9s remaining: 51.3s 736: learn: 0.3846268 test: 0.4092811 best: 0.4092811 (736) total: 29.9s remaining: 51.3s 737: learn: 0.3846019 test: 0.4092748 best: 0.4092748 (737) total: 30s remaining: 51.2s 738: learn: 0.3845721 test: 0.4092701 best: 0.4092701 (738) total: 30s remaining: 51.2s 739: learn: 0.3845593 test: 0.4092633 best: 0.4092633 (739) total: 30s remaining: 51.1s 740: learn: 0.3845435 test: 0.4092620 best: 0.4092620 (740) total: 30.1s remaining: 51.1s 741: learn: 0.3845228 test: 0.4092598 best: 0.4092598 (741) total: 30.1s remaining: 51.1s 742: learn: 0.3844910 test: 0.4092328 best: 0.4092328 (742) total: 30.2s remaining: 51s 743: learn: 0.3844637 test: 0.4092012 best: 0.4092012 (743) total: 30.2s remaining: 51s 744: learn: 0.3844342 test: 0.4092005 best: 0.4092005 (744) total: 30.2s remaining: 50.9s 745: learn: 0.3844231 test: 0.4091916 best: 0.4091916 (745) total: 30.3s remaining: 50.9s 746: learn: 0.3844053 test: 0.4091895 best: 0.4091895 (746) total: 30.3s remaining: 50.9s 747: learn: 0.3843807 test: 0.4091943 best: 0.4091895 (746) total: 30.4s remaining: 50.8s 748: learn: 0.3843446 test: 0.4091991 best: 0.4091895 (746) total: 30.4s remaining: 50.8s 749: learn: 0.3843312 test: 0.4092108 best: 0.4091895 (746) total: 30.4s remaining: 50.7s 750: learn: 0.3843149 test: 0.4091906 best: 0.4091895 (746) total: 30.5s remaining: 50.7s 751: learn: 0.3843032 test: 0.4091469 best: 0.4091469 (751) total: 30.5s remaining: 50.6s 752: learn: 0.3842796 test: 0.4091429 best: 0.4091429 (752) total: 30.6s remaining: 50.6s 753: learn: 0.3842661 test: 0.4091355 best: 0.4091355 (753) total: 30.6s remaining: 50.6s 754: learn: 0.3842310 test: 0.4091136 best: 0.4091136 (754) total: 30.7s remaining: 50.6s 755: learn: 0.3842059 test: 0.4091270 best: 0.4091136 (754) total: 30.7s remaining: 50.6s 756: learn: 0.3841934 test: 0.4091166 best: 0.4091136 (754) total: 30.8s remaining: 50.5s 757: learn: 0.3841809 test: 0.4091154 best: 0.4091136 (754) total: 30.8s remaining: 50.5s 758: learn: 0.3841331 test: 0.4090530 best: 0.4090530 (758) total: 30.9s remaining: 50.5s 759: learn: 0.3841235 test: 0.4090500 best: 0.4090500 (759) total: 30.9s remaining: 50.4s 760: learn: 0.3840906 test: 0.4090332 best: 0.4090332 (760) total: 30.9s remaining: 50.4s 761: learn: 0.3840856 test: 0.4090333 best: 0.4090332 (760) total: 31s remaining: 50.3s 762: learn: 0.3840520 test: 0.4090151 best: 0.4090151 (762) total: 31s remaining: 50.3s 763: learn: 0.3840335 test: 0.4089951 best: 0.4089951 (763) total: 31.1s remaining: 50.3s 764: learn: 0.3840203 test: 0.4089849 best: 0.4089849 (764) total: 31.1s remaining: 50.2s 765: learn: 0.3839836 test: 0.4089394 best: 0.4089394 (765) total: 31.2s remaining: 50.2s 766: learn: 0.3839531 test: 0.4089446 best: 0.4089394 (765) total: 31.2s remaining: 50.2s 767: learn: 0.3839263 test: 0.4089427 best: 0.4089394 (765) total: 31.3s remaining: 50.1s 768: learn: 0.3838991 test: 0.4089403 best: 0.4089394 (765) total: 31.3s remaining: 50.1s 769: learn: 0.3838793 test: 0.4089500 best: 0.4089394 (765) total: 31.4s remaining: 50.2s 770: learn: 0.3838677 test: 0.4089376 best: 0.4089376 (770) total: 31.5s remaining: 50.2s 771: learn: 0.3838446 test: 0.4089286 best: 0.4089286 (771) total: 31.5s remaining: 50.2s 772: learn: 0.3838039 test: 0.4089065 best: 0.4089065 (772) total: 31.6s remaining: 50.1s 773: learn: 0.3837875 test: 0.4088859 best: 0.4088859 (773) total: 31.6s remaining: 50.1s 774: learn: 0.3837754 test: 0.4089022 best: 0.4088859 (773) total: 31.7s remaining: 50.1s 775: learn: 0.3837663 test: 0.4089132 best: 0.4088859 (773) total: 31.8s remaining: 50.1s 776: learn: 0.3837488 test: 0.4089229 best: 0.4088859 (773) total: 31.8s remaining: 50.1s 777: learn: 0.3837204 test: 0.4089321 best: 0.4088859 (773) total: 31.9s remaining: 50.1s 778: learn: 0.3836745 test: 0.4089381 best: 0.4088859 (773) total: 31.9s remaining: 50s 779: learn: 0.3836496 test: 0.4089223 best: 0.4088859 (773) total: 32s remaining: 50s 780: learn: 0.3836265 test: 0.4089216 best: 0.4088859 (773) total: 32s remaining: 50s 781: learn: 0.3835977 test: 0.4089022 best: 0.4088859 (773) total: 32.1s remaining: 49.9s 782: learn: 0.3835541 test: 0.4090019 best: 0.4088859 (773) total: 32.1s remaining: 49.9s 783: learn: 0.3835129 test: 0.4089968 best: 0.4088859 (773) total: 32.2s remaining: 49.9s 784: learn: 0.3834967 test: 0.4090177 best: 0.4088859 (773) total: 32.2s remaining: 49.9s 785: learn: 0.3834683 test: 0.4090227 best: 0.4088859 (773) total: 32.2s remaining: 49.8s 786: learn: 0.3834437 test: 0.4090195 best: 0.4088859 (773) total: 32.3s remaining: 49.8s 787: learn: 0.3834344 test: 0.4090250 best: 0.4088859 (773) total: 32.3s remaining: 49.7s 788: learn: 0.3834218 test: 0.4090067 best: 0.4088859 (773) total: 32.4s remaining: 49.7s 789: learn: 0.3832406 test: 0.4089876 best: 0.4088859 (773) total: 32.4s remaining: 49.6s 790: learn: 0.3832095 test: 0.4089630 best: 0.4088859 (773) total: 32.4s remaining: 49.6s 791: learn: 0.3831954 test: 0.4089647 best: 0.4088859 (773) total: 32.5s remaining: 49.6s 792: learn: 0.3831786 test: 0.4089558 best: 0.4088859 (773) total: 32.5s remaining: 49.5s 793: learn: 0.3831639 test: 0.4089603 best: 0.4088859 (773) total: 32.6s remaining: 49.5s 794: learn: 0.3831532 test: 0.4089531 best: 0.4088859 (773) total: 32.6s remaining: 49.4s 795: learn: 0.3831217 test: 0.4088507 best: 0.4088507 (795) total: 32.7s remaining: 49.4s 796: learn: 0.3830787 test: 0.4088234 best: 0.4088234 (796) total: 32.7s remaining: 49.4s 797: learn: 0.3830374 test: 0.4087900 best: 0.4087900 (797) total: 32.7s remaining: 49.3s 798: learn: 0.3830170 test: 0.4087838 best: 0.4087838 (798) total: 32.8s remaining: 49.3s 799: learn: 0.3829515 test: 0.4087712 best: 0.4087712 (799) total: 32.8s remaining: 49.2s 800: learn: 0.3829169 test: 0.4087601 best: 0.4087601 (800) total: 32.9s remaining: 49.2s 801: learn: 0.3828958 test: 0.4087579 best: 0.4087579 (801) total: 32.9s remaining: 49.2s 802: learn: 0.3828889 test: 0.4087597 best: 0.4087579 (801) total: 33s remaining: 49.2s 803: learn: 0.3828817 test: 0.4087605 best: 0.4087579 (801) total: 33s remaining: 49.1s 804: learn: 0.3828582 test: 0.4087610 best: 0.4087579 (801) total: 33.1s remaining: 49.1s 805: learn: 0.3828424 test: 0.4087745 best: 0.4087579 (801) total: 33.1s remaining: 49.1s 806: learn: 0.3828310 test: 0.4087731 best: 0.4087579 (801) total: 33.2s remaining: 49s 807: learn: 0.3828011 test: 0.4087327 best: 0.4087327 (807) total: 33.2s remaining: 49s 808: learn: 0.3827872 test: 0.4087296 best: 0.4087296 (808) total: 33.3s remaining: 49s 809: learn: 0.3827706 test: 0.4087144 best: 0.4087144 (809) total: 33.3s remaining: 48.9s 810: learn: 0.3827408 test: 0.4087152 best: 0.4087144 (809) total: 33.4s remaining: 48.9s 811: learn: 0.3827221 test: 0.4087002 best: 0.4087002 (811) total: 33.4s remaining: 48.9s 812: learn: 0.3826930 test: 0.4086786 best: 0.4086786 (812) total: 33.5s remaining: 48.9s 813: learn: 0.3826673 test: 0.4086889 best: 0.4086786 (812) total: 33.6s remaining: 48.9s 814: learn: 0.3826529 test: 0.4086760 best: 0.4086760 (814) total: 33.7s remaining: 49s 815: learn: 0.3826041 test: 0.4086460 best: 0.4086460 (815) total: 33.8s remaining: 49s 816: learn: 0.3825449 test: 0.4086343 best: 0.4086343 (816) total: 33.8s remaining: 49s 817: learn: 0.3825269 test: 0.4086371 best: 0.4086343 (816) total: 33.9s remaining: 48.9s 818: learn: 0.3824996 test: 0.4086538 best: 0.4086343 (816) total: 33.9s remaining: 48.9s 819: learn: 0.3824762 test: 0.4086424 best: 0.4086343 (816) total: 34s remaining: 48.9s 820: learn: 0.3824479 test: 0.4086485 best: 0.4086343 (816) total: 34.1s remaining: 48.9s 821: learn: 0.3824021 test: 0.4086295 best: 0.4086295 (821) total: 34.1s remaining: 48.9s 822: learn: 0.3823796 test: 0.4086243 best: 0.4086243 (822) total: 34.2s remaining: 48.9s 823: learn: 0.3823707 test: 0.4086245 best: 0.4086243 (822) total: 34.2s remaining: 48.8s 824: learn: 0.3823586 test: 0.4086209 best: 0.4086209 (824) total: 34.3s remaining: 48.8s 825: learn: 0.3823460 test: 0.4086208 best: 0.4086208 (825) total: 34.3s remaining: 48.8s 826: learn: 0.3823341 test: 0.4086183 best: 0.4086183 (826) total: 34.4s remaining: 48.8s 827: learn: 0.3823284 test: 0.4086094 best: 0.4086094 (827) total: 34.5s remaining: 48.8s 828: learn: 0.3823123 test: 0.4086037 best: 0.4086037 (828) total: 34.5s remaining: 48.7s 829: learn: 0.3823074 test: 0.4085848 best: 0.4085848 (829) total: 34.5s remaining: 48.7s 830: learn: 0.3822871 test: 0.4085860 best: 0.4085848 (829) total: 34.6s remaining: 48.7s 831: learn: 0.3822482 test: 0.4086017 best: 0.4085848 (829) total: 34.6s remaining: 48.6s 832: learn: 0.3822248 test: 0.4085939 best: 0.4085848 (829) total: 34.7s remaining: 48.6s 833: learn: 0.3822181 test: 0.4085906 best: 0.4085848 (829) total: 34.7s remaining: 48.5s 834: learn: 0.3821926 test: 0.4085878 best: 0.4085848 (829) total: 34.8s remaining: 48.5s 835: learn: 0.3821635 test: 0.4085867 best: 0.4085848 (829) total: 34.8s remaining: 48.5s 836: learn: 0.3821436 test: 0.4085822 best: 0.4085822 (836) total: 34.9s remaining: 48.4s 837: learn: 0.3821289 test: 0.4085627 best: 0.4085627 (837) total: 34.9s remaining: 48.4s 838: learn: 0.3821073 test: 0.4085612 best: 0.4085612 (838) total: 34.9s remaining: 48.3s 839: learn: 0.3820816 test: 0.4085566 best: 0.4085566 (839) total: 35s remaining: 48.3s 840: learn: 0.3820325 test: 0.4085852 best: 0.4085566 (839) total: 35s remaining: 48.2s 841: learn: 0.3820144 test: 0.4085863 best: 0.4085566 (839) total: 35s remaining: 48.2s 842: learn: 0.3819733 test: 0.4085924 best: 0.4085566 (839) total: 35.1s remaining: 48.2s 843: learn: 0.3819672 test: 0.4085923 best: 0.4085566 (839) total: 35.1s remaining: 48.1s 844: learn: 0.3819524 test: 0.4085891 best: 0.4085566 (839) total: 35.2s remaining: 48.1s 845: learn: 0.3819257 test: 0.4085647 best: 0.4085566 (839) total: 35.2s remaining: 48s 846: learn: 0.3818383 test: 0.4084909 best: 0.4084909 (846) total: 35.2s remaining: 48s 847: learn: 0.3818118 test: 0.4084835 best: 0.4084835 (847) total: 35.3s remaining: 47.9s 848: learn: 0.3817695 test: 0.4084741 best: 0.4084741 (848) total: 35.3s remaining: 47.9s 849: learn: 0.3817189 test: 0.4084495 best: 0.4084495 (849) total: 35.4s remaining: 47.8s 850: learn: 0.3817079 test: 0.4084406 best: 0.4084406 (850) total: 35.4s remaining: 47.8s 851: learn: 0.3816937 test: 0.4084366 best: 0.4084366 (851) total: 35.4s remaining: 47.7s 852: learn: 0.3816650 test: 0.4084291 best: 0.4084291 (852) total: 35.5s remaining: 47.7s 853: learn: 0.3816329 test: 0.4083950 best: 0.4083950 (853) total: 35.5s remaining: 47.6s 854: learn: 0.3816166 test: 0.4083897 best: 0.4083897 (854) total: 35.5s remaining: 47.6s 855: learn: 0.3816066 test: 0.4083826 best: 0.4083826 (855) total: 35.6s remaining: 47.6s 856: learn: 0.3815888 test: 0.4083849 best: 0.4083826 (855) total: 35.6s remaining: 47.5s 857: learn: 0.3815499 test: 0.4083600 best: 0.4083600 (857) total: 35.7s remaining: 47.5s 858: learn: 0.3815345 test: 0.4083601 best: 0.4083600 (857) total: 35.7s remaining: 47.4s 859: learn: 0.3815117 test: 0.4083644 best: 0.4083600 (857) total: 35.7s remaining: 47.4s 860: learn: 0.3814951 test: 0.4083589 best: 0.4083589 (860) total: 35.8s remaining: 47.4s 861: learn: 0.3814633 test: 0.4084441 best: 0.4083589 (860) total: 35.9s remaining: 47.3s 862: learn: 0.3814459 test: 0.4084326 best: 0.4083589 (860) total: 35.9s remaining: 47.3s 863: learn: 0.3814231 test: 0.4084291 best: 0.4083589 (860) total: 36s remaining: 47.3s 864: learn: 0.3812533 test: 0.4085180 best: 0.4083589 (860) total: 36s remaining: 47.3s 865: learn: 0.3812356 test: 0.4085100 best: 0.4083589 (860) total: 36.1s remaining: 47.2s 866: learn: 0.3812009 test: 0.4085003 best: 0.4083589 (860) total: 36.1s remaining: 47.2s 867: learn: 0.3811720 test: 0.4084855 best: 0.4083589 (860) total: 36.1s remaining: 47.1s 868: learn: 0.3811584 test: 0.4084976 best: 0.4083589 (860) total: 36.2s remaining: 47.1s 869: learn: 0.3811368 test: 0.4085077 best: 0.4083589 (860) total: 36.2s remaining: 47s 870: learn: 0.3811120 test: 0.4084950 best: 0.4083589 (860) total: 36.3s remaining: 47s 871: learn: 0.3810684 test: 0.4084596 best: 0.4083589 (860) total: 36.3s remaining: 47s 872: learn: 0.3810454 test: 0.4084480 best: 0.4083589 (860) total: 36.4s remaining: 46.9s 873: learn: 0.3810290 test: 0.4084291 best: 0.4083589 (860) total: 36.4s remaining: 46.9s 874: learn: 0.3810092 test: 0.4084220 best: 0.4083589 (860) total: 36.4s remaining: 46.8s 875: learn: 0.3809975 test: 0.4084280 best: 0.4083589 (860) total: 36.5s remaining: 46.8s 876: learn: 0.3809742 test: 0.4084100 best: 0.4083589 (860) total: 36.5s remaining: 46.7s 877: learn: 0.3809667 test: 0.4084112 best: 0.4083589 (860) total: 36.5s remaining: 46.7s 878: learn: 0.3809641 test: 0.4084126 best: 0.4083589 (860) total: 36.6s remaining: 46.7s 879: learn: 0.3809444 test: 0.4084025 best: 0.4083589 (860) total: 36.6s remaining: 46.6s 880: learn: 0.3809375 test: 0.4084031 best: 0.4083589 (860) total: 36.7s remaining: 46.6s 881: learn: 0.3809292 test: 0.4084038 best: 0.4083589 (860) total: 36.7s remaining: 46.5s 882: learn: 0.3809197 test: 0.4083917 best: 0.4083589 (860) total: 36.7s remaining: 46.5s 883: learn: 0.3808286 test: 0.4083781 best: 0.4083589 (860) total: 36.8s remaining: 46.5s 884: learn: 0.3807975 test: 0.4083629 best: 0.4083589 (860) total: 36.8s remaining: 46.4s 885: learn: 0.3807819 test: 0.4083637 best: 0.4083589 (860) total: 36.9s remaining: 46.4s 886: learn: 0.3807779 test: 0.4083638 best: 0.4083589 (860) total: 36.9s remaining: 46.3s 887: learn: 0.3807578 test: 0.4083277 best: 0.4083277 (887) total: 37s remaining: 46.3s 888: learn: 0.3807424 test: 0.4083289 best: 0.4083277 (887) total: 37s remaining: 46.2s 889: learn: 0.3807195 test: 0.4083298 best: 0.4083277 (887) total: 37s remaining: 46.2s 890: learn: 0.3807015 test: 0.4083258 best: 0.4083258 (890) total: 37.1s remaining: 46.1s 891: learn: 0.3806955 test: 0.4083217 best: 0.4083217 (891) total: 37.1s remaining: 46.1s 892: learn: 0.3806815 test: 0.4083147 best: 0.4083147 (892) total: 37.2s remaining: 46.1s 893: learn: 0.3806596 test: 0.4083276 best: 0.4083147 (892) total: 37.2s remaining: 46s 894: learn: 0.3806421 test: 0.4083245 best: 0.4083147 (892) total: 37.2s remaining: 46s 895: learn: 0.3805889 test: 0.4082792 best: 0.4082792 (895) total: 37.3s remaining: 45.9s 896: learn: 0.3805765 test: 0.4082575 best: 0.4082575 (896) total: 37.3s remaining: 45.9s 897: learn: 0.3805732 test: 0.4082569 best: 0.4082569 (897) total: 37.4s remaining: 45.8s 898: learn: 0.3805479 test: 0.4082596 best: 0.4082569 (897) total: 37.4s remaining: 45.8s 899: learn: 0.3805314 test: 0.4082645 best: 0.4082569 (897) total: 37.4s remaining: 45.7s 900: learn: 0.3804868 test: 0.4082720 best: 0.4082569 (897) total: 37.5s remaining: 45.7s 901: learn: 0.3804642 test: 0.4082290 best: 0.4082290 (901) total: 37.5s remaining: 45.7s 902: learn: 0.3804489 test: 0.4082254 best: 0.4082254 (902) total: 37.5s remaining: 45.6s 903: learn: 0.3804367 test: 0.4082312 best: 0.4082254 (902) total: 37.6s remaining: 45.6s 904: learn: 0.3804035 test: 0.4082074 best: 0.4082074 (904) total: 37.6s remaining: 45.5s 905: learn: 0.3803834 test: 0.4081969 best: 0.4081969 (905) total: 37.7s remaining: 45.5s 906: learn: 0.3803715 test: 0.4081998 best: 0.4081969 (905) total: 37.7s remaining: 45.4s 907: learn: 0.3803295 test: 0.4081528 best: 0.4081528 (907) total: 37.7s remaining: 45.4s 908: learn: 0.3803221 test: 0.4081504 best: 0.4081504 (908) total: 37.8s remaining: 45.4s 909: learn: 0.3802928 test: 0.4081152 best: 0.4081152 (909) total: 37.8s remaining: 45.3s 910: learn: 0.3802426 test: 0.4080977 best: 0.4080977 (910) total: 37.9s remaining: 45.3s 911: learn: 0.3801929 test: 0.4080687 best: 0.4080687 (911) total: 37.9s remaining: 45.2s 912: learn: 0.3801705 test: 0.4080615 best: 0.4080615 (912) total: 38s remaining: 45.2s 913: learn: 0.3801425 test: 0.4080562 best: 0.4080562 (913) total: 38s remaining: 45.2s 914: learn: 0.3801237 test: 0.4080644 best: 0.4080562 (913) total: 38s remaining: 45.1s 915: learn: 0.3800658 test: 0.4080981 best: 0.4080562 (913) total: 38.1s remaining: 45.1s 916: learn: 0.3800624 test: 0.4080953 best: 0.4080562 (913) total: 38.1s remaining: 45s 917: learn: 0.3800361 test: 0.4080801 best: 0.4080562 (913) total: 38.2s remaining: 45s 918: learn: 0.3800143 test: 0.4080780 best: 0.4080562 (913) total: 38.2s remaining: 44.9s 919: learn: 0.3800066 test: 0.4080774 best: 0.4080562 (913) total: 38.2s remaining: 44.9s 920: learn: 0.3799916 test: 0.4080668 best: 0.4080562 (913) total: 38.3s remaining: 44.9s 921: learn: 0.3799862 test: 0.4080680 best: 0.4080562 (913) total: 38.3s remaining: 44.8s 922: learn: 0.3799570 test: 0.4080845 best: 0.4080562 (913) total: 38.4s remaining: 44.8s 923: learn: 0.3799263 test: 0.4080650 best: 0.4080562 (913) total: 38.4s remaining: 44.7s 924: learn: 0.3798903 test: 0.4080370 best: 0.4080370 (924) total: 38.4s remaining: 44.7s 925: learn: 0.3798706 test: 0.4080178 best: 0.4080178 (925) total: 38.5s remaining: 44.6s 926: learn: 0.3798469 test: 0.4079999 best: 0.4079999 (926) total: 38.5s remaining: 44.6s 927: learn: 0.3798036 test: 0.4080412 best: 0.4079999 (926) total: 38.6s remaining: 44.5s 928: learn: 0.3797878 test: 0.4080344 best: 0.4079999 (926) total: 38.6s remaining: 44.5s 929: learn: 0.3797795 test: 0.4080254 best: 0.4079999 (926) total: 38.6s remaining: 44.5s 930: learn: 0.3797623 test: 0.4080104 best: 0.4079999 (926) total: 38.7s remaining: 44.4s 931: learn: 0.3797303 test: 0.4080041 best: 0.4079999 (926) total: 38.7s remaining: 44.4s 932: learn: 0.3796889 test: 0.4079722 best: 0.4079722 (932) total: 38.8s remaining: 44.3s 933: learn: 0.3796682 test: 0.4079641 best: 0.4079641 (933) total: 38.8s remaining: 44.3s 934: learn: 0.3796487 test: 0.4079644 best: 0.4079641 (933) total: 38.8s remaining: 44.2s 935: learn: 0.3796356 test: 0.4079730 best: 0.4079641 (933) total: 38.9s remaining: 44.2s 936: learn: 0.3796147 test: 0.4079697 best: 0.4079641 (933) total: 38.9s remaining: 44.2s 937: learn: 0.3796063 test: 0.4079740 best: 0.4079641 (933) total: 39s remaining: 44.1s 938: learn: 0.3795962 test: 0.4079841 best: 0.4079641 (933) total: 39s remaining: 44.1s 939: learn: 0.3795734 test: 0.4079757 best: 0.4079641 (933) total: 39s remaining: 44s 940: learn: 0.3795193 test: 0.4079374 best: 0.4079374 (940) total: 39.1s remaining: 44s 941: learn: 0.3794744 test: 0.4078973 best: 0.4078973 (941) total: 39.1s remaining: 43.9s 942: learn: 0.3794621 test: 0.4078986 best: 0.4078973 (941) total: 39.2s remaining: 43.9s 943: learn: 0.3794399 test: 0.4078874 best: 0.4078874 (943) total: 39.2s remaining: 43.8s 944: learn: 0.3794170 test: 0.4078782 best: 0.4078782 (944) total: 39.2s remaining: 43.8s 945: learn: 0.3794063 test: 0.4078641 best: 0.4078641 (945) total: 39.3s remaining: 43.8s 946: learn: 0.3793857 test: 0.4078530 best: 0.4078530 (946) total: 39.3s remaining: 43.7s 947: learn: 0.3793706 test: 0.4078515 best: 0.4078515 (947) total: 39.3s remaining: 43.7s 948: learn: 0.3793607 test: 0.4078514 best: 0.4078514 (948) total: 39.4s remaining: 43.6s 949: learn: 0.3793422 test: 0.4078516 best: 0.4078514 (948) total: 39.4s remaining: 43.6s 950: learn: 0.3793209 test: 0.4078470 best: 0.4078470 (950) total: 39.5s remaining: 43.5s 951: learn: 0.3792489 test: 0.4078047 best: 0.4078047 (951) total: 39.5s remaining: 43.5s 952: learn: 0.3792173 test: 0.4077889 best: 0.4077889 (952) total: 39.5s remaining: 43.4s 953: learn: 0.3791987 test: 0.4077754 best: 0.4077754 (953) total: 39.6s remaining: 43.4s 954: learn: 0.3791772 test: 0.4077686 best: 0.4077686 (954) total: 39.6s remaining: 43.3s 955: learn: 0.3791508 test: 0.4077427 best: 0.4077427 (955) total: 39.6s remaining: 43.3s 956: learn: 0.3791339 test: 0.4077444 best: 0.4077427 (955) total: 39.7s remaining: 43.2s 957: learn: 0.3790994 test: 0.4077595 best: 0.4077427 (955) total: 39.7s remaining: 43.2s 958: learn: 0.3790840 test: 0.4077533 best: 0.4077427 (955) total: 39.8s remaining: 43.2s 959: learn: 0.3790746 test: 0.4077524 best: 0.4077427 (955) total: 39.8s remaining: 43.1s 960: learn: 0.3790697 test: 0.4077530 best: 0.4077427 (955) total: 39.8s remaining: 43.1s 961: learn: 0.3790540 test: 0.4077669 best: 0.4077427 (955) total: 39.9s remaining: 43s 962: learn: 0.3790211 test: 0.4077856 best: 0.4077427 (955) total: 39.9s remaining: 43s 963: learn: 0.3789888 test: 0.4077929 best: 0.4077427 (955) total: 40s remaining: 42.9s 964: learn: 0.3789788 test: 0.4077896 best: 0.4077427 (955) total: 40s remaining: 42.9s 965: learn: 0.3789660 test: 0.4077832 best: 0.4077427 (955) total: 40s remaining: 42.9s 966: learn: 0.3789580 test: 0.4077723 best: 0.4077427 (955) total: 40.1s remaining: 42.8s 967: learn: 0.3789326 test: 0.4077803 best: 0.4077427 (955) total: 40.1s remaining: 42.8s 968: learn: 0.3789121 test: 0.4077836 best: 0.4077427 (955) total: 40.2s remaining: 42.8s 969: learn: 0.3788990 test: 0.4077882 best: 0.4077427 (955) total: 40.2s remaining: 42.7s 970: learn: 0.3788821 test: 0.4077871 best: 0.4077427 (955) total: 40.3s remaining: 42.7s 971: learn: 0.3788645 test: 0.4077888 best: 0.4077427 (955) total: 40.3s remaining: 42.6s 972: learn: 0.3788079 test: 0.4077842 best: 0.4077427 (955) total: 40.4s remaining: 42.6s 973: learn: 0.3787878 test: 0.4077844 best: 0.4077427 (955) total: 40.4s remaining: 42.6s 974: learn: 0.3787251 test: 0.4079381 best: 0.4077427 (955) total: 40.4s remaining: 42.5s 975: learn: 0.3786996 test: 0.4079405 best: 0.4077427 (955) total: 40.5s remaining: 42.5s 976: learn: 0.3786702 test: 0.4079368 best: 0.4077427 (955) total: 40.5s remaining: 42.4s 977: learn: 0.3786040 test: 0.4079330 best: 0.4077427 (955) total: 40.6s remaining: 42.4s 978: learn: 0.3785343 test: 0.4078716 best: 0.4077427 (955) total: 40.6s remaining: 42.4s 979: learn: 0.3784905 test: 0.4078487 best: 0.4077427 (955) total: 40.7s remaining: 42.3s 980: learn: 0.3784763 test: 0.4078417 best: 0.4077427 (955) total: 40.7s remaining: 42.3s 981: learn: 0.3784703 test: 0.4078341 best: 0.4077427 (955) total: 40.7s remaining: 42.2s 982: learn: 0.3784589 test: 0.4078360 best: 0.4077427 (955) total: 40.8s remaining: 42.2s 983: learn: 0.3784268 test: 0.4078192 best: 0.4077427 (955) total: 40.8s remaining: 42.1s 984: learn: 0.3784082 test: 0.4077880 best: 0.4077427 (955) total: 40.9s remaining: 42.1s 985: learn: 0.3783984 test: 0.4077878 best: 0.4077427 (955) total: 40.9s remaining: 42.1s 986: learn: 0.3783941 test: 0.4077862 best: 0.4077427 (955) total: 40.9s remaining: 42s 987: learn: 0.3783762 test: 0.4077845 best: 0.4077427 (955) total: 41s remaining: 42s 988: learn: 0.3783578 test: 0.4077836 best: 0.4077427 (955) total: 41s remaining: 41.9s 989: learn: 0.3783324 test: 0.4078068 best: 0.4077427 (955) total: 41.1s remaining: 41.9s 990: learn: 0.3783135 test: 0.4077995 best: 0.4077427 (955) total: 41.1s remaining: 41.9s 991: learn: 0.3782602 test: 0.4077541 best: 0.4077427 (955) total: 41.2s remaining: 41.9s 992: learn: 0.3782530 test: 0.4077618 best: 0.4077427 (955) total: 41.3s remaining: 41.9s 993: learn: 0.3782372 test: 0.4077485 best: 0.4077427 (955) total: 41.3s remaining: 41.8s 994: learn: 0.3782293 test: 0.4077466 best: 0.4077427 (955) total: 41.4s remaining: 41.8s 995: learn: 0.3781840 test: 0.4077004 best: 0.4077004 (995) total: 41.4s remaining: 41.7s 996: learn: 0.3781692 test: 0.4076877 best: 0.4076877 (996) total: 41.4s remaining: 41.7s 997: learn: 0.3781361 test: 0.4076869 best: 0.4076869 (997) total: 41.5s remaining: 41.6s 998: learn: 0.3780385 test: 0.4076314 best: 0.4076314 (998) total: 41.5s remaining: 41.6s 999: learn: 0.3780116 test: 0.4076590 best: 0.4076314 (998) total: 41.5s remaining: 41.5s 1000: learn: 0.3779885 test: 0.4076571 best: 0.4076314 (998) total: 41.6s remaining: 41.5s 1001: learn: 0.3779776 test: 0.4076477 best: 0.4076314 (998) total: 41.6s remaining: 41.5s 1002: learn: 0.3779590 test: 0.4076292 best: 0.4076292 (1002) total: 41.7s remaining: 41.4s 1003: learn: 0.3779349 test: 0.4076234 best: 0.4076234 (1003) total: 41.7s remaining: 41.4s 1004: learn: 0.3779290 test: 0.4076336 best: 0.4076234 (1003) total: 41.8s remaining: 41.4s 1005: learn: 0.3779224 test: 0.4076338 best: 0.4076234 (1003) total: 41.8s remaining: 41.3s 1006: learn: 0.3777686 test: 0.4076524 best: 0.4076234 (1003) total: 41.8s remaining: 41.3s 1007: learn: 0.3777143 test: 0.4076582 best: 0.4076234 (1003) total: 41.9s remaining: 41.2s 1008: learn: 0.3776586 test: 0.4076644 best: 0.4076234 (1003) total: 41.9s remaining: 41.2s 1009: learn: 0.3776453 test: 0.4076477 best: 0.4076234 (1003) total: 42s remaining: 41.1s 1010: learn: 0.3776284 test: 0.4076347 best: 0.4076234 (1003) total: 42s remaining: 41.1s 1011: learn: 0.3776240 test: 0.4076407 best: 0.4076234 (1003) total: 42s remaining: 41s 1012: learn: 0.3775780 test: 0.4076664 best: 0.4076234 (1003) total: 42.1s remaining: 41s 1013: learn: 0.3775667 test: 0.4076569 best: 0.4076234 (1003) total: 42.1s remaining: 41s 1014: learn: 0.3775570 test: 0.4076506 best: 0.4076234 (1003) total: 42.2s remaining: 40.9s 1015: learn: 0.3775277 test: 0.4076467 best: 0.4076234 (1003) total: 42.2s remaining: 40.9s 1016: learn: 0.3775141 test: 0.4076384 best: 0.4076234 (1003) total: 42.3s remaining: 40.9s 1017: learn: 0.3775119 test: 0.4076403 best: 0.4076234 (1003) total: 42.3s remaining: 40.8s 1018: learn: 0.3775016 test: 0.4076400 best: 0.4076234 (1003) total: 42.4s remaining: 40.8s 1019: learn: 0.3774924 test: 0.4076441 best: 0.4076234 (1003) total: 42.4s remaining: 40.7s 1020: learn: 0.3774809 test: 0.4076397 best: 0.4076234 (1003) total: 42.4s remaining: 40.7s 1021: learn: 0.3774525 test: 0.4076210 best: 0.4076210 (1021) total: 42.5s remaining: 40.7s 1022: learn: 0.3774385 test: 0.4076169 best: 0.4076169 (1022) total: 42.5s remaining: 40.6s 1023: learn: 0.3774050 test: 0.4076172 best: 0.4076169 (1022) total: 42.6s remaining: 40.6s 1024: learn: 0.3773744 test: 0.4076002 best: 0.4076002 (1024) total: 42.6s remaining: 40.6s 1025: learn: 0.3773550 test: 0.4075981 best: 0.4075981 (1025) total: 42.7s remaining: 40.5s 1026: learn: 0.3773364 test: 0.4075891 best: 0.4075891 (1026) total: 42.7s remaining: 40.5s 1027: learn: 0.3773243 test: 0.4075865 best: 0.4075865 (1027) total: 42.8s remaining: 40.4s 1028: learn: 0.3773124 test: 0.4075881 best: 0.4075865 (1027) total: 42.8s remaining: 40.4s 1029: learn: 0.3772825 test: 0.4075764 best: 0.4075764 (1029) total: 42.8s remaining: 40.4s 1030: learn: 0.3772448 test: 0.4075632 best: 0.4075632 (1030) total: 42.9s remaining: 40.3s 1031: learn: 0.3772375 test: 0.4075735 best: 0.4075632 (1030) total: 42.9s remaining: 40.3s 1032: learn: 0.3771931 test: 0.4075881 best: 0.4075632 (1030) total: 43s remaining: 40.2s 1033: learn: 0.3771726 test: 0.4076135 best: 0.4075632 (1030) total: 43s remaining: 40.2s 1034: learn: 0.3771686 test: 0.4076138 best: 0.4075632 (1030) total: 43.1s remaining: 40.1s 1035: learn: 0.3771480 test: 0.4075955 best: 0.4075632 (1030) total: 43.1s remaining: 40.1s 1036: learn: 0.3771246 test: 0.4075738 best: 0.4075632 (1030) total: 43.1s remaining: 40.1s 1037: learn: 0.3771192 test: 0.4075746 best: 0.4075632 (1030) total: 43.2s remaining: 40s 1038: learn: 0.3771042 test: 0.4075840 best: 0.4075632 (1030) total: 43.2s remaining: 40s 1039: learn: 0.3770409 test: 0.4075964 best: 0.4075632 (1030) total: 43.3s remaining: 39.9s 1040: learn: 0.3770250 test: 0.4075958 best: 0.4075632 (1030) total: 43.3s remaining: 39.9s 1041: learn: 0.3770182 test: 0.4075972 best: 0.4075632 (1030) total: 43.3s remaining: 39.8s 1042: learn: 0.3770155 test: 0.4075992 best: 0.4075632 (1030) total: 43.4s remaining: 39.8s 1043: learn: 0.3769651 test: 0.4076205 best: 0.4075632 (1030) total: 43.4s remaining: 39.8s 1044: learn: 0.3769435 test: 0.4076134 best: 0.4075632 (1030) total: 43.4s remaining: 39.7s 1045: learn: 0.3769213 test: 0.4076245 best: 0.4075632 (1030) total: 43.5s remaining: 39.7s 1046: learn: 0.3769047 test: 0.4076235 best: 0.4075632 (1030) total: 43.5s remaining: 39.6s 1047: learn: 0.3768964 test: 0.4076237 best: 0.4075632 (1030) total: 43.6s remaining: 39.6s 1048: learn: 0.3768781 test: 0.4076293 best: 0.4075632 (1030) total: 43.6s remaining: 39.5s 1049: learn: 0.3768594 test: 0.4076509 best: 0.4075632 (1030) total: 43.7s remaining: 39.5s 1050: learn: 0.3768258 test: 0.4076383 best: 0.4075632 (1030) total: 43.7s remaining: 39.4s 1051: learn: 0.3768105 test: 0.4076377 best: 0.4075632 (1030) total: 43.7s remaining: 39.4s 1052: learn: 0.3767984 test: 0.4076313 best: 0.4075632 (1030) total: 43.8s remaining: 39.4s 1053: learn: 0.3767840 test: 0.4076333 best: 0.4075632 (1030) total: 43.8s remaining: 39.3s 1054: learn: 0.3767725 test: 0.4076361 best: 0.4075632 (1030) total: 43.9s remaining: 39.3s 1055: learn: 0.3767441 test: 0.4076180 best: 0.4075632 (1030) total: 43.9s remaining: 39.2s 1056: learn: 0.3767152 test: 0.4075968 best: 0.4075632 (1030) total: 43.9s remaining: 39.2s 1057: learn: 0.3766974 test: 0.4076015 best: 0.4075632 (1030) total: 44s remaining: 39.1s 1058: learn: 0.3766671 test: 0.4075986 best: 0.4075632 (1030) total: 44s remaining: 39.1s 1059: learn: 0.3766563 test: 0.4076048 best: 0.4075632 (1030) total: 44s remaining: 39s 1060: learn: 0.3766169 test: 0.4076912 best: 0.4075632 (1030) total: 44.1s remaining: 39s 1061: learn: 0.3766136 test: 0.4076957 best: 0.4075632 (1030) total: 44.1s remaining: 38.9s 1062: learn: 0.3765849 test: 0.4076950 best: 0.4075632 (1030) total: 44.1s remaining: 38.9s 1063: learn: 0.3765637 test: 0.4076664 best: 0.4075632 (1030) total: 44.2s remaining: 38.9s 1064: learn: 0.3765545 test: 0.4076752 best: 0.4075632 (1030) total: 44.2s remaining: 38.8s 1065: learn: 0.3765329 test: 0.4076742 best: 0.4075632 (1030) total: 44.3s remaining: 38.8s 1066: learn: 0.3765279 test: 0.4076776 best: 0.4075632 (1030) total: 44.3s remaining: 38.7s 1067: learn: 0.3765218 test: 0.4076741 best: 0.4075632 (1030) total: 44.3s remaining: 38.7s 1068: learn: 0.3764918 test: 0.4076532 best: 0.4075632 (1030) total: 44.4s remaining: 38.7s 1069: learn: 0.3764583 test: 0.4076486 best: 0.4075632 (1030) total: 44.4s remaining: 38.6s 1070: learn: 0.3764364 test: 0.4076347 best: 0.4075632 (1030) total: 44.5s remaining: 38.6s 1071: learn: 0.3764005 test: 0.4076522 best: 0.4075632 (1030) total: 44.5s remaining: 38.5s 1072: learn: 0.3763783 test: 0.4076501 best: 0.4075632 (1030) total: 44.6s remaining: 38.5s 1073: learn: 0.3763659 test: 0.4076548 best: 0.4075632 (1030) total: 44.6s remaining: 38.5s 1074: learn: 0.3763514 test: 0.4076454 best: 0.4075632 (1030) total: 44.7s remaining: 38.4s 1075: learn: 0.3763335 test: 0.4076356 best: 0.4075632 (1030) total: 44.7s remaining: 38.4s 1076: learn: 0.3762977 test: 0.4076079 best: 0.4075632 (1030) total: 44.8s remaining: 38.4s 1077: learn: 0.3762796 test: 0.4076026 best: 0.4075632 (1030) total: 44.8s remaining: 38.3s 1078: learn: 0.3762763 test: 0.4076017 best: 0.4075632 (1030) total: 44.9s remaining: 38.3s 1079: learn: 0.3762615 test: 0.4076014 best: 0.4075632 (1030) total: 44.9s remaining: 38.3s 1080: learn: 0.3762322 test: 0.4075971 best: 0.4075632 (1030) total: 44.9s remaining: 38.2s 1081: learn: 0.3762086 test: 0.4075953 best: 0.4075632 (1030) total: 45s remaining: 38.2s 1082: learn: 0.3761876 test: 0.4075918 best: 0.4075632 (1030) total: 45s remaining: 38.1s 1083: learn: 0.3761768 test: 0.4075864 best: 0.4075632 (1030) total: 45.1s remaining: 38.1s 1084: learn: 0.3761665 test: 0.4075878 best: 0.4075632 (1030) total: 45.1s remaining: 38s 1085: learn: 0.3761409 test: 0.4075859 best: 0.4075632 (1030) total: 45.2s remaining: 38s 1086: learn: 0.3761140 test: 0.4075714 best: 0.4075632 (1030) total: 45.2s remaining: 38s 1087: learn: 0.3761009 test: 0.4075669 best: 0.4075632 (1030) total: 45.3s remaining: 37.9s 1088: learn: 0.3760742 test: 0.4075812 best: 0.4075632 (1030) total: 45.3s remaining: 37.9s 1089: learn: 0.3760065 test: 0.4075918 best: 0.4075632 (1030) total: 45.3s remaining: 37.9s 1090: learn: 0.3759777 test: 0.4075866 best: 0.4075632 (1030) total: 45.4s remaining: 37.8s 1091: learn: 0.3759520 test: 0.4075864 best: 0.4075632 (1030) total: 45.4s remaining: 37.8s 1092: learn: 0.3759293 test: 0.4075902 best: 0.4075632 (1030) total: 45.5s remaining: 37.7s 1093: learn: 0.3759172 test: 0.4075813 best: 0.4075632 (1030) total: 45.5s remaining: 37.7s 1094: learn: 0.3758884 test: 0.4075790 best: 0.4075632 (1030) total: 45.6s remaining: 37.7s 1095: learn: 0.3758514 test: 0.4075774 best: 0.4075632 (1030) total: 45.6s remaining: 37.6s 1096: learn: 0.3758411 test: 0.4075790 best: 0.4075632 (1030) total: 45.7s remaining: 37.6s 1097: learn: 0.3758322 test: 0.4075831 best: 0.4075632 (1030) total: 45.7s remaining: 37.5s 1098: learn: 0.3758073 test: 0.4076006 best: 0.4075632 (1030) total: 45.7s remaining: 37.5s 1099: learn: 0.3757913 test: 0.4076004 best: 0.4075632 (1030) total: 45.8s remaining: 37.5s 1100: learn: 0.3757751 test: 0.4075975 best: 0.4075632 (1030) total: 45.8s remaining: 37.4s 1101: learn: 0.3757502 test: 0.4075814 best: 0.4075632 (1030) total: 45.9s remaining: 37.4s 1102: learn: 0.3757448 test: 0.4075742 best: 0.4075632 (1030) total: 45.9s remaining: 37.3s 1103: learn: 0.3757084 test: 0.4075636 best: 0.4075632 (1030) total: 46s remaining: 37.3s 1104: learn: 0.3756889 test: 0.4075625 best: 0.4075625 (1104) total: 46s remaining: 37.3s 1105: learn: 0.3756487 test: 0.4075376 best: 0.4075376 (1105) total: 46s remaining: 37.2s 1106: learn: 0.3756399 test: 0.4075383 best: 0.4075376 (1105) total: 46.1s remaining: 37.2s 1107: learn: 0.3756012 test: 0.4074969 best: 0.4074969 (1107) total: 46.1s remaining: 37.1s 1108: learn: 0.3755688 test: 0.4074975 best: 0.4074969 (1107) total: 46.2s remaining: 37.1s 1109: learn: 0.3755584 test: 0.4075077 best: 0.4074969 (1107) total: 46.2s remaining: 37s 1110: learn: 0.3755480 test: 0.4075154 best: 0.4074969 (1107) total: 46.2s remaining: 37s 1111: learn: 0.3755330 test: 0.4075150 best: 0.4074969 (1107) total: 46.3s remaining: 37s 1112: learn: 0.3755172 test: 0.4074997 best: 0.4074969 (1107) total: 46.3s remaining: 36.9s 1113: learn: 0.3754969 test: 0.4075042 best: 0.4074969 (1107) total: 46.4s remaining: 36.9s 1114: learn: 0.3754437 test: 0.4074996 best: 0.4074969 (1107) total: 46.4s remaining: 36.9s 1115: learn: 0.3754313 test: 0.4075068 best: 0.4074969 (1107) total: 46.5s remaining: 36.8s 1116: learn: 0.3754035 test: 0.4075126 best: 0.4074969 (1107) total: 46.5s remaining: 36.8s 1117: learn: 0.3753569 test: 0.4074733 best: 0.4074733 (1117) total: 46.6s remaining: 36.7s 1118: learn: 0.3753310 test: 0.4074778 best: 0.4074733 (1117) total: 46.6s remaining: 36.7s 1119: learn: 0.3753161 test: 0.4074939 best: 0.4074733 (1117) total: 46.6s remaining: 36.6s 1120: learn: 0.3753074 test: 0.4074903 best: 0.4074733 (1117) total: 46.7s remaining: 36.6s 1121: learn: 0.3751839 test: 0.4076533 best: 0.4074733 (1117) total: 46.7s remaining: 36.6s 1122: learn: 0.3751563 test: 0.4076396 best: 0.4074733 (1117) total: 46.8s remaining: 36.5s 1123: learn: 0.3751409 test: 0.4076184 best: 0.4074733 (1117) total: 46.8s remaining: 36.5s 1124: learn: 0.3751274 test: 0.4076155 best: 0.4074733 (1117) total: 46.9s remaining: 36.4s 1125: learn: 0.3751209 test: 0.4076105 best: 0.4074733 (1117) total: 46.9s remaining: 36.4s 1126: learn: 0.3751113 test: 0.4076086 best: 0.4074733 (1117) total: 46.9s remaining: 36.4s 1127: learn: 0.3750429 test: 0.4077303 best: 0.4074733 (1117) total: 47s remaining: 36.3s 1128: learn: 0.3749609 test: 0.4077291 best: 0.4074733 (1117) total: 47s remaining: 36.3s 1129: learn: 0.3749262 test: 0.4076928 best: 0.4074733 (1117) total: 47s remaining: 36.2s 1130: learn: 0.3748793 test: 0.4076567 best: 0.4074733 (1117) total: 47.1s remaining: 36.2s 1131: learn: 0.3748486 test: 0.4076458 best: 0.4074733 (1117) total: 47.1s remaining: 36.1s 1132: learn: 0.3748433 test: 0.4076496 best: 0.4074733 (1117) total: 47.2s remaining: 36.1s 1133: learn: 0.3748185 test: 0.4076604 best: 0.4074733 (1117) total: 47.2s remaining: 36s 1134: learn: 0.3748102 test: 0.4076677 best: 0.4074733 (1117) total: 47.2s remaining: 36s 1135: learn: 0.3747880 test: 0.4076521 best: 0.4074733 (1117) total: 47.3s remaining: 36s 1136: learn: 0.3747719 test: 0.4076554 best: 0.4074733 (1117) total: 47.3s remaining: 35.9s 1137: learn: 0.3747490 test: 0.4076596 best: 0.4074733 (1117) total: 47.3s remaining: 35.9s 1138: learn: 0.3747353 test: 0.4076716 best: 0.4074733 (1117) total: 47.4s remaining: 35.8s 1139: learn: 0.3747295 test: 0.4076725 best: 0.4074733 (1117) total: 47.4s remaining: 35.8s 1140: learn: 0.3747244 test: 0.4076737 best: 0.4074733 (1117) total: 47.5s remaining: 35.7s 1141: learn: 0.3747217 test: 0.4076751 best: 0.4074733 (1117) total: 47.5s remaining: 35.7s 1142: learn: 0.3747162 test: 0.4076671 best: 0.4074733 (1117) total: 47.5s remaining: 35.7s 1143: learn: 0.3747040 test: 0.4076657 best: 0.4074733 (1117) total: 47.6s remaining: 35.6s 1144: learn: 0.3747026 test: 0.4076637 best: 0.4074733 (1117) total: 47.6s remaining: 35.6s 1145: learn: 0.3746972 test: 0.4076676 best: 0.4074733 (1117) total: 47.7s remaining: 35.5s 1146: learn: 0.3746741 test: 0.4076524 best: 0.4074733 (1117) total: 47.7s remaining: 35.5s 1147: learn: 0.3746617 test: 0.4076451 best: 0.4074733 (1117) total: 47.8s remaining: 35.4s 1148: learn: 0.3746364 test: 0.4076634 best: 0.4074733 (1117) total: 47.8s remaining: 35.4s 1149: learn: 0.3746301 test: 0.4076650 best: 0.4074733 (1117) total: 47.8s remaining: 35.4s 1150: learn: 0.3745829 test: 0.4076659 best: 0.4074733 (1117) total: 47.9s remaining: 35.3s 1151: learn: 0.3745780 test: 0.4076658 best: 0.4074733 (1117) total: 47.9s remaining: 35.3s 1152: learn: 0.3745443 test: 0.4076404 best: 0.4074733 (1117) total: 47.9s remaining: 35.2s 1153: learn: 0.3745340 test: 0.4076299 best: 0.4074733 (1117) total: 48s remaining: 35.2s 1154: learn: 0.3745118 test: 0.4076473 best: 0.4074733 (1117) total: 48s remaining: 35.1s 1155: learn: 0.3745072 test: 0.4076533 best: 0.4074733 (1117) total: 48.1s remaining: 35.1s 1156: learn: 0.3744975 test: 0.4076558 best: 0.4074733 (1117) total: 48.1s remaining: 35s 1157: learn: 0.3744909 test: 0.4076476 best: 0.4074733 (1117) total: 48.1s remaining: 35s 1158: learn: 0.3744661 test: 0.4076492 best: 0.4074733 (1117) total: 48.2s remaining: 35s 1159: learn: 0.3744634 test: 0.4076494 best: 0.4074733 (1117) total: 48.2s remaining: 34.9s 1160: learn: 0.3743981 test: 0.4077650 best: 0.4074733 (1117) total: 48.3s remaining: 34.9s 1161: learn: 0.3743741 test: 0.4077609 best: 0.4074733 (1117) total: 48.3s remaining: 34.8s 1162: learn: 0.3743388 test: 0.4077707 best: 0.4074733 (1117) total: 48.3s remaining: 34.8s 1163: learn: 0.3743016 test: 0.4077728 best: 0.4074733 (1117) total: 48.4s remaining: 34.7s 1164: learn: 0.3742817 test: 0.4077697 best: 0.4074733 (1117) total: 48.4s remaining: 34.7s 1165: learn: 0.3742577 test: 0.4077698 best: 0.4074733 (1117) total: 48.5s remaining: 34.7s 1166: learn: 0.3742264 test: 0.4077672 best: 0.4074733 (1117) total: 48.5s remaining: 34.6s 1167: learn: 0.3742189 test: 0.4077667 best: 0.4074733 (1117) total: 48.5s remaining: 34.6s 1168: learn: 0.3741979 test: 0.4077368 best: 0.4074733 (1117) total: 48.6s remaining: 34.5s 1169: learn: 0.3741917 test: 0.4077377 best: 0.4074733 (1117) total: 48.6s remaining: 34.5s 1170: learn: 0.3741824 test: 0.4077363 best: 0.4074733 (1117) total: 48.7s remaining: 34.5s 1171: learn: 0.3741689 test: 0.4077355 best: 0.4074733 (1117) total: 48.7s remaining: 34.4s 1172: learn: 0.3741613 test: 0.4077416 best: 0.4074733 (1117) total: 48.8s remaining: 34.4s 1173: learn: 0.3741445 test: 0.4077467 best: 0.4074733 (1117) total: 48.8s remaining: 34.3s 1174: learn: 0.3741186 test: 0.4077547 best: 0.4074733 (1117) total: 48.9s remaining: 34.3s 1175: learn: 0.3741054 test: 0.4077554 best: 0.4074733 (1117) total: 48.9s remaining: 34.3s 1176: learn: 0.3740909 test: 0.4077517 best: 0.4074733 (1117) total: 49s remaining: 34.2s 1177: learn: 0.3740701 test: 0.4077516 best: 0.4074733 (1117) total: 49s remaining: 34.2s 1178: learn: 0.3740384 test: 0.4077604 best: 0.4074733 (1117) total: 49s remaining: 34.2s 1179: learn: 0.3740320 test: 0.4077571 best: 0.4074733 (1117) total: 49.1s remaining: 34.1s 1180: learn: 0.3740219 test: 0.4077649 best: 0.4074733 (1117) total: 49.1s remaining: 34.1s 1181: learn: 0.3739814 test: 0.4077664 best: 0.4074733 (1117) total: 49.2s remaining: 34s 1182: learn: 0.3739237 test: 0.4077416 best: 0.4074733 (1117) total: 49.2s remaining: 34s 1183: learn: 0.3739011 test: 0.4077077 best: 0.4074733 (1117) total: 49.2s remaining: 33.9s 1184: learn: 0.3738854 test: 0.4076968 best: 0.4074733 (1117) total: 49.3s remaining: 33.9s 1185: learn: 0.3738744 test: 0.4076983 best: 0.4074733 (1117) total: 49.3s remaining: 33.8s 1186: learn: 0.3738606 test: 0.4076963 best: 0.4074733 (1117) total: 49.3s remaining: 33.8s 1187: learn: 0.3738549 test: 0.4076952 best: 0.4074733 (1117) total: 49.4s remaining: 33.8s 1188: learn: 0.3738298 test: 0.4076972 best: 0.4074733 (1117) total: 49.4s remaining: 33.7s 1189: learn: 0.3738177 test: 0.4076916 best: 0.4074733 (1117) total: 49.5s remaining: 33.7s 1190: learn: 0.3738055 test: 0.4076929 best: 0.4074733 (1117) total: 49.5s remaining: 33.6s 1191: learn: 0.3737843 test: 0.4076949 best: 0.4074733 (1117) total: 49.6s remaining: 33.6s 1192: learn: 0.3737721 test: 0.4076923 best: 0.4074733 (1117) total: 49.6s remaining: 33.6s 1193: learn: 0.3737599 test: 0.4076889 best: 0.4074733 (1117) total: 49.7s remaining: 33.5s 1194: learn: 0.3737551 test: 0.4076889 best: 0.4074733 (1117) total: 49.7s remaining: 33.5s 1195: learn: 0.3737289 test: 0.4076871 best: 0.4074733 (1117) total: 49.7s remaining: 33.4s 1196: learn: 0.3737185 test: 0.4076819 best: 0.4074733 (1117) total: 49.8s remaining: 33.4s 1197: learn: 0.3736845 test: 0.4076701 best: 0.4074733 (1117) total: 49.8s remaining: 33.4s 1198: learn: 0.3736697 test: 0.4076730 best: 0.4074733 (1117) total: 49.9s remaining: 33.3s 1199: learn: 0.3736637 test: 0.4076667 best: 0.4074733 (1117) total: 49.9s remaining: 33.3s 1200: learn: 0.3736488 test: 0.4076664 best: 0.4074733 (1117) total: 49.9s remaining: 33.2s 1201: learn: 0.3736330 test: 0.4076896 best: 0.4074733 (1117) total: 50s remaining: 33.2s 1202: learn: 0.3736288 test: 0.4076843 best: 0.4074733 (1117) total: 50s remaining: 33.1s 1203: learn: 0.3736069 test: 0.4076667 best: 0.4074733 (1117) total: 50.1s remaining: 33.1s 1204: learn: 0.3735420 test: 0.4076054 best: 0.4074733 (1117) total: 50.1s remaining: 33.1s 1205: learn: 0.3735282 test: 0.4076042 best: 0.4074733 (1117) total: 50.1s remaining: 33s 1206: learn: 0.3735109 test: 0.4076240 best: 0.4074733 (1117) total: 50.2s remaining: 33s 1207: learn: 0.3734902 test: 0.4076186 best: 0.4074733 (1117) total: 50.2s remaining: 32.9s 1208: learn: 0.3734604 test: 0.4076587 best: 0.4074733 (1117) total: 50.3s remaining: 32.9s 1209: learn: 0.3734365 test: 0.4076475 best: 0.4074733 (1117) total: 50.3s remaining: 32.8s 1210: learn: 0.3733826 test: 0.4075939 best: 0.4074733 (1117) total: 50.3s remaining: 32.8s 1211: learn: 0.3733740 test: 0.4075907 best: 0.4074733 (1117) total: 50.4s remaining: 32.8s 1212: learn: 0.3733477 test: 0.4075833 best: 0.4074733 (1117) total: 50.4s remaining: 32.7s 1213: learn: 0.3733217 test: 0.4075767 best: 0.4074733 (1117) total: 50.5s remaining: 32.7s 1214: learn: 0.3733003 test: 0.4075321 best: 0.4074733 (1117) total: 50.5s remaining: 32.6s 1215: learn: 0.3732767 test: 0.4075366 best: 0.4074733 (1117) total: 50.5s remaining: 32.6s 1216: learn: 0.3732580 test: 0.4075416 best: 0.4074733 (1117) total: 50.6s remaining: 32.5s 1217: learn: 0.3732122 test: 0.4075674 best: 0.4074733 (1117) total: 50.6s remaining: 32.5s 1218: learn: 0.3731917 test: 0.4075575 best: 0.4074733 (1117) total: 50.7s remaining: 32.5s 1219: learn: 0.3731793 test: 0.4075425 best: 0.4074733 (1117) total: 50.7s remaining: 32.4s 1220: learn: 0.3731548 test: 0.4075530 best: 0.4074733 (1117) total: 50.8s remaining: 32.4s 1221: learn: 0.3731279 test: 0.4075387 best: 0.4074733 (1117) total: 50.8s remaining: 32.3s 1222: learn: 0.3730900 test: 0.4075162 best: 0.4074733 (1117) total: 50.8s remaining: 32.3s 1223: learn: 0.3730695 test: 0.4075184 best: 0.4074733 (1117) total: 50.9s remaining: 32.3s 1224: learn: 0.3730486 test: 0.4074997 best: 0.4074733 (1117) total: 50.9s remaining: 32.2s 1225: learn: 0.3730313 test: 0.4075125 best: 0.4074733 (1117) total: 51s remaining: 32.2s 1226: learn: 0.3730237 test: 0.4075003 best: 0.4074733 (1117) total: 51s remaining: 32.1s 1227: learn: 0.3730098 test: 0.4075042 best: 0.4074733 (1117) total: 51.1s remaining: 32.1s 1228: learn: 0.3730010 test: 0.4074994 best: 0.4074733 (1117) total: 51.1s remaining: 32.1s 1229: learn: 0.3729964 test: 0.4075025 best: 0.4074733 (1117) total: 51.1s remaining: 32s 1230: learn: 0.3729404 test: 0.4074975 best: 0.4074733 (1117) total: 51.2s remaining: 32s 1231: learn: 0.3729281 test: 0.4074835 best: 0.4074733 (1117) total: 51.2s remaining: 31.9s 1232: learn: 0.3729105 test: 0.4074748 best: 0.4074733 (1117) total: 51.3s remaining: 31.9s 1233: learn: 0.3728983 test: 0.4074669 best: 0.4074669 (1233) total: 51.3s remaining: 31.8s 1234: learn: 0.3728781 test: 0.4074499 best: 0.4074499 (1234) total: 51.3s remaining: 31.8s 1235: learn: 0.3728686 test: 0.4074473 best: 0.4074473 (1235) total: 51.4s remaining: 31.8s 1236: learn: 0.3728283 test: 0.4074492 best: 0.4074473 (1235) total: 51.4s remaining: 31.7s 1237: learn: 0.3728101 test: 0.4074658 best: 0.4074473 (1235) total: 51.5s remaining: 31.7s 1238: learn: 0.3727949 test: 0.4074718 best: 0.4074473 (1235) total: 51.5s remaining: 31.6s 1239: learn: 0.3727769 test: 0.4074651 best: 0.4074473 (1235) total: 51.5s remaining: 31.6s 1240: learn: 0.3727637 test: 0.4074551 best: 0.4074473 (1235) total: 51.6s remaining: 31.5s 1241: learn: 0.3727441 test: 0.4074748 best: 0.4074473 (1235) total: 51.6s remaining: 31.5s 1242: learn: 0.3726925 test: 0.4073752 best: 0.4073752 (1242) total: 51.6s remaining: 31.5s 1243: learn: 0.3726827 test: 0.4073717 best: 0.4073717 (1243) total: 51.7s remaining: 31.4s 1244: learn: 0.3726760 test: 0.4073698 best: 0.4073698 (1244) total: 51.7s remaining: 31.4s 1245: learn: 0.3726632 test: 0.4073679 best: 0.4073679 (1245) total: 51.8s remaining: 31.3s 1246: learn: 0.3726502 test: 0.4073584 best: 0.4073584 (1246) total: 51.8s remaining: 31.3s 1247: learn: 0.3726305 test: 0.4073590 best: 0.4073584 (1246) total: 51.9s remaining: 31.2s 1248: learn: 0.3726175 test: 0.4073431 best: 0.4073431 (1248) total: 51.9s remaining: 31.2s 1249: learn: 0.3726095 test: 0.4073407 best: 0.4073407 (1249) total: 51.9s remaining: 31.2s 1250: learn: 0.3726033 test: 0.4073305 best: 0.4073305 (1250) total: 52s remaining: 31.1s 1251: learn: 0.3725871 test: 0.4073295 best: 0.4073295 (1251) total: 52s remaining: 31.1s 1252: learn: 0.3725780 test: 0.4073208 best: 0.4073208 (1252) total: 52s remaining: 31s 1253: learn: 0.3725722 test: 0.4073191 best: 0.4073191 (1253) total: 52.1s remaining: 31s 1254: learn: 0.3725538 test: 0.4073268 best: 0.4073191 (1253) total: 52.1s remaining: 30.9s 1255: learn: 0.3725444 test: 0.4073099 best: 0.4073099 (1255) total: 52.2s remaining: 30.9s 1256: learn: 0.3725369 test: 0.4073098 best: 0.4073098 (1256) total: 52.2s remaining: 30.9s 1257: learn: 0.3725173 test: 0.4072992 best: 0.4072992 (1257) total: 52.3s remaining: 30.8s 1258: learn: 0.3724800 test: 0.4073171 best: 0.4072992 (1257) total: 52.3s remaining: 30.8s 1259: learn: 0.3724526 test: 0.4073071 best: 0.4072992 (1257) total: 52.3s remaining: 30.7s 1260: learn: 0.3724412 test: 0.4073082 best: 0.4072992 (1257) total: 52.4s remaining: 30.7s 1261: learn: 0.3724085 test: 0.4073211 best: 0.4072992 (1257) total: 52.4s remaining: 30.6s 1262: learn: 0.3723954 test: 0.4073187 best: 0.4072992 (1257) total: 52.5s remaining: 30.6s 1263: learn: 0.3723664 test: 0.4072972 best: 0.4072972 (1263) total: 52.5s remaining: 30.6s 1264: learn: 0.3723475 test: 0.4072970 best: 0.4072970 (1264) total: 52.5s remaining: 30.5s 1265: learn: 0.3723157 test: 0.4072885 best: 0.4072885 (1265) total: 52.6s remaining: 30.5s 1266: learn: 0.3722854 test: 0.4072700 best: 0.4072700 (1266) total: 52.6s remaining: 30.4s 1267: learn: 0.3722651 test: 0.4072687 best: 0.4072687 (1267) total: 52.7s remaining: 30.4s 1268: learn: 0.3722486 test: 0.4072503 best: 0.4072503 (1268) total: 52.7s remaining: 30.4s 1269: learn: 0.3722277 test: 0.4072653 best: 0.4072503 (1268) total: 52.7s remaining: 30.3s 1270: learn: 0.3722186 test: 0.4072657 best: 0.4072503 (1268) total: 52.8s remaining: 30.3s 1271: learn: 0.3722094 test: 0.4072651 best: 0.4072503 (1268) total: 52.8s remaining: 30.2s 1272: learn: 0.3721952 test: 0.4072745 best: 0.4072503 (1268) total: 52.9s remaining: 30.2s 1273: learn: 0.3721845 test: 0.4072742 best: 0.4072503 (1268) total: 52.9s remaining: 30.2s 1274: learn: 0.3721549 test: 0.4072503 best: 0.4072503 (1268) total: 53s remaining: 30.1s 1275: learn: 0.3721321 test: 0.4072391 best: 0.4072391 (1275) total: 53s remaining: 30.1s 1276: learn: 0.3721142 test: 0.4072238 best: 0.4072238 (1276) total: 53s remaining: 30s 1277: learn: 0.3720747 test: 0.4072034 best: 0.4072034 (1277) total: 53.1s remaining: 30s 1278: learn: 0.3720653 test: 0.4072045 best: 0.4072034 (1277) total: 53.1s remaining: 29.9s 1279: learn: 0.3720501 test: 0.4071984 best: 0.4071984 (1279) total: 53.2s remaining: 29.9s 1280: learn: 0.3720231 test: 0.4072018 best: 0.4071984 (1279) total: 53.2s remaining: 29.9s 1281: learn: 0.3720138 test: 0.4071921 best: 0.4071921 (1281) total: 53.2s remaining: 29.8s 1282: learn: 0.3720035 test: 0.4071939 best: 0.4071921 (1281) total: 53.3s remaining: 29.8s 1283: learn: 0.3719874 test: 0.4071691 best: 0.4071691 (1283) total: 53.3s remaining: 29.7s 1284: learn: 0.3719781 test: 0.4071719 best: 0.4071691 (1283) total: 53.4s remaining: 29.7s 1285: learn: 0.3719660 test: 0.4071726 best: 0.4071691 (1283) total: 53.4s remaining: 29.7s 1286: learn: 0.3719452 test: 0.4071508 best: 0.4071508 (1286) total: 53.4s remaining: 29.6s 1287: learn: 0.3719292 test: 0.4071449 best: 0.4071449 (1287) total: 53.5s remaining: 29.6s 1288: learn: 0.3719124 test: 0.4071340 best: 0.4071340 (1288) total: 53.5s remaining: 29.5s 1289: learn: 0.3718897 test: 0.4071266 best: 0.4071266 (1289) total: 53.6s remaining: 29.5s 1290: learn: 0.3718753 test: 0.4071196 best: 0.4071196 (1290) total: 53.6s remaining: 29.4s 1291: learn: 0.3718638 test: 0.4071269 best: 0.4071196 (1290) total: 53.6s remaining: 29.4s 1292: learn: 0.3718494 test: 0.4071209 best: 0.4071196 (1290) total: 53.7s remaining: 29.3s 1293: learn: 0.3718431 test: 0.4071179 best: 0.4071179 (1293) total: 53.7s remaining: 29.3s 1294: learn: 0.3718284 test: 0.4071113 best: 0.4071113 (1294) total: 53.8s remaining: 29.3s 1295: learn: 0.3718243 test: 0.4071089 best: 0.4071089 (1295) total: 53.8s remaining: 29.2s 1296: learn: 0.3717918 test: 0.4070736 best: 0.4070736 (1296) total: 53.8s remaining: 29.2s 1297: learn: 0.3717669 test: 0.4070530 best: 0.4070530 (1297) total: 53.9s remaining: 29.1s 1298: learn: 0.3717531 test: 0.4070435 best: 0.4070435 (1298) total: 53.9s remaining: 29.1s 1299: learn: 0.3716990 test: 0.4070523 best: 0.4070435 (1298) total: 53.9s remaining: 29s 1300: learn: 0.3716810 test: 0.4070342 best: 0.4070342 (1300) total: 54s remaining: 29s 1301: learn: 0.3716741 test: 0.4070361 best: 0.4070342 (1300) total: 54s remaining: 29s 1302: learn: 0.3716577 test: 0.4070426 best: 0.4070342 (1300) total: 54.1s remaining: 28.9s 1303: learn: 0.3716478 test: 0.4070380 best: 0.4070342 (1300) total: 54.1s remaining: 28.9s 1304: learn: 0.3716014 test: 0.4070397 best: 0.4070342 (1300) total: 54.2s remaining: 28.8s 1305: learn: 0.3715787 test: 0.4070293 best: 0.4070293 (1305) total: 54.2s remaining: 28.8s 1306: learn: 0.3715589 test: 0.4070225 best: 0.4070225 (1306) total: 54.2s remaining: 28.8s 1307: learn: 0.3715527 test: 0.4070240 best: 0.4070225 (1306) total: 54.3s remaining: 28.7s 1308: learn: 0.3715274 test: 0.4070292 best: 0.4070225 (1306) total: 54.3s remaining: 28.7s 1309: learn: 0.3715192 test: 0.4070264 best: 0.4070225 (1306) total: 54.4s remaining: 28.6s 1310: learn: 0.3715087 test: 0.4070325 best: 0.4070225 (1306) total: 54.4s remaining: 28.6s 1311: learn: 0.3714892 test: 0.4070229 best: 0.4070225 (1306) total: 54.4s remaining: 28.6s 1312: learn: 0.3714728 test: 0.4070245 best: 0.4070225 (1306) total: 54.5s remaining: 28.5s 1313: learn: 0.3714461 test: 0.4070123 best: 0.4070123 (1313) total: 54.5s remaining: 28.5s 1314: learn: 0.3714326 test: 0.4070137 best: 0.4070123 (1313) total: 54.6s remaining: 28.4s 1315: learn: 0.3714194 test: 0.4070112 best: 0.4070112 (1315) total: 54.6s remaining: 28.4s 1316: learn: 0.3713971 test: 0.4070271 best: 0.4070112 (1315) total: 54.7s remaining: 28.3s 1317: learn: 0.3713789 test: 0.4070333 best: 0.4070112 (1315) total: 54.7s remaining: 28.3s 1318: learn: 0.3713270 test: 0.4070421 best: 0.4070112 (1315) total: 54.7s remaining: 28.3s 1319: learn: 0.3713079 test: 0.4070204 best: 0.4070112 (1315) total: 54.8s remaining: 28.2s 1320: learn: 0.3712705 test: 0.4070823 best: 0.4070112 (1315) total: 54.8s remaining: 28.2s 1321: learn: 0.3712599 test: 0.4070834 best: 0.4070112 (1315) total: 54.9s remaining: 28.1s 1322: learn: 0.3712557 test: 0.4070970 best: 0.4070112 (1315) total: 54.9s remaining: 28.1s 1323: learn: 0.3712393 test: 0.4070999 best: 0.4070112 (1315) total: 54.9s remaining: 28.1s 1324: learn: 0.3712307 test: 0.4070978 best: 0.4070112 (1315) total: 55s remaining: 28s 1325: learn: 0.3712184 test: 0.4071070 best: 0.4070112 (1315) total: 55s remaining: 28s 1326: learn: 0.3712109 test: 0.4071078 best: 0.4070112 (1315) total: 55.1s remaining: 27.9s 1327: learn: 0.3711759 test: 0.4070964 best: 0.4070112 (1315) total: 55.1s remaining: 27.9s 1328: learn: 0.3711636 test: 0.4071035 best: 0.4070112 (1315) total: 55.1s remaining: 27.8s 1329: learn: 0.3711569 test: 0.4071117 best: 0.4070112 (1315) total: 55.2s remaining: 27.8s 1330: learn: 0.3711423 test: 0.4071057 best: 0.4070112 (1315) total: 55.2s remaining: 27.8s 1331: learn: 0.3711252 test: 0.4071063 best: 0.4070112 (1315) total: 55.3s remaining: 27.7s 1332: learn: 0.3711094 test: 0.4071028 best: 0.4070112 (1315) total: 55.3s remaining: 27.7s 1333: learn: 0.3710900 test: 0.4070580 best: 0.4070112 (1315) total: 55.3s remaining: 27.6s 1334: learn: 0.3710121 test: 0.4070597 best: 0.4070112 (1315) total: 55.4s remaining: 27.6s 1335: learn: 0.3709811 test: 0.4070673 best: 0.4070112 (1315) total: 55.4s remaining: 27.5s 1336: learn: 0.3709656 test: 0.4070729 best: 0.4070112 (1315) total: 55.5s remaining: 27.5s 1337: learn: 0.3709577 test: 0.4070785 best: 0.4070112 (1315) total: 55.5s remaining: 27.5s 1338: learn: 0.3709440 test: 0.4070780 best: 0.4070112 (1315) total: 55.5s remaining: 27.4s 1339: learn: 0.3709374 test: 0.4070836 best: 0.4070112 (1315) total: 55.6s remaining: 27.4s 1340: learn: 0.3709021 test: 0.4070877 best: 0.4070112 (1315) total: 55.6s remaining: 27.3s 1341: learn: 0.3708867 test: 0.4070876 best: 0.4070112 (1315) total: 55.7s remaining: 27.3s 1342: learn: 0.3708569 test: 0.4070862 best: 0.4070112 (1315) total: 55.7s remaining: 27.3s 1343: learn: 0.3708171 test: 0.4070875 best: 0.4070112 (1315) total: 55.8s remaining: 27.2s 1344: learn: 0.3707943 test: 0.4070944 best: 0.4070112 (1315) total: 55.8s remaining: 27.2s 1345: learn: 0.3707779 test: 0.4070908 best: 0.4070112 (1315) total: 55.8s remaining: 27.1s 1346: learn: 0.3706491 test: 0.4070905 best: 0.4070112 (1315) total: 55.9s remaining: 27.1s 1347: learn: 0.3706344 test: 0.4070945 best: 0.4070112 (1315) total: 55.9s remaining: 27s 1348: learn: 0.3706165 test: 0.4071039 best: 0.4070112 (1315) total: 56s remaining: 27s 1349: learn: 0.3706089 test: 0.4071030 best: 0.4070112 (1315) total: 56s remaining: 27s 1350: learn: 0.3705928 test: 0.4070908 best: 0.4070112 (1315) total: 56s remaining: 26.9s 1351: learn: 0.3705731 test: 0.4070816 best: 0.4070112 (1315) total: 56.1s remaining: 26.9s 1352: learn: 0.3705518 test: 0.4070911 best: 0.4070112 (1315) total: 56.1s remaining: 26.8s 1353: learn: 0.3705381 test: 0.4071037 best: 0.4070112 (1315) total: 56.1s remaining: 26.8s 1354: learn: 0.3705271 test: 0.4071001 best: 0.4070112 (1315) total: 56.2s remaining: 26.7s 1355: learn: 0.3704896 test: 0.4070370 best: 0.4070112 (1315) total: 56.2s remaining: 26.7s 1356: learn: 0.3704578 test: 0.4070124 best: 0.4070112 (1315) total: 56.3s remaining: 26.7s 1357: learn: 0.3704448 test: 0.4070131 best: 0.4070112 (1315) total: 56.3s remaining: 26.6s 1358: learn: 0.3704167 test: 0.4069895 best: 0.4069895 (1358) total: 56.3s remaining: 26.6s 1359: learn: 0.3704070 test: 0.4069904 best: 0.4069895 (1358) total: 56.4s remaining: 26.5s 1360: learn: 0.3704006 test: 0.4069880 best: 0.4069880 (1360) total: 56.4s remaining: 26.5s 1361: learn: 0.3703682 test: 0.4069633 best: 0.4069633 (1361) total: 56.5s remaining: 26.5s 1362: learn: 0.3703128 test: 0.4069299 best: 0.4069299 (1362) total: 56.5s remaining: 26.4s 1363: learn: 0.3703024 test: 0.4069230 best: 0.4069230 (1363) total: 56.6s remaining: 26.4s 1364: learn: 0.3702901 test: 0.4069412 best: 0.4069230 (1363) total: 56.6s remaining: 26.3s 1365: learn: 0.3702703 test: 0.4069468 best: 0.4069230 (1363) total: 56.7s remaining: 26.3s 1366: learn: 0.3702569 test: 0.4069589 best: 0.4069230 (1363) total: 56.7s remaining: 26.3s 1367: learn: 0.3702436 test: 0.4069594 best: 0.4069230 (1363) total: 56.8s remaining: 26.2s 1368: learn: 0.3702390 test: 0.4069512 best: 0.4069230 (1363) total: 56.8s remaining: 26.2s 1369: learn: 0.3702292 test: 0.4069560 best: 0.4069230 (1363) total: 56.9s remaining: 26.2s 1370: learn: 0.3702266 test: 0.4069554 best: 0.4069230 (1363) total: 57s remaining: 26.1s 1371: learn: 0.3702131 test: 0.4069585 best: 0.4069230 (1363) total: 57.1s remaining: 26.1s 1372: learn: 0.3702062 test: 0.4069414 best: 0.4069230 (1363) total: 57.1s remaining: 26.1s 1373: learn: 0.3701850 test: 0.4069493 best: 0.4069230 (1363) total: 57.2s remaining: 26.1s 1374: learn: 0.3701628 test: 0.4069387 best: 0.4069230 (1363) total: 57.2s remaining: 26s 1375: learn: 0.3701437 test: 0.4069208 best: 0.4069208 (1375) total: 57.3s remaining: 26s 1376: learn: 0.3701347 test: 0.4069195 best: 0.4069195 (1376) total: 57.3s remaining: 25.9s 1377: learn: 0.3701195 test: 0.4069157 best: 0.4069157 (1377) total: 57.4s remaining: 25.9s 1378: learn: 0.3701130 test: 0.4069201 best: 0.4069157 (1377) total: 57.4s remaining: 25.9s 1379: learn: 0.3700927 test: 0.4069211 best: 0.4069157 (1377) total: 57.5s remaining: 25.8s 1380: learn: 0.3700782 test: 0.4069161 best: 0.4069157 (1377) total: 57.5s remaining: 25.8s 1381: learn: 0.3700630 test: 0.4069164 best: 0.4069157 (1377) total: 57.5s remaining: 25.7s 1382: learn: 0.3700511 test: 0.4069061 best: 0.4069061 (1382) total: 57.6s remaining: 25.7s 1383: learn: 0.3700362 test: 0.4069064 best: 0.4069061 (1382) total: 57.6s remaining: 25.7s 1384: learn: 0.3700305 test: 0.4069038 best: 0.4069038 (1384) total: 57.7s remaining: 25.6s 1385: learn: 0.3700135 test: 0.4068947 best: 0.4068947 (1385) total: 57.7s remaining: 25.6s 1386: learn: 0.3699976 test: 0.4068883 best: 0.4068883 (1386) total: 57.8s remaining: 25.5s 1387: learn: 0.3699892 test: 0.4068740 best: 0.4068740 (1387) total: 57.8s remaining: 25.5s 1388: learn: 0.3699620 test: 0.4068490 best: 0.4068490 (1388) total: 57.8s remaining: 25.4s 1389: learn: 0.3699491 test: 0.4068367 best: 0.4068367 (1389) total: 57.9s remaining: 25.4s 1390: learn: 0.3699347 test: 0.4068433 best: 0.4068367 (1389) total: 57.9s remaining: 25.4s 1391: learn: 0.3699164 test: 0.4068497 best: 0.4068367 (1389) total: 58s remaining: 25.3s 1392: learn: 0.3698558 test: 0.4067850 best: 0.4067850 (1392) total: 58s remaining: 25.3s 1393: learn: 0.3698283 test: 0.4067770 best: 0.4067770 (1393) total: 58s remaining: 25.2s 1394: learn: 0.3698149 test: 0.4067800 best: 0.4067770 (1393) total: 58.1s remaining: 25.2s 1395: learn: 0.3697661 test: 0.4067322 best: 0.4067322 (1395) total: 58.1s remaining: 25.1s 1396: learn: 0.3697368 test: 0.4067262 best: 0.4067262 (1396) total: 58.2s remaining: 25.1s 1397: learn: 0.3697300 test: 0.4067378 best: 0.4067262 (1396) total: 58.2s remaining: 25.1s 1398: learn: 0.3697107 test: 0.4067317 best: 0.4067262 (1396) total: 58.2s remaining: 25s 1399: learn: 0.3697034 test: 0.4067312 best: 0.4067262 (1396) total: 58.3s remaining: 25s 1400: learn: 0.3696955 test: 0.4067358 best: 0.4067262 (1396) total: 58.3s remaining: 24.9s 1401: learn: 0.3696851 test: 0.4067251 best: 0.4067251 (1401) total: 58.4s remaining: 24.9s 1402: learn: 0.3696531 test: 0.4066974 best: 0.4066974 (1402) total: 58.4s remaining: 24.9s 1403: learn: 0.3696417 test: 0.4067036 best: 0.4066974 (1402) total: 58.5s remaining: 24.8s 1404: learn: 0.3696193 test: 0.4067035 best: 0.4066974 (1402) total: 58.5s remaining: 24.8s 1405: learn: 0.3695922 test: 0.4066838 best: 0.4066838 (1405) total: 58.5s remaining: 24.7s 1406: learn: 0.3695761 test: 0.4066662 best: 0.4066662 (1406) total: 58.6s remaining: 24.7s 1407: learn: 0.3695484 test: 0.4066562 best: 0.4066562 (1407) total: 58.6s remaining: 24.6s 1408: learn: 0.3695432 test: 0.4066547 best: 0.4066547 (1408) total: 58.7s remaining: 24.6s 1409: learn: 0.3695255 test: 0.4066461 best: 0.4066461 (1409) total: 58.7s remaining: 24.6s 1410: learn: 0.3695082 test: 0.4066457 best: 0.4066457 (1410) total: 58.8s remaining: 24.5s 1411: learn: 0.3694854 test: 0.4066408 best: 0.4066408 (1411) total: 58.8s remaining: 24.5s 1412: learn: 0.3694818 test: 0.4066451 best: 0.4066408 (1411) total: 58.8s remaining: 24.4s 1413: learn: 0.3694733 test: 0.4066538 best: 0.4066408 (1411) total: 58.9s remaining: 24.4s 1414: learn: 0.3694659 test: 0.4066543 best: 0.4066408 (1411) total: 58.9s remaining: 24.4s 1415: learn: 0.3694438 test: 0.4066453 best: 0.4066408 (1411) total: 58.9s remaining: 24.3s 1416: learn: 0.3694402 test: 0.4066497 best: 0.4066408 (1411) total: 59s remaining: 24.3s 1417: learn: 0.3694286 test: 0.4066601 best: 0.4066408 (1411) total: 59s remaining: 24.2s 1418: learn: 0.3694142 test: 0.4066571 best: 0.4066408 (1411) total: 59s remaining: 24.2s 1419: learn: 0.3694038 test: 0.4066614 best: 0.4066408 (1411) total: 59.1s remaining: 24.1s 1420: learn: 0.3693991 test: 0.4066623 best: 0.4066408 (1411) total: 59.1s remaining: 24.1s 1421: learn: 0.3693574 test: 0.4067776 best: 0.4066408 (1411) total: 59.2s remaining: 24s 1422: learn: 0.3693447 test: 0.4067751 best: 0.4066408 (1411) total: 59.2s remaining: 24s 1423: learn: 0.3693335 test: 0.4067694 best: 0.4066408 (1411) total: 59.2s remaining: 24s 1424: learn: 0.3693188 test: 0.4067662 best: 0.4066408 (1411) total: 59.3s remaining: 23.9s 1425: learn: 0.3693119 test: 0.4067698 best: 0.4066408 (1411) total: 59.3s remaining: 23.9s 1426: learn: 0.3693090 test: 0.4067700 best: 0.4066408 (1411) total: 59.3s remaining: 23.8s 1427: learn: 0.3692898 test: 0.4067705 best: 0.4066408 (1411) total: 59.4s remaining: 23.8s 1428: learn: 0.3692686 test: 0.4067697 best: 0.4066408 (1411) total: 59.4s remaining: 23.7s 1429: learn: 0.3692563 test: 0.4067555 best: 0.4066408 (1411) total: 59.5s remaining: 23.7s 1430: learn: 0.3692480 test: 0.4067635 best: 0.4066408 (1411) total: 59.5s remaining: 23.7s 1431: learn: 0.3692180 test: 0.4067111 best: 0.4066408 (1411) total: 59.5s remaining: 23.6s 1432: learn: 0.3691948 test: 0.4067043 best: 0.4066408 (1411) total: 59.6s remaining: 23.6s 1433: learn: 0.3691716 test: 0.4066922 best: 0.4066408 (1411) total: 59.6s remaining: 23.5s 1434: learn: 0.3691429 test: 0.4066698 best: 0.4066408 (1411) total: 59.7s remaining: 23.5s 1435: learn: 0.3691270 test: 0.4066584 best: 0.4066408 (1411) total: 59.7s remaining: 23.4s 1436: learn: 0.3691191 test: 0.4066648 best: 0.4066408 (1411) total: 59.7s remaining: 23.4s 1437: learn: 0.3691062 test: 0.4066497 best: 0.4066408 (1411) total: 59.8s remaining: 23.4s 1438: learn: 0.3690958 test: 0.4066510 best: 0.4066408 (1411) total: 59.8s remaining: 23.3s 1439: learn: 0.3690780 test: 0.4066467 best: 0.4066408 (1411) total: 59.9s remaining: 23.3s 1440: learn: 0.3690615 test: 0.4066433 best: 0.4066408 (1411) total: 59.9s remaining: 23.2s 1441: learn: 0.3690385 test: 0.4066395 best: 0.4066395 (1441) total: 59.9s remaining: 23.2s 1442: learn: 0.3690329 test: 0.4066416 best: 0.4066395 (1441) total: 60s remaining: 23.1s 1443: learn: 0.3689833 test: 0.4066750 best: 0.4066395 (1441) total: 1m remaining: 23.1s 1444: learn: 0.3689635 test: 0.4066763 best: 0.4066395 (1441) total: 1m remaining: 23.1s 1445: learn: 0.3689562 test: 0.4066851 best: 0.4066395 (1441) total: 1m remaining: 23s 1446: learn: 0.3689403 test: 0.4066908 best: 0.4066395 (1441) total: 1m remaining: 23s 1447: learn: 0.3689136 test: 0.4066832 best: 0.4066395 (1441) total: 1m remaining: 22.9s 1448: learn: 0.3689060 test: 0.4066873 best: 0.4066395 (1441) total: 1m remaining: 22.9s 1449: learn: 0.3688821 test: 0.4066884 best: 0.4066395 (1441) total: 1m remaining: 22.8s 1450: learn: 0.3688723 test: 0.4066833 best: 0.4066395 (1441) total: 1m remaining: 22.8s 1451: learn: 0.3688572 test: 0.4066748 best: 0.4066395 (1441) total: 1m remaining: 22.8s 1452: learn: 0.3688430 test: 0.4066655 best: 0.4066395 (1441) total: 1m remaining: 22.7s 1453: learn: 0.3688219 test: 0.4066677 best: 0.4066395 (1441) total: 1m remaining: 22.7s 1454: learn: 0.3687936 test: 0.4066312 best: 0.4066312 (1454) total: 1m remaining: 22.6s 1455: learn: 0.3687804 test: 0.4066347 best: 0.4066312 (1454) total: 1m remaining: 22.6s 1456: learn: 0.3687500 test: 0.4065986 best: 0.4065986 (1456) total: 1m remaining: 22.6s 1457: learn: 0.3687347 test: 0.4065982 best: 0.4065982 (1457) total: 1m remaining: 22.5s 1458: learn: 0.3687252 test: 0.4065981 best: 0.4065981 (1458) total: 1m remaining: 22.5s 1459: learn: 0.3687145 test: 0.4065961 best: 0.4065961 (1459) total: 1m remaining: 22.4s 1460: learn: 0.3686905 test: 0.4066052 best: 0.4065961 (1459) total: 1m remaining: 22.4s 1461: learn: 0.3686821 test: 0.4066069 best: 0.4065961 (1459) total: 1m remaining: 22.4s 1462: learn: 0.3686753 test: 0.4066017 best: 0.4065961 (1459) total: 1m remaining: 22.3s 1463: learn: 0.3686585 test: 0.4066083 best: 0.4065961 (1459) total: 1m remaining: 22.3s 1464: learn: 0.3686518 test: 0.4066077 best: 0.4065961 (1459) total: 1m remaining: 22.2s 1465: learn: 0.3685065 test: 0.4066111 best: 0.4065961 (1459) total: 1m remaining: 22.2s 1466: learn: 0.3684878 test: 0.4066016 best: 0.4065961 (1459) total: 1m remaining: 22.1s 1467: learn: 0.3684685 test: 0.4065916 best: 0.4065916 (1467) total: 1m remaining: 22.1s 1468: learn: 0.3684574 test: 0.4065895 best: 0.4065895 (1468) total: 1m 1s remaining: 22.1s 1469: learn: 0.3684471 test: 0.4065863 best: 0.4065863 (1469) total: 1m 1s remaining: 22s 1470: learn: 0.3684420 test: 0.4065905 best: 0.4065863 (1469) total: 1m 1s remaining: 22s 1471: learn: 0.3684335 test: 0.4065946 best: 0.4065863 (1469) total: 1m 1s remaining: 21.9s 1472: learn: 0.3684330 test: 0.4065957 best: 0.4065863 (1469) total: 1m 1s remaining: 21.9s 1473: learn: 0.3683786 test: 0.4065509 best: 0.4065509 (1473) total: 1m 1s remaining: 21.8s 1474: learn: 0.3683646 test: 0.4065346 best: 0.4065346 (1474) total: 1m 1s remaining: 21.8s 1475: learn: 0.3683574 test: 0.4065386 best: 0.4065346 (1474) total: 1m 1s remaining: 21.8s 1476: learn: 0.3683419 test: 0.4065381 best: 0.4065346 (1474) total: 1m 1s remaining: 21.7s 1477: learn: 0.3683319 test: 0.4065529 best: 0.4065346 (1474) total: 1m 1s remaining: 21.7s 1478: learn: 0.3683043 test: 0.4065474 best: 0.4065346 (1474) total: 1m 1s remaining: 21.6s 1479: learn: 0.3682830 test: 0.4065532 best: 0.4065346 (1474) total: 1m 1s remaining: 21.6s 1480: learn: 0.3682792 test: 0.4065520 best: 0.4065346 (1474) total: 1m 1s remaining: 21.6s 1481: learn: 0.3682690 test: 0.4065560 best: 0.4065346 (1474) total: 1m 1s remaining: 21.5s 1482: learn: 0.3682611 test: 0.4065503 best: 0.4065346 (1474) total: 1m 1s remaining: 21.5s 1483: learn: 0.3682416 test: 0.4065391 best: 0.4065346 (1474) total: 1m 1s remaining: 21.4s 1484: learn: 0.3682381 test: 0.4065337 best: 0.4065337 (1484) total: 1m 1s remaining: 21.4s 1485: learn: 0.3682344 test: 0.4065347 best: 0.4065337 (1484) total: 1m 1s remaining: 21.3s 1486: learn: 0.3682248 test: 0.4065271 best: 0.4065271 (1486) total: 1m 1s remaining: 21.3s 1487: learn: 0.3682171 test: 0.4065277 best: 0.4065271 (1486) total: 1m 1s remaining: 21.2s 1488: learn: 0.3681762 test: 0.4065304 best: 0.4065271 (1486) total: 1m 1s remaining: 21.2s 1489: learn: 0.3681490 test: 0.4065317 best: 0.4065271 (1486) total: 1m 1s remaining: 21.2s 1490: learn: 0.3681349 test: 0.4065334 best: 0.4065271 (1486) total: 1m 1s remaining: 21.1s 1491: learn: 0.3681232 test: 0.4065264 best: 0.4065264 (1491) total: 1m 1s remaining: 21.1s 1492: learn: 0.3681149 test: 0.4065209 best: 0.4065209 (1492) total: 1m 1s remaining: 21s 1493: learn: 0.3681102 test: 0.4065162 best: 0.4065162 (1493) total: 1m 1s remaining: 21s 1494: learn: 0.3680782 test: 0.4064902 best: 0.4064902 (1494) total: 1m 2s remaining: 21s 1495: learn: 0.3680598 test: 0.4064713 best: 0.4064713 (1495) total: 1m 2s remaining: 20.9s 1496: learn: 0.3679699 test: 0.4064515 best: 0.4064515 (1496) total: 1m 2s remaining: 20.9s 1497: learn: 0.3679553 test: 0.4064519 best: 0.4064515 (1496) total: 1m 2s remaining: 20.8s 1498: learn: 0.3679390 test: 0.4064367 best: 0.4064367 (1498) total: 1m 2s remaining: 20.8s 1499: learn: 0.3679274 test: 0.4064420 best: 0.4064367 (1498) total: 1m 2s remaining: 20.7s 1500: learn: 0.3679116 test: 0.4064396 best: 0.4064367 (1498) total: 1m 2s remaining: 20.7s 1501: learn: 0.3678987 test: 0.4064273 best: 0.4064273 (1501) total: 1m 2s remaining: 20.6s 1502: learn: 0.3678847 test: 0.4064178 best: 0.4064178 (1502) total: 1m 2s remaining: 20.6s 1503: learn: 0.3678268 test: 0.4063948 best: 0.4063948 (1503) total: 1m 2s remaining: 20.6s 1504: learn: 0.3678109 test: 0.4063938 best: 0.4063938 (1504) total: 1m 2s remaining: 20.5s 1505: learn: 0.3677964 test: 0.4063985 best: 0.4063938 (1504) total: 1m 2s remaining: 20.5s 1506: learn: 0.3677839 test: 0.4063937 best: 0.4063937 (1506) total: 1m 2s remaining: 20.5s 1507: learn: 0.3677711 test: 0.4063756 best: 0.4063756 (1507) total: 1m 2s remaining: 20.4s 1508: learn: 0.3677471 test: 0.4063430 best: 0.4063430 (1508) total: 1m 2s remaining: 20.4s 1509: learn: 0.3677297 test: 0.4063408 best: 0.4063408 (1509) total: 1m 2s remaining: 20.3s 1510: learn: 0.3676997 test: 0.4063350 best: 0.4063350 (1510) total: 1m 2s remaining: 20.3s 1511: learn: 0.3676797 test: 0.4063380 best: 0.4063350 (1510) total: 1m 2s remaining: 20.2s 1512: learn: 0.3676769 test: 0.4063349 best: 0.4063349 (1512) total: 1m 2s remaining: 20.2s 1513: learn: 0.3676657 test: 0.4063381 best: 0.4063349 (1512) total: 1m 2s remaining: 20.1s 1514: learn: 0.3676512 test: 0.4063551 best: 0.4063349 (1512) total: 1m 2s remaining: 20.1s 1515: learn: 0.3676371 test: 0.4063434 best: 0.4063349 (1512) total: 1m 2s remaining: 20.1s 1516: learn: 0.3676159 test: 0.4063407 best: 0.4063349 (1512) total: 1m 2s remaining: 20s 1517: learn: 0.3676033 test: 0.4063290 best: 0.4063290 (1517) total: 1m 2s remaining: 20s 1518: learn: 0.3675798 test: 0.4063293 best: 0.4063290 (1517) total: 1m 2s remaining: 19.9s 1519: learn: 0.3675520 test: 0.4063301 best: 0.4063290 (1517) total: 1m 2s remaining: 19.9s 1520: learn: 0.3675338 test: 0.4063301 best: 0.4063290 (1517) total: 1m 3s remaining: 19.9s 1521: learn: 0.3675116 test: 0.4063265 best: 0.4063265 (1521) total: 1m 3s remaining: 19.8s 1522: learn: 0.3674713 test: 0.4063000 best: 0.4063000 (1522) total: 1m 3s remaining: 19.8s 1523: learn: 0.3674646 test: 0.4063042 best: 0.4063000 (1522) total: 1m 3s remaining: 19.7s 1524: learn: 0.3674466 test: 0.4063094 best: 0.4063000 (1522) total: 1m 3s remaining: 19.7s 1525: learn: 0.3674299 test: 0.4063056 best: 0.4063000 (1522) total: 1m 3s remaining: 19.6s 1526: learn: 0.3673751 test: 0.4063120 best: 0.4063000 (1522) total: 1m 3s remaining: 19.6s 1527: learn: 0.3673655 test: 0.4063249 best: 0.4063000 (1522) total: 1m 3s remaining: 19.5s 1528: learn: 0.3673577 test: 0.4063228 best: 0.4063000 (1522) total: 1m 3s remaining: 19.5s 1529: learn: 0.3673408 test: 0.4063234 best: 0.4063000 (1522) total: 1m 3s remaining: 19.5s 1530: learn: 0.3673272 test: 0.4062893 best: 0.4062893 (1530) total: 1m 3s remaining: 19.4s 1531: learn: 0.3673210 test: 0.4062886 best: 0.4062886 (1531) total: 1m 3s remaining: 19.4s 1532: learn: 0.3673082 test: 0.4062841 best: 0.4062841 (1532) total: 1m 3s remaining: 19.3s 1533: learn: 0.3673019 test: 0.4062806 best: 0.4062806 (1533) total: 1m 3s remaining: 19.3s 1534: learn: 0.3672639 test: 0.4062482 best: 0.4062482 (1534) total: 1m 3s remaining: 19.3s 1535: learn: 0.3672502 test: 0.4062489 best: 0.4062482 (1534) total: 1m 3s remaining: 19.2s 1536: learn: 0.3672360 test: 0.4062513 best: 0.4062482 (1534) total: 1m 3s remaining: 19.2s 1537: learn: 0.3671977 test: 0.4062455 best: 0.4062455 (1537) total: 1m 3s remaining: 19.1s 1538: learn: 0.3671801 test: 0.4062448 best: 0.4062448 (1538) total: 1m 3s remaining: 19.1s 1539: learn: 0.3671652 test: 0.4062450 best: 0.4062448 (1538) total: 1m 3s remaining: 19s 1540: learn: 0.3671471 test: 0.4062475 best: 0.4062448 (1538) total: 1m 3s remaining: 19s 1541: learn: 0.3671340 test: 0.4062543 best: 0.4062448 (1538) total: 1m 3s remaining: 19s 1542: learn: 0.3671144 test: 0.4062365 best: 0.4062365 (1542) total: 1m 3s remaining: 18.9s 1543: learn: 0.3671055 test: 0.4062382 best: 0.4062365 (1542) total: 1m 3s remaining: 18.9s 1544: learn: 0.3670390 test: 0.4062446 best: 0.4062365 (1542) total: 1m 3s remaining: 18.8s 1545: learn: 0.3670167 test: 0.4062335 best: 0.4062335 (1545) total: 1m 4s remaining: 18.8s 1546: learn: 0.3670091 test: 0.4062358 best: 0.4062335 (1545) total: 1m 4s remaining: 18.8s 1547: learn: 0.3669897 test: 0.4062191 best: 0.4062191 (1547) total: 1m 4s remaining: 18.7s 1548: learn: 0.3669837 test: 0.4062122 best: 0.4062122 (1548) total: 1m 4s remaining: 18.7s 1549: learn: 0.3669708 test: 0.4062149 best: 0.4062122 (1548) total: 1m 4s remaining: 18.6s 1550: learn: 0.3669590 test: 0.4062193 best: 0.4062122 (1548) total: 1m 4s remaining: 18.6s 1551: learn: 0.3669522 test: 0.4062099 best: 0.4062099 (1551) total: 1m 4s remaining: 18.5s 1552: learn: 0.3668985 test: 0.4062285 best: 0.4062099 (1551) total: 1m 4s remaining: 18.5s 1553: learn: 0.3668878 test: 0.4062279 best: 0.4062099 (1551) total: 1m 4s remaining: 18.5s 1554: learn: 0.3668683 test: 0.4062251 best: 0.4062099 (1551) total: 1m 4s remaining: 18.4s 1555: learn: 0.3668434 test: 0.4062123 best: 0.4062099 (1551) total: 1m 4s remaining: 18.4s 1556: learn: 0.3667611 test: 0.4062042 best: 0.4062042 (1556) total: 1m 4s remaining: 18.3s 1557: learn: 0.3667262 test: 0.4062001 best: 0.4062001 (1557) total: 1m 4s remaining: 18.3s 1558: learn: 0.3667157 test: 0.4061934 best: 0.4061934 (1558) total: 1m 4s remaining: 18.3s 1559: learn: 0.3666946 test: 0.4061922 best: 0.4061922 (1559) total: 1m 4s remaining: 18.2s 1560: learn: 0.3666771 test: 0.4061939 best: 0.4061922 (1559) total: 1m 4s remaining: 18.2s 1561: learn: 0.3666704 test: 0.4061908 best: 0.4061908 (1561) total: 1m 4s remaining: 18.1s 1562: learn: 0.3666603 test: 0.4061887 best: 0.4061887 (1562) total: 1m 4s remaining: 18.1s 1563: learn: 0.3666410 test: 0.4061778 best: 0.4061778 (1563) total: 1m 4s remaining: 18s 1564: learn: 0.3666320 test: 0.4061751 best: 0.4061751 (1564) total: 1m 4s remaining: 18s 1565: learn: 0.3666235 test: 0.4061723 best: 0.4061723 (1565) total: 1m 4s remaining: 18s 1566: learn: 0.3666070 test: 0.4061790 best: 0.4061723 (1565) total: 1m 4s remaining: 17.9s 1567: learn: 0.3665803 test: 0.4061594 best: 0.4061594 (1567) total: 1m 4s remaining: 17.9s 1568: learn: 0.3665722 test: 0.4061569 best: 0.4061569 (1568) total: 1m 4s remaining: 17.8s 1569: learn: 0.3665512 test: 0.4061627 best: 0.4061569 (1568) total: 1m 5s remaining: 17.8s 1570: learn: 0.3665364 test: 0.4061580 best: 0.4061569 (1568) total: 1m 5s remaining: 17.8s 1571: learn: 0.3665177 test: 0.4061508 best: 0.4061508 (1571) total: 1m 5s remaining: 17.7s 1572: learn: 0.3665037 test: 0.4061637 best: 0.4061508 (1571) total: 1m 5s remaining: 17.7s 1573: learn: 0.3664872 test: 0.4061568 best: 0.4061508 (1571) total: 1m 5s remaining: 17.6s 1574: learn: 0.3664614 test: 0.4061536 best: 0.4061508 (1571) total: 1m 5s remaining: 17.6s 1575: learn: 0.3664272 test: 0.4061441 best: 0.4061441 (1575) total: 1m 5s remaining: 17.6s 1576: learn: 0.3664119 test: 0.4061449 best: 0.4061441 (1575) total: 1m 5s remaining: 17.5s 1577: learn: 0.3663815 test: 0.4061323 best: 0.4061323 (1577) total: 1m 5s remaining: 17.5s 1578: learn: 0.3663567 test: 0.4061172 best: 0.4061172 (1578) total: 1m 5s remaining: 17.4s 1579: learn: 0.3663225 test: 0.4061227 best: 0.4061172 (1578) total: 1m 5s remaining: 17.4s 1580: learn: 0.3663177 test: 0.4061244 best: 0.4061172 (1578) total: 1m 5s remaining: 17.4s 1581: learn: 0.3663053 test: 0.4061260 best: 0.4061172 (1578) total: 1m 5s remaining: 17.3s 1582: learn: 0.3662751 test: 0.4061310 best: 0.4061172 (1578) total: 1m 5s remaining: 17.3s 1583: learn: 0.3662608 test: 0.4061207 best: 0.4061172 (1578) total: 1m 5s remaining: 17.2s 1584: learn: 0.3662503 test: 0.4061216 best: 0.4061172 (1578) total: 1m 5s remaining: 17.2s 1585: learn: 0.3662382 test: 0.4061103 best: 0.4061103 (1585) total: 1m 5s remaining: 17.1s 1586: learn: 0.3662266 test: 0.4061211 best: 0.4061103 (1585) total: 1m 5s remaining: 17.1s 1587: learn: 0.3662169 test: 0.4061135 best: 0.4061103 (1585) total: 1m 5s remaining: 17.1s 1588: learn: 0.3661974 test: 0.4061161 best: 0.4061103 (1585) total: 1m 5s remaining: 17s 1589: learn: 0.3661273 test: 0.4060950 best: 0.4060950 (1589) total: 1m 5s remaining: 17s 1590: learn: 0.3661102 test: 0.4060989 best: 0.4060950 (1589) total: 1m 5s remaining: 16.9s 1591: learn: 0.3660975 test: 0.4061018 best: 0.4060950 (1589) total: 1m 5s remaining: 16.9s 1592: learn: 0.3660803 test: 0.4061066 best: 0.4060950 (1589) total: 1m 5s remaining: 16.9s 1593: learn: 0.3660727 test: 0.4061128 best: 0.4060950 (1589) total: 1m 6s remaining: 16.8s 1594: learn: 0.3660447 test: 0.4061177 best: 0.4060950 (1589) total: 1m 6s remaining: 16.8s 1595: learn: 0.3660156 test: 0.4060889 best: 0.4060889 (1595) total: 1m 6s remaining: 16.7s 1596: learn: 0.3659951 test: 0.4060681 best: 0.4060681 (1596) total: 1m 6s remaining: 16.7s 1597: learn: 0.3659786 test: 0.4060669 best: 0.4060669 (1597) total: 1m 6s remaining: 16.6s 1598: learn: 0.3659502 test: 0.4060482 best: 0.4060482 (1598) total: 1m 6s remaining: 16.6s 1599: learn: 0.3659457 test: 0.4060463 best: 0.4060463 (1599) total: 1m 6s remaining: 16.6s 1600: learn: 0.3659361 test: 0.4060449 best: 0.4060449 (1600) total: 1m 6s remaining: 16.5s 1601: learn: 0.3659119 test: 0.4060583 best: 0.4060449 (1600) total: 1m 6s remaining: 16.5s 1602: learn: 0.3658961 test: 0.4060603 best: 0.4060449 (1600) total: 1m 6s remaining: 16.4s 1603: learn: 0.3658810 test: 0.4060749 best: 0.4060449 (1600) total: 1m 6s remaining: 16.4s 1604: learn: 0.3658347 test: 0.4060905 best: 0.4060449 (1600) total: 1m 6s remaining: 16.4s 1605: learn: 0.3658180 test: 0.4060755 best: 0.4060449 (1600) total: 1m 6s remaining: 16.3s 1606: learn: 0.3658090 test: 0.4060784 best: 0.4060449 (1600) total: 1m 6s remaining: 16.3s 1607: learn: 0.3657801 test: 0.4060663 best: 0.4060449 (1600) total: 1m 6s remaining: 16.2s 1608: learn: 0.3657677 test: 0.4060592 best: 0.4060449 (1600) total: 1m 6s remaining: 16.2s 1609: learn: 0.3657506 test: 0.4060541 best: 0.4060449 (1600) total: 1m 6s remaining: 16.2s 1610: learn: 0.3657382 test: 0.4060542 best: 0.4060449 (1600) total: 1m 6s remaining: 16.1s 1611: learn: 0.3657258 test: 0.4060537 best: 0.4060449 (1600) total: 1m 6s remaining: 16.1s 1612: learn: 0.3657193 test: 0.4060506 best: 0.4060449 (1600) total: 1m 6s remaining: 16s 1613: learn: 0.3657060 test: 0.4060593 best: 0.4060449 (1600) total: 1m 6s remaining: 16s 1614: learn: 0.3656537 test: 0.4061045 best: 0.4060449 (1600) total: 1m 6s remaining: 16s 1615: learn: 0.3656456 test: 0.4061006 best: 0.4060449 (1600) total: 1m 6s remaining: 15.9s 1616: learn: 0.3656223 test: 0.4061013 best: 0.4060449 (1600) total: 1m 7s remaining: 15.9s 1617: learn: 0.3656034 test: 0.4060949 best: 0.4060449 (1600) total: 1m 7s remaining: 15.8s 1618: learn: 0.3655973 test: 0.4060994 best: 0.4060449 (1600) total: 1m 7s remaining: 15.8s 1619: learn: 0.3655923 test: 0.4061089 best: 0.4060449 (1600) total: 1m 7s remaining: 15.7s 1620: learn: 0.3655794 test: 0.4061086 best: 0.4060449 (1600) total: 1m 7s remaining: 15.7s 1621: learn: 0.3655699 test: 0.4061040 best: 0.4060449 (1600) total: 1m 7s remaining: 15.7s 1622: learn: 0.3655590 test: 0.4060853 best: 0.4060449 (1600) total: 1m 7s remaining: 15.6s 1623: learn: 0.3655415 test: 0.4060828 best: 0.4060449 (1600) total: 1m 7s remaining: 15.6s 1624: learn: 0.3655256 test: 0.4060865 best: 0.4060449 (1600) total: 1m 7s remaining: 15.5s 1625: learn: 0.3655172 test: 0.4060807 best: 0.4060449 (1600) total: 1m 7s remaining: 15.5s 1626: learn: 0.3655032 test: 0.4060745 best: 0.4060449 (1600) total: 1m 7s remaining: 15.5s 1627: learn: 0.3654969 test: 0.4060742 best: 0.4060449 (1600) total: 1m 7s remaining: 15.4s 1628: learn: 0.3654797 test: 0.4060836 best: 0.4060449 (1600) total: 1m 7s remaining: 15.4s 1629: learn: 0.3654740 test: 0.4060810 best: 0.4060449 (1600) total: 1m 7s remaining: 15.3s 1630: learn: 0.3654547 test: 0.4060610 best: 0.4060449 (1600) total: 1m 7s remaining: 15.3s 1631: learn: 0.3654411 test: 0.4060708 best: 0.4060449 (1600) total: 1m 7s remaining: 15.3s 1632: learn: 0.3654262 test: 0.4060663 best: 0.4060449 (1600) total: 1m 7s remaining: 15.2s 1633: learn: 0.3653995 test: 0.4060473 best: 0.4060449 (1600) total: 1m 7s remaining: 15.2s 1634: learn: 0.3653869 test: 0.4060474 best: 0.4060449 (1600) total: 1m 7s remaining: 15.1s 1635: learn: 0.3653727 test: 0.4060560 best: 0.4060449 (1600) total: 1m 7s remaining: 15.1s 1636: learn: 0.3653575 test: 0.4060448 best: 0.4060448 (1636) total: 1m 7s remaining: 15s 1637: learn: 0.3653422 test: 0.4060246 best: 0.4060246 (1637) total: 1m 7s remaining: 15s 1638: learn: 0.3653240 test: 0.4060322 best: 0.4060246 (1637) total: 1m 7s remaining: 15s 1639: learn: 0.3653172 test: 0.4060332 best: 0.4060246 (1637) total: 1m 7s remaining: 14.9s 1640: learn: 0.3653108 test: 0.4060230 best: 0.4060230 (1640) total: 1m 7s remaining: 14.9s 1641: learn: 0.3653038 test: 0.4060215 best: 0.4060215 (1641) total: 1m 8s remaining: 14.8s 1642: learn: 0.3652962 test: 0.4060226 best: 0.4060215 (1641) total: 1m 8s remaining: 14.8s 1643: learn: 0.3652734 test: 0.4060310 best: 0.4060215 (1641) total: 1m 8s remaining: 14.8s 1644: learn: 0.3652487 test: 0.4060390 best: 0.4060215 (1641) total: 1m 8s remaining: 14.7s 1645: learn: 0.3652356 test: 0.4060298 best: 0.4060215 (1641) total: 1m 8s remaining: 14.7s 1646: learn: 0.3652287 test: 0.4060323 best: 0.4060215 (1641) total: 1m 8s remaining: 14.6s 1647: learn: 0.3652139 test: 0.4060380 best: 0.4060215 (1641) total: 1m 8s remaining: 14.6s 1648: learn: 0.3652033 test: 0.4060261 best: 0.4060215 (1641) total: 1m 8s remaining: 14.5s 1649: learn: 0.3651950 test: 0.4060340 best: 0.4060215 (1641) total: 1m 8s remaining: 14.5s 1650: learn: 0.3651679 test: 0.4059873 best: 0.4059873 (1650) total: 1m 8s remaining: 14.5s 1651: learn: 0.3651586 test: 0.4059840 best: 0.4059840 (1651) total: 1m 8s remaining: 14.4s 1652: learn: 0.3651494 test: 0.4059876 best: 0.4059840 (1651) total: 1m 8s remaining: 14.4s 1653: learn: 0.3651312 test: 0.4060066 best: 0.4059840 (1651) total: 1m 8s remaining: 14.3s 1654: learn: 0.3651146 test: 0.4060131 best: 0.4059840 (1651) total: 1m 8s remaining: 14.3s 1655: learn: 0.3650943 test: 0.4060403 best: 0.4059840 (1651) total: 1m 8s remaining: 14.3s 1656: learn: 0.3650848 test: 0.4060370 best: 0.4059840 (1651) total: 1m 8s remaining: 14.2s 1657: learn: 0.3650761 test: 0.4060401 best: 0.4059840 (1651) total: 1m 8s remaining: 14.2s 1658: learn: 0.3650701 test: 0.4060328 best: 0.4059840 (1651) total: 1m 8s remaining: 14.1s 1659: learn: 0.3650600 test: 0.4060265 best: 0.4059840 (1651) total: 1m 8s remaining: 14.1s 1660: learn: 0.3650401 test: 0.4060341 best: 0.4059840 (1651) total: 1m 8s remaining: 14.1s 1661: learn: 0.3650263 test: 0.4060388 best: 0.4059840 (1651) total: 1m 8s remaining: 14s 1662: learn: 0.3650157 test: 0.4060323 best: 0.4059840 (1651) total: 1m 8s remaining: 14s 1663: learn: 0.3650084 test: 0.4060351 best: 0.4059840 (1651) total: 1m 8s remaining: 13.9s 1664: learn: 0.3650001 test: 0.4060299 best: 0.4059840 (1651) total: 1m 9s remaining: 13.9s 1665: learn: 0.3649798 test: 0.4060368 best: 0.4059840 (1651) total: 1m 9s remaining: 13.8s 1666: learn: 0.3649632 test: 0.4060295 best: 0.4059840 (1651) total: 1m 9s remaining: 13.8s 1667: learn: 0.3649508 test: 0.4060362 best: 0.4059840 (1651) total: 1m 9s remaining: 13.8s 1668: learn: 0.3649423 test: 0.4060373 best: 0.4059840 (1651) total: 1m 9s remaining: 13.7s 1669: learn: 0.3649085 test: 0.4060523 best: 0.4059840 (1651) total: 1m 9s remaining: 13.7s 1670: learn: 0.3648842 test: 0.4060529 best: 0.4059840 (1651) total: 1m 9s remaining: 13.6s 1671: learn: 0.3648719 test: 0.4060555 best: 0.4059840 (1651) total: 1m 9s remaining: 13.6s 1672: learn: 0.3648418 test: 0.4060211 best: 0.4059840 (1651) total: 1m 9s remaining: 13.6s 1673: learn: 0.3648331 test: 0.4060242 best: 0.4059840 (1651) total: 1m 9s remaining: 13.5s 1674: learn: 0.3648224 test: 0.4060214 best: 0.4059840 (1651) total: 1m 9s remaining: 13.5s 1675: learn: 0.3647763 test: 0.4060163 best: 0.4059840 (1651) total: 1m 9s remaining: 13.4s 1676: learn: 0.3647698 test: 0.4060110 best: 0.4059840 (1651) total: 1m 9s remaining: 13.4s 1677: learn: 0.3647589 test: 0.4059947 best: 0.4059840 (1651) total: 1m 9s remaining: 13.3s 1678: learn: 0.3647466 test: 0.4059810 best: 0.4059810 (1678) total: 1m 9s remaining: 13.3s 1679: learn: 0.3646941 test: 0.4060108 best: 0.4059810 (1678) total: 1m 9s remaining: 13.3s 1680: learn: 0.3646600 test: 0.4060065 best: 0.4059810 (1678) total: 1m 9s remaining: 13.2s 1681: learn: 0.3646440 test: 0.4060164 best: 0.4059810 (1678) total: 1m 9s remaining: 13.2s 1682: learn: 0.3645750 test: 0.4060158 best: 0.4059810 (1678) total: 1m 9s remaining: 13.1s 1683: learn: 0.3645610 test: 0.4060130 best: 0.4059810 (1678) total: 1m 9s remaining: 13.1s 1684: learn: 0.3645312 test: 0.4059897 best: 0.4059810 (1678) total: 1m 9s remaining: 13.1s 1685: learn: 0.3645206 test: 0.4059878 best: 0.4059810 (1678) total: 1m 9s remaining: 13s 1686: learn: 0.3645099 test: 0.4059838 best: 0.4059810 (1678) total: 1m 9s remaining: 13s 1687: learn: 0.3644644 test: 0.4059621 best: 0.4059621 (1687) total: 1m 9s remaining: 12.9s 1688: learn: 0.3644460 test: 0.4059683 best: 0.4059621 (1687) total: 1m 10s remaining: 12.9s 1689: learn: 0.3644389 test: 0.4059667 best: 0.4059621 (1687) total: 1m 10s remaining: 12.8s 1690: learn: 0.3644172 test: 0.4059576 best: 0.4059576 (1690) total: 1m 10s remaining: 12.8s 1691: learn: 0.3644105 test: 0.4059563 best: 0.4059563 (1691) total: 1m 10s remaining: 12.8s 1692: learn: 0.3643948 test: 0.4059724 best: 0.4059563 (1691) total: 1m 10s remaining: 12.7s 1693: learn: 0.3643691 test: 0.4059319 best: 0.4059319 (1693) total: 1m 10s remaining: 12.7s 1694: learn: 0.3643582 test: 0.4059164 best: 0.4059164 (1694) total: 1m 10s remaining: 12.6s 1695: learn: 0.3643452 test: 0.4059126 best: 0.4059126 (1695) total: 1m 10s remaining: 12.6s 1696: learn: 0.3643186 test: 0.4059126 best: 0.4059126 (1696) total: 1m 10s remaining: 12.6s 1697: learn: 0.3642840 test: 0.4059319 best: 0.4059126 (1696) total: 1m 10s remaining: 12.5s 1698: learn: 0.3642647 test: 0.4059337 best: 0.4059126 (1696) total: 1m 10s remaining: 12.5s 1699: learn: 0.3642541 test: 0.4059352 best: 0.4059126 (1696) total: 1m 10s remaining: 12.4s 1700: learn: 0.3642435 test: 0.4059286 best: 0.4059126 (1696) total: 1m 10s remaining: 12.4s 1701: learn: 0.3642408 test: 0.4059288 best: 0.4059126 (1696) total: 1m 10s remaining: 12.4s 1702: learn: 0.3642248 test: 0.4059451 best: 0.4059126 (1696) total: 1m 10s remaining: 12.3s 1703: learn: 0.3642151 test: 0.4059526 best: 0.4059126 (1696) total: 1m 10s remaining: 12.3s 1704: learn: 0.3642016 test: 0.4059553 best: 0.4059126 (1696) total: 1m 10s remaining: 12.2s 1705: learn: 0.3641935 test: 0.4059543 best: 0.4059126 (1696) total: 1m 10s remaining: 12.2s 1706: learn: 0.3641625 test: 0.4059618 best: 0.4059126 (1696) total: 1m 10s remaining: 12.2s 1707: learn: 0.3641410 test: 0.4059669 best: 0.4059126 (1696) total: 1m 10s remaining: 12.1s 1708: learn: 0.3641215 test: 0.4059681 best: 0.4059126 (1696) total: 1m 10s remaining: 12.1s 1709: learn: 0.3641110 test: 0.4059570 best: 0.4059126 (1696) total: 1m 11s remaining: 12s 1710: learn: 0.3641102 test: 0.4059568 best: 0.4059126 (1696) total: 1m 11s remaining: 12s 1711: learn: 0.3640945 test: 0.4059666 best: 0.4059126 (1696) total: 1m 11s remaining: 12s 1712: learn: 0.3640774 test: 0.4059592 best: 0.4059126 (1696) total: 1m 11s remaining: 11.9s 1713: learn: 0.3640560 test: 0.4059631 best: 0.4059126 (1696) total: 1m 11s remaining: 11.9s 1714: learn: 0.3639942 test: 0.4062086 best: 0.4059126 (1696) total: 1m 11s remaining: 11.8s 1715: learn: 0.3639813 test: 0.4062042 best: 0.4059126 (1696) total: 1m 11s remaining: 11.8s 1716: learn: 0.3639727 test: 0.4062034 best: 0.4059126 (1696) total: 1m 11s remaining: 11.8s 1717: learn: 0.3639536 test: 0.4062054 best: 0.4059126 (1696) total: 1m 11s remaining: 11.7s 1718: learn: 0.3639345 test: 0.4061944 best: 0.4059126 (1696) total: 1m 11s remaining: 11.7s 1719: learn: 0.3639253 test: 0.4061890 best: 0.4059126 (1696) total: 1m 11s remaining: 11.6s 1720: learn: 0.3638813 test: 0.4062072 best: 0.4059126 (1696) total: 1m 11s remaining: 11.6s 1721: learn: 0.3638532 test: 0.4062023 best: 0.4059126 (1696) total: 1m 11s remaining: 11.5s 1722: learn: 0.3638486 test: 0.4061970 best: 0.4059126 (1696) total: 1m 11s remaining: 11.5s 1723: learn: 0.3638145 test: 0.4061903 best: 0.4059126 (1696) total: 1m 11s remaining: 11.5s 1724: learn: 0.3637930 test: 0.4061487 best: 0.4059126 (1696) total: 1m 11s remaining: 11.4s 1725: learn: 0.3637884 test: 0.4061548 best: 0.4059126 (1696) total: 1m 11s remaining: 11.4s 1726: learn: 0.3637782 test: 0.4061543 best: 0.4059126 (1696) total: 1m 11s remaining: 11.3s 1727: learn: 0.3637753 test: 0.4061562 best: 0.4059126 (1696) total: 1m 11s remaining: 11.3s 1728: learn: 0.3637689 test: 0.4061465 best: 0.4059126 (1696) total: 1m 11s remaining: 11.2s 1729: learn: 0.3637089 test: 0.4061014 best: 0.4059126 (1696) total: 1m 11s remaining: 11.2s 1730: learn: 0.3636946 test: 0.4061013 best: 0.4059126 (1696) total: 1m 11s remaining: 11.2s 1731: learn: 0.3636843 test: 0.4061016 best: 0.4059126 (1696) total: 1m 11s remaining: 11.1s 1732: learn: 0.3636719 test: 0.4060806 best: 0.4059126 (1696) total: 1m 11s remaining: 11.1s 1733: learn: 0.3636428 test: 0.4060856 best: 0.4059126 (1696) total: 1m 11s remaining: 11s 1734: learn: 0.3636392 test: 0.4060857 best: 0.4059126 (1696) total: 1m 11s remaining: 11s 1735: learn: 0.3636268 test: 0.4060892 best: 0.4059126 (1696) total: 1m 12s remaining: 11s 1736: learn: 0.3636119 test: 0.4061023 best: 0.4059126 (1696) total: 1m 12s remaining: 10.9s 1737: learn: 0.3636032 test: 0.4061082 best: 0.4059126 (1696) total: 1m 12s remaining: 10.9s 1738: learn: 0.3635899 test: 0.4061002 best: 0.4059126 (1696) total: 1m 12s remaining: 10.8s 1739: learn: 0.3635777 test: 0.4060766 best: 0.4059126 (1696) total: 1m 12s remaining: 10.8s 1740: learn: 0.3635653 test: 0.4060736 best: 0.4059126 (1696) total: 1m 12s remaining: 10.7s 1741: learn: 0.3635590 test: 0.4060805 best: 0.4059126 (1696) total: 1m 12s remaining: 10.7s 1742: learn: 0.3635514 test: 0.4060714 best: 0.4059126 (1696) total: 1m 12s remaining: 10.7s 1743: learn: 0.3635269 test: 0.4060758 best: 0.4059126 (1696) total: 1m 12s remaining: 10.6s 1744: learn: 0.3635144 test: 0.4060772 best: 0.4059126 (1696) total: 1m 12s remaining: 10.6s 1745: learn: 0.3634803 test: 0.4060837 best: 0.4059126 (1696) total: 1m 12s remaining: 10.5s 1746: learn: 0.3634777 test: 0.4060829 best: 0.4059126 (1696) total: 1m 12s remaining: 10.5s 1747: learn: 0.3634576 test: 0.4060713 best: 0.4059126 (1696) total: 1m 12s remaining: 10.4s 1748: learn: 0.3634535 test: 0.4060691 best: 0.4059126 (1696) total: 1m 12s remaining: 10.4s 1749: learn: 0.3634381 test: 0.4060571 best: 0.4059126 (1696) total: 1m 12s remaining: 10.4s 1750: learn: 0.3634308 test: 0.4060632 best: 0.4059126 (1696) total: 1m 12s remaining: 10.3s 1751: learn: 0.3634254 test: 0.4060653 best: 0.4059126 (1696) total: 1m 12s remaining: 10.3s 1752: learn: 0.3634090 test: 0.4060539 best: 0.4059126 (1696) total: 1m 12s remaining: 10.3s 1753: learn: 0.3633778 test: 0.4060249 best: 0.4059126 (1696) total: 1m 12s remaining: 10.2s 1754: learn: 0.3633718 test: 0.4060280 best: 0.4059126 (1696) total: 1m 12s remaining: 10.2s 1755: learn: 0.3633675 test: 0.4060240 best: 0.4059126 (1696) total: 1m 12s remaining: 10.1s 1756: learn: 0.3633553 test: 0.4060260 best: 0.4059126 (1696) total: 1m 13s remaining: 10.1s 1757: learn: 0.3633443 test: 0.4060219 best: 0.4059126 (1696) total: 1m 13s remaining: 10.1s 1758: learn: 0.3633399 test: 0.4060235 best: 0.4059126 (1696) total: 1m 13s remaining: 10s 1759: learn: 0.3633285 test: 0.4060270 best: 0.4059126 (1696) total: 1m 13s remaining: 9.97s 1760: learn: 0.3633138 test: 0.4060230 best: 0.4059126 (1696) total: 1m 13s remaining: 9.93s 1761: learn: 0.3632872 test: 0.4060163 best: 0.4059126 (1696) total: 1m 13s remaining: 9.89s 1762: learn: 0.3632864 test: 0.4060176 best: 0.4059126 (1696) total: 1m 13s remaining: 9.85s 1763: learn: 0.3632774 test: 0.4060132 best: 0.4059126 (1696) total: 1m 13s remaining: 9.81s 1764: learn: 0.3632624 test: 0.4060061 best: 0.4059126 (1696) total: 1m 13s remaining: 9.77s 1765: learn: 0.3632564 test: 0.4059976 best: 0.4059126 (1696) total: 1m 13s remaining: 9.72s 1766: learn: 0.3632468 test: 0.4059994 best: 0.4059126 (1696) total: 1m 13s remaining: 9.68s 1767: learn: 0.3632336 test: 0.4060061 best: 0.4059126 (1696) total: 1m 13s remaining: 9.64s 1768: learn: 0.3632062 test: 0.4059945 best: 0.4059126 (1696) total: 1m 13s remaining: 9.6s 1769: learn: 0.3631910 test: 0.4059855 best: 0.4059126 (1696) total: 1m 13s remaining: 9.56s 1770: learn: 0.3631661 test: 0.4060048 best: 0.4059126 (1696) total: 1m 13s remaining: 9.52s 1771: learn: 0.3631538 test: 0.4060128 best: 0.4059126 (1696) total: 1m 13s remaining: 9.47s 1772: learn: 0.3631234 test: 0.4060021 best: 0.4059126 (1696) total: 1m 13s remaining: 9.43s 1773: learn: 0.3630891 test: 0.4060313 best: 0.4059126 (1696) total: 1m 13s remaining: 9.39s 1774: learn: 0.3630848 test: 0.4060319 best: 0.4059126 (1696) total: 1m 13s remaining: 9.35s 1775: learn: 0.3630111 test: 0.4060805 best: 0.4059126 (1696) total: 1m 13s remaining: 9.31s 1776: learn: 0.3630047 test: 0.4060803 best: 0.4059126 (1696) total: 1m 13s remaining: 9.27s 1777: learn: 0.3629894 test: 0.4060695 best: 0.4059126 (1696) total: 1m 13s remaining: 9.23s 1778: learn: 0.3629118 test: 0.4061099 best: 0.4059126 (1696) total: 1m 13s remaining: 9.18s 1779: learn: 0.3629004 test: 0.4061048 best: 0.4059126 (1696) total: 1m 13s remaining: 9.14s 1780: learn: 0.3628853 test: 0.4061036 best: 0.4059126 (1696) total: 1m 14s remaining: 9.1s 1781: learn: 0.3628777 test: 0.4060967 best: 0.4059126 (1696) total: 1m 14s remaining: 9.06s 1782: learn: 0.3628698 test: 0.4061009 best: 0.4059126 (1696) total: 1m 14s remaining: 9.02s 1783: learn: 0.3628617 test: 0.4061035 best: 0.4059126 (1696) total: 1m 14s remaining: 8.97s 1784: learn: 0.3628422 test: 0.4061044 best: 0.4059126 (1696) total: 1m 14s remaining: 8.93s 1785: learn: 0.3628253 test: 0.4061118 best: 0.4059126 (1696) total: 1m 14s remaining: 8.89s 1786: learn: 0.3627785 test: 0.4061106 best: 0.4059126 (1696) total: 1m 14s remaining: 8.85s 1787: learn: 0.3627588 test: 0.4061100 best: 0.4059126 (1696) total: 1m 14s remaining: 8.81s 1788: learn: 0.3627473 test: 0.4061159 best: 0.4059126 (1696) total: 1m 14s remaining: 8.76s 1789: learn: 0.3627399 test: 0.4061132 best: 0.4059126 (1696) total: 1m 14s remaining: 8.72s 1790: learn: 0.3627214 test: 0.4061075 best: 0.4059126 (1696) total: 1m 14s remaining: 8.68s 1791: learn: 0.3627169 test: 0.4061108 best: 0.4059126 (1696) total: 1m 14s remaining: 8.64s 1792: learn: 0.3627094 test: 0.4061114 best: 0.4059126 (1696) total: 1m 14s remaining: 8.6s 1793: learn: 0.3626538 test: 0.4060834 best: 0.4059126 (1696) total: 1m 14s remaining: 8.56s 1794: learn: 0.3626356 test: 0.4060929 best: 0.4059126 (1696) total: 1m 14s remaining: 8.52s 1795: learn: 0.3624116 test: 0.4061055 best: 0.4059126 (1696) total: 1m 14s remaining: 8.47s 1796: learn: 0.3624043 test: 0.4061142 best: 0.4059126 (1696) total: 1m 14s remaining: 8.43s 1797: learn: 0.3623956 test: 0.4061065 best: 0.4059126 (1696) total: 1m 14s remaining: 8.39s 1798: learn: 0.3623827 test: 0.4061030 best: 0.4059126 (1696) total: 1m 14s remaining: 8.35s 1799: learn: 0.3623756 test: 0.4060981 best: 0.4059126 (1696) total: 1m 14s remaining: 8.31s 1800: learn: 0.3623635 test: 0.4061030 best: 0.4059126 (1696) total: 1m 14s remaining: 8.27s 1801: learn: 0.3623618 test: 0.4061016 best: 0.4059126 (1696) total: 1m 14s remaining: 8.23s 1802: learn: 0.3623576 test: 0.4060991 best: 0.4059126 (1696) total: 1m 14s remaining: 8.18s 1803: learn: 0.3623455 test: 0.4060873 best: 0.4059126 (1696) total: 1m 14s remaining: 8.14s 1804: learn: 0.3623275 test: 0.4060847 best: 0.4059126 (1696) total: 1m 14s remaining: 8.1s 1805: learn: 0.3623183 test: 0.4060912 best: 0.4059126 (1696) total: 1m 15s remaining: 8.06s 1806: learn: 0.3622995 test: 0.4060964 best: 0.4059126 (1696) total: 1m 15s remaining: 8.02s 1807: learn: 0.3622854 test: 0.4060819 best: 0.4059126 (1696) total: 1m 15s remaining: 7.98s 1808: learn: 0.3622816 test: 0.4060826 best: 0.4059126 (1696) total: 1m 15s remaining: 7.94s 1809: learn: 0.3622725 test: 0.4060829 best: 0.4059126 (1696) total: 1m 15s remaining: 7.89s 1810: learn: 0.3622685 test: 0.4060886 best: 0.4059126 (1696) total: 1m 15s remaining: 7.85s 1811: learn: 0.3622639 test: 0.4060938 best: 0.4059126 (1696) total: 1m 15s remaining: 7.81s 1812: learn: 0.3622468 test: 0.4060902 best: 0.4059126 (1696) total: 1m 15s remaining: 7.77s 1813: learn: 0.3622302 test: 0.4060871 best: 0.4059126 (1696) total: 1m 15s remaining: 7.73s 1814: learn: 0.3622112 test: 0.4060796 best: 0.4059126 (1696) total: 1m 15s remaining: 7.69s 1815: learn: 0.3622033 test: 0.4060903 best: 0.4059126 (1696) total: 1m 15s remaining: 7.64s 1816: learn: 0.3621944 test: 0.4060864 best: 0.4059126 (1696) total: 1m 15s remaining: 7.6s 1817: learn: 0.3621748 test: 0.4060791 best: 0.4059126 (1696) total: 1m 15s remaining: 7.56s 1818: learn: 0.3621664 test: 0.4060886 best: 0.4059126 (1696) total: 1m 15s remaining: 7.52s 1819: learn: 0.3621453 test: 0.4060960 best: 0.4059126 (1696) total: 1m 15s remaining: 7.48s 1820: learn: 0.3621397 test: 0.4060988 best: 0.4059126 (1696) total: 1m 15s remaining: 7.43s 1821: learn: 0.3621337 test: 0.4060998 best: 0.4059126 (1696) total: 1m 15s remaining: 7.39s 1822: learn: 0.3621155 test: 0.4061035 best: 0.4059126 (1696) total: 1m 15s remaining: 7.35s 1823: learn: 0.3621099 test: 0.4061112 best: 0.4059126 (1696) total: 1m 15s remaining: 7.31s 1824: learn: 0.3620874 test: 0.4060935 best: 0.4059126 (1696) total: 1m 15s remaining: 7.27s 1825: learn: 0.3620765 test: 0.4060909 best: 0.4059126 (1696) total: 1m 15s remaining: 7.22s 1826: learn: 0.3620617 test: 0.4060797 best: 0.4059126 (1696) total: 1m 15s remaining: 7.18s 1827: learn: 0.3620297 test: 0.4060774 best: 0.4059126 (1696) total: 1m 15s remaining: 7.14s 1828: learn: 0.3620113 test: 0.4060741 best: 0.4059126 (1696) total: 1m 15s remaining: 7.1s 1829: learn: 0.3619969 test: 0.4060711 best: 0.4059126 (1696) total: 1m 15s remaining: 7.06s 1830: learn: 0.3619838 test: 0.4060711 best: 0.4059126 (1696) total: 1m 16s remaining: 7.02s 1831: learn: 0.3619711 test: 0.4060589 best: 0.4059126 (1696) total: 1m 16s remaining: 6.97s 1832: learn: 0.3619600 test: 0.4060573 best: 0.4059126 (1696) total: 1m 16s remaining: 6.93s 1833: learn: 0.3619405 test: 0.4060564 best: 0.4059126 (1696) total: 1m 16s remaining: 6.89s 1834: learn: 0.3618271 test: 0.4060627 best: 0.4059126 (1696) total: 1m 16s remaining: 6.85s 1835: learn: 0.3618055 test: 0.4060408 best: 0.4059126 (1696) total: 1m 16s remaining: 6.81s 1836: learn: 0.3617884 test: 0.4060231 best: 0.4059126 (1696) total: 1m 16s remaining: 6.77s 1837: learn: 0.3617856 test: 0.4060191 best: 0.4059126 (1696) total: 1m 16s remaining: 6.72s 1838: learn: 0.3617735 test: 0.4060150 best: 0.4059126 (1696) total: 1m 16s remaining: 6.68s 1839: learn: 0.3617516 test: 0.4060143 best: 0.4059126 (1696) total: 1m 16s remaining: 6.64s 1840: learn: 0.3617378 test: 0.4060191 best: 0.4059126 (1696) total: 1m 16s remaining: 6.6s 1841: learn: 0.3617284 test: 0.4060125 best: 0.4059126 (1696) total: 1m 16s remaining: 6.56s 1842: learn: 0.3617138 test: 0.4060105 best: 0.4059126 (1696) total: 1m 16s remaining: 6.51s 1843: learn: 0.3616767 test: 0.4060049 best: 0.4059126 (1696) total: 1m 16s remaining: 6.47s 1844: learn: 0.3616557 test: 0.4060024 best: 0.4059126 (1696) total: 1m 16s remaining: 6.43s 1845: learn: 0.3616336 test: 0.4059985 best: 0.4059126 (1696) total: 1m 16s remaining: 6.39s 1846: learn: 0.3616010 test: 0.4060021 best: 0.4059126 (1696) total: 1m 16s remaining: 6.35s 1847: learn: 0.3615748 test: 0.4059961 best: 0.4059126 (1696) total: 1m 16s remaining: 6.3s 1848: learn: 0.3615643 test: 0.4059930 best: 0.4059126 (1696) total: 1m 16s remaining: 6.26s 1849: learn: 0.3615555 test: 0.4059936 best: 0.4059126 (1696) total: 1m 16s remaining: 6.22s 1850: learn: 0.3615258 test: 0.4059834 best: 0.4059126 (1696) total: 1m 16s remaining: 6.18s 1851: learn: 0.3615157 test: 0.4059891 best: 0.4059126 (1696) total: 1m 16s remaining: 6.14s 1852: learn: 0.3615095 test: 0.4059910 best: 0.4059126 (1696) total: 1m 16s remaining: 6.1s 1853: learn: 0.3614976 test: 0.4059918 best: 0.4059126 (1696) total: 1m 16s remaining: 6.05s 1854: learn: 0.3614755 test: 0.4060611 best: 0.4059126 (1696) total: 1m 16s remaining: 6.01s 1855: learn: 0.3614562 test: 0.4060580 best: 0.4059126 (1696) total: 1m 16s remaining: 5.97s 1856: learn: 0.3614390 test: 0.4060455 best: 0.4059126 (1696) total: 1m 17s remaining: 5.93s 1857: learn: 0.3614354 test: 0.4060436 best: 0.4059126 (1696) total: 1m 17s remaining: 5.89s 1858: learn: 0.3614199 test: 0.4060287 best: 0.4059126 (1696) total: 1m 17s remaining: 5.85s 1859: learn: 0.3613938 test: 0.4059987 best: 0.4059126 (1696) total: 1m 17s remaining: 5.81s 1860: learn: 0.3613750 test: 0.4059923 best: 0.4059126 (1696) total: 1m 17s remaining: 5.77s 1861: learn: 0.3613560 test: 0.4059989 best: 0.4059126 (1696) total: 1m 17s remaining: 5.73s 1862: learn: 0.3613303 test: 0.4059830 best: 0.4059126 (1696) total: 1m 17s remaining: 5.69s 1863: learn: 0.3613013 test: 0.4059835 best: 0.4059126 (1696) total: 1m 17s remaining: 5.64s 1864: learn: 0.3612938 test: 0.4059735 best: 0.4059126 (1696) total: 1m 17s remaining: 5.6s 1865: learn: 0.3612854 test: 0.4059759 best: 0.4059126 (1696) total: 1m 17s remaining: 5.56s 1866: learn: 0.3612742 test: 0.4059801 best: 0.4059126 (1696) total: 1m 17s remaining: 5.52s 1867: learn: 0.3612631 test: 0.4059847 best: 0.4059126 (1696) total: 1m 17s remaining: 5.48s 1868: learn: 0.3612607 test: 0.4059842 best: 0.4059126 (1696) total: 1m 17s remaining: 5.43s 1869: learn: 0.3612283 test: 0.4059418 best: 0.4059126 (1696) total: 1m 17s remaining: 5.39s 1870: learn: 0.3612209 test: 0.4059364 best: 0.4059126 (1696) total: 1m 17s remaining: 5.35s 1871: learn: 0.3612052 test: 0.4059317 best: 0.4059126 (1696) total: 1m 17s remaining: 5.31s 1872: learn: 0.3611945 test: 0.4059331 best: 0.4059126 (1696) total: 1m 17s remaining: 5.27s 1873: learn: 0.3611826 test: 0.4059230 best: 0.4059126 (1696) total: 1m 17s remaining: 5.23s 1874: learn: 0.3611652 test: 0.4059314 best: 0.4059126 (1696) total: 1m 17s remaining: 5.18s 1875: learn: 0.3611528 test: 0.4059323 best: 0.4059126 (1696) total: 1m 17s remaining: 5.14s 1876: learn: 0.3611488 test: 0.4059333 best: 0.4059126 (1696) total: 1m 17s remaining: 5.1s 1877: learn: 0.3611224 test: 0.4059164 best: 0.4059126 (1696) total: 1m 17s remaining: 5.06s 1878: learn: 0.3610886 test: 0.4059101 best: 0.4059101 (1878) total: 1m 17s remaining: 5.02s 1879: learn: 0.3610690 test: 0.4059061 best: 0.4059061 (1879) total: 1m 17s remaining: 4.98s 1880: learn: 0.3610620 test: 0.4059061 best: 0.4059061 (1879) total: 1m 18s remaining: 4.93s 1881: learn: 0.3610313 test: 0.4059131 best: 0.4059061 (1879) total: 1m 18s remaining: 4.89s 1882: learn: 0.3610184 test: 0.4059057 best: 0.4059057 (1882) total: 1m 18s remaining: 4.85s 1883: learn: 0.3610081 test: 0.4059078 best: 0.4059057 (1882) total: 1m 18s remaining: 4.81s 1884: learn: 0.3610041 test: 0.4059035 best: 0.4059035 (1884) total: 1m 18s remaining: 4.77s 1885: learn: 0.3609943 test: 0.4058999 best: 0.4058999 (1885) total: 1m 18s remaining: 4.73s 1886: learn: 0.3609883 test: 0.4059051 best: 0.4058999 (1885) total: 1m 18s remaining: 4.69s 1887: learn: 0.3609836 test: 0.4059016 best: 0.4058999 (1885) total: 1m 18s remaining: 4.64s 1888: learn: 0.3609760 test: 0.4059040 best: 0.4058999 (1885) total: 1m 18s remaining: 4.6s 1889: learn: 0.3609622 test: 0.4059158 best: 0.4058999 (1885) total: 1m 18s remaining: 4.56s 1890: learn: 0.3609579 test: 0.4059143 best: 0.4058999 (1885) total: 1m 18s remaining: 4.52s 1891: learn: 0.3609417 test: 0.4058958 best: 0.4058958 (1891) total: 1m 18s remaining: 4.48s 1892: learn: 0.3609307 test: 0.4058969 best: 0.4058958 (1891) total: 1m 18s remaining: 4.44s 1893: learn: 0.3609255 test: 0.4059015 best: 0.4058958 (1891) total: 1m 18s remaining: 4.39s 1894: learn: 0.3609212 test: 0.4058996 best: 0.4058958 (1891) total: 1m 18s remaining: 4.35s 1895: learn: 0.3609086 test: 0.4059023 best: 0.4058958 (1891) total: 1m 18s remaining: 4.31s 1896: learn: 0.3609038 test: 0.4058983 best: 0.4058958 (1891) total: 1m 18s remaining: 4.27s 1897: learn: 0.3608975 test: 0.4058924 best: 0.4058924 (1897) total: 1m 18s remaining: 4.23s 1898: learn: 0.3608714 test: 0.4059071 best: 0.4058924 (1897) total: 1m 18s remaining: 4.19s 1899: learn: 0.3608668 test: 0.4059129 best: 0.4058924 (1897) total: 1m 18s remaining: 4.14s 1900: learn: 0.3608522 test: 0.4059122 best: 0.4058924 (1897) total: 1m 18s remaining: 4.1s 1901: learn: 0.3608397 test: 0.4059129 best: 0.4058924 (1897) total: 1m 18s remaining: 4.06s 1902: learn: 0.3608361 test: 0.4059131 best: 0.4058924 (1897) total: 1m 18s remaining: 4.02s 1903: learn: 0.3608338 test: 0.4059136 best: 0.4058924 (1897) total: 1m 18s remaining: 3.98s 1904: learn: 0.3608255 test: 0.4059137 best: 0.4058924 (1897) total: 1m 18s remaining: 3.94s 1905: learn: 0.3607987 test: 0.4059058 best: 0.4058924 (1897) total: 1m 19s remaining: 3.9s 1906: learn: 0.3607784 test: 0.4058959 best: 0.4058924 (1897) total: 1m 19s remaining: 3.86s 1907: learn: 0.3607649 test: 0.4058840 best: 0.4058840 (1907) total: 1m 19s remaining: 3.82s 1908: learn: 0.3607542 test: 0.4058913 best: 0.4058840 (1907) total: 1m 19s remaining: 3.77s 1909: learn: 0.3607261 test: 0.4058865 best: 0.4058840 (1907) total: 1m 19s remaining: 3.73s 1910: learn: 0.3607048 test: 0.4058896 best: 0.4058840 (1907) total: 1m 19s remaining: 3.69s 1911: learn: 0.3606937 test: 0.4059054 best: 0.4058840 (1907) total: 1m 19s remaining: 3.65s 1912: learn: 0.3606842 test: 0.4059001 best: 0.4058840 (1907) total: 1m 19s remaining: 3.61s 1913: learn: 0.3606578 test: 0.4058800 best: 0.4058800 (1913) total: 1m 19s remaining: 3.57s 1914: learn: 0.3606424 test: 0.4058803 best: 0.4058800 (1913) total: 1m 19s remaining: 3.53s 1915: learn: 0.3606263 test: 0.4058868 best: 0.4058800 (1913) total: 1m 19s remaining: 3.48s 1916: learn: 0.3606074 test: 0.4058716 best: 0.4058716 (1916) total: 1m 19s remaining: 3.44s 1917: learn: 0.3605853 test: 0.4058865 best: 0.4058716 (1916) total: 1m 19s remaining: 3.4s 1918: learn: 0.3605744 test: 0.4058810 best: 0.4058716 (1916) total: 1m 19s remaining: 3.36s 1919: learn: 0.3605694 test: 0.4058881 best: 0.4058716 (1916) total: 1m 19s remaining: 3.32s 1920: learn: 0.3605548 test: 0.4058929 best: 0.4058716 (1916) total: 1m 19s remaining: 3.28s 1921: learn: 0.3605430 test: 0.4058783 best: 0.4058716 (1916) total: 1m 19s remaining: 3.23s 1922: learn: 0.3605259 test: 0.4058878 best: 0.4058716 (1916) total: 1m 19s remaining: 3.19s 1923: learn: 0.3605099 test: 0.4058820 best: 0.4058716 (1916) total: 1m 19s remaining: 3.15s 1924: learn: 0.3604980 test: 0.4058835 best: 0.4058716 (1916) total: 1m 19s remaining: 3.11s 1925: learn: 0.3604796 test: 0.4058786 best: 0.4058716 (1916) total: 1m 19s remaining: 3.07s 1926: learn: 0.3604161 test: 0.4058800 best: 0.4058716 (1916) total: 1m 19s remaining: 3.03s 1927: learn: 0.3604034 test: 0.4058830 best: 0.4058716 (1916) total: 1m 19s remaining: 2.99s 1928: learn: 0.3603883 test: 0.4058849 best: 0.4058716 (1916) total: 1m 20s remaining: 2.94s 1929: learn: 0.3603731 test: 0.4058914 best: 0.4058716 (1916) total: 1m 20s remaining: 2.9s 1930: learn: 0.3603681 test: 0.4058931 best: 0.4058716 (1916) total: 1m 20s remaining: 2.86s 1931: learn: 0.3603462 test: 0.4058906 best: 0.4058716 (1916) total: 1m 20s remaining: 2.82s 1932: learn: 0.3603389 test: 0.4058832 best: 0.4058716 (1916) total: 1m 20s remaining: 2.78s 1933: learn: 0.3603271 test: 0.4058816 best: 0.4058716 (1916) total: 1m 20s remaining: 2.74s 1934: learn: 0.3602942 test: 0.4059822 best: 0.4058716 (1916) total: 1m 20s remaining: 2.69s 1935: learn: 0.3602881 test: 0.4059775 best: 0.4058716 (1916) total: 1m 20s remaining: 2.65s 1936: learn: 0.3602276 test: 0.4059719 best: 0.4058716 (1916) total: 1m 20s remaining: 2.61s 1937: learn: 0.3602225 test: 0.4059716 best: 0.4058716 (1916) total: 1m 20s remaining: 2.57s 1938: learn: 0.3602102 test: 0.4059778 best: 0.4058716 (1916) total: 1m 20s remaining: 2.53s 1939: learn: 0.3601986 test: 0.4059851 best: 0.4058716 (1916) total: 1m 20s remaining: 2.49s 1940: learn: 0.3601884 test: 0.4059714 best: 0.4058716 (1916) total: 1m 20s remaining: 2.45s 1941: learn: 0.3601797 test: 0.4059620 best: 0.4058716 (1916) total: 1m 20s remaining: 2.4s 1942: learn: 0.3601715 test: 0.4059651 best: 0.4058716 (1916) total: 1m 20s remaining: 2.36s 1943: learn: 0.3601506 test: 0.4059647 best: 0.4058716 (1916) total: 1m 20s remaining: 2.32s 1944: learn: 0.3601484 test: 0.4059616 best: 0.4058716 (1916) total: 1m 20s remaining: 2.28s 1945: learn: 0.3601229 test: 0.4059776 best: 0.4058716 (1916) total: 1m 20s remaining: 2.24s 1946: learn: 0.3601170 test: 0.4059763 best: 0.4058716 (1916) total: 1m 20s remaining: 2.2s 1947: learn: 0.3601140 test: 0.4059761 best: 0.4058716 (1916) total: 1m 20s remaining: 2.16s 1948: learn: 0.3600774 test: 0.4059764 best: 0.4058716 (1916) total: 1m 20s remaining: 2.11s 1949: learn: 0.3600714 test: 0.4059784 best: 0.4058716 (1916) total: 1m 20s remaining: 2.07s 1950: learn: 0.3600637 test: 0.4059762 best: 0.4058716 (1916) total: 1m 20s remaining: 2.03s 1951: learn: 0.3600474 test: 0.4059697 best: 0.4058716 (1916) total: 1m 20s remaining: 1.99s 1952: learn: 0.3600382 test: 0.4059653 best: 0.4058716 (1916) total: 1m 20s remaining: 1.95s 1953: learn: 0.3599954 test: 0.4059238 best: 0.4058716 (1916) total: 1m 21s remaining: 1.91s 1954: learn: 0.3599857 test: 0.4059331 best: 0.4058716 (1916) total: 1m 21s remaining: 1.86s 1955: learn: 0.3599767 test: 0.4059228 best: 0.4058716 (1916) total: 1m 21s remaining: 1.82s 1956: learn: 0.3599743 test: 0.4059254 best: 0.4058716 (1916) total: 1m 21s remaining: 1.78s 1957: learn: 0.3599725 test: 0.4059214 best: 0.4058716 (1916) total: 1m 21s remaining: 1.74s 1958: learn: 0.3599237 test: 0.4059194 best: 0.4058716 (1916) total: 1m 21s remaining: 1.7s 1959: learn: 0.3598852 test: 0.4059007 best: 0.4058716 (1916) total: 1m 21s remaining: 1.66s 1960: learn: 0.3598641 test: 0.4059009 best: 0.4058716 (1916) total: 1m 21s remaining: 1.62s 1961: learn: 0.3598390 test: 0.4058908 best: 0.4058716 (1916) total: 1m 21s remaining: 1.58s 1962: learn: 0.3598302 test: 0.4058956 best: 0.4058716 (1916) total: 1m 21s remaining: 1.53s 1963: learn: 0.3598198 test: 0.4059101 best: 0.4058716 (1916) total: 1m 21s remaining: 1.49s 1964: learn: 0.3598140 test: 0.4059102 best: 0.4058716 (1916) total: 1m 21s remaining: 1.45s 1965: learn: 0.3598099 test: 0.4059082 best: 0.4058716 (1916) total: 1m 21s remaining: 1.41s 1966: learn: 0.3597937 test: 0.4059087 best: 0.4058716 (1916) total: 1m 21s remaining: 1.37s 1967: learn: 0.3597698 test: 0.4059066 best: 0.4058716 (1916) total: 1m 21s remaining: 1.33s 1968: learn: 0.3597605 test: 0.4059145 best: 0.4058716 (1916) total: 1m 21s remaining: 1.29s 1969: learn: 0.3597489 test: 0.4059095 best: 0.4058716 (1916) total: 1m 21s remaining: 1.24s 1970: learn: 0.3597481 test: 0.4059117 best: 0.4058716 (1916) total: 1m 21s remaining: 1.2s 1971: learn: 0.3597312 test: 0.4058954 best: 0.4058716 (1916) total: 1m 21s remaining: 1.16s 1972: learn: 0.3597263 test: 0.4058953 best: 0.4058716 (1916) total: 1m 21s remaining: 1.12s 1973: learn: 0.3597136 test: 0.4058884 best: 0.4058716 (1916) total: 1m 21s remaining: 1.08s 1974: learn: 0.3596924 test: 0.4058934 best: 0.4058716 (1916) total: 1m 21s remaining: 1.04s 1975: learn: 0.3596815 test: 0.4058934 best: 0.4058716 (1916) total: 1m 21s remaining: 995ms 1976: learn: 0.3596775 test: 0.4058986 best: 0.4058716 (1916) total: 1m 21s remaining: 954ms 1977: learn: 0.3596658 test: 0.4058911 best: 0.4058716 (1916) total: 1m 22s remaining: 912ms 1978: learn: 0.3596497 test: 0.4058843 best: 0.4058716 (1916) total: 1m 22s remaining: 871ms 1979: learn: 0.3596372 test: 0.4059024 best: 0.4058716 (1916) total: 1m 22s remaining: 830ms 1980: learn: 0.3596203 test: 0.4058982 best: 0.4058716 (1916) total: 1m 22s remaining: 788ms 1981: learn: 0.3596088 test: 0.4058894 best: 0.4058716 (1916) total: 1m 22s remaining: 747ms 1982: learn: 0.3595912 test: 0.4058886 best: 0.4058716 (1916) total: 1m 22s remaining: 705ms 1983: learn: 0.3595843 test: 0.4058875 best: 0.4058716 (1916) total: 1m 22s remaining: 664ms 1984: learn: 0.3595785 test: 0.4058863 best: 0.4058716 (1916) total: 1m 22s remaining: 622ms 1985: learn: 0.3595650 test: 0.4058893 best: 0.4058716 (1916) total: 1m 22s remaining: 581ms 1986: learn: 0.3595580 test: 0.4058989 best: 0.4058716 (1916) total: 1m 22s remaining: 539ms 1987: learn: 0.3595522 test: 0.4059018 best: 0.4058716 (1916) total: 1m 22s remaining: 498ms 1988: learn: 0.3595469 test: 0.4059021 best: 0.4058716 (1916) total: 1m 22s remaining: 456ms 1989: learn: 0.3595288 test: 0.4058946 best: 0.4058716 (1916) total: 1m 22s remaining: 415ms 1990: learn: 0.3595143 test: 0.4058888 best: 0.4058716 (1916) total: 1m 22s remaining: 373ms 1991: learn: 0.3595018 test: 0.4058922 best: 0.4058716 (1916) total: 1m 22s remaining: 332ms 1992: learn: 0.3594714 test: 0.4058811 best: 0.4058716 (1916) total: 1m 22s remaining: 290ms 1993: learn: 0.3594550 test: 0.4058673 best: 0.4058673 (1993) total: 1m 22s remaining: 249ms 1994: learn: 0.3594459 test: 0.4058626 best: 0.4058626 (1994) total: 1m 22s remaining: 207ms 1995: learn: 0.3593933 test: 0.4058280 best: 0.4058280 (1995) total: 1m 22s remaining: 166ms 1996: learn: 0.3593844 test: 0.4058132 best: 0.4058132 (1996) total: 1m 22s remaining: 124ms 1997: learn: 0.3593709 test: 0.4058163 best: 0.4058132 (1996) total: 1m 22s remaining: 83ms 1998: learn: 0.3593612 test: 0.4058071 best: 0.4058071 (1998) total: 1m 22s remaining: 41.5ms 1999: learn: 0.3593490 test: 0.4058131 best: 0.4058071 (1998) total: 1m 22s remaining: 0us bestTest = 0.4058071297 bestIteration = 1998 Shrink model to first 1999 iterations.
RandomizedSearchCV(cv=3, error_score='raise-deprecating',
estimator=<catboost.core.CatBoostRegressor object at 0x0000023834482BE0>,
fit_params=None, iid='warn', n_iter=10, n_jobs=None,
param_distributions={'iterations': [500, 875, 1250, 1625, 2000], 'learning_rate': [0.03, 0.1, 0.15], 'depth': [4, 8, 10], 'l2_leaf_reg': [1, 4]},
pre_dispatch='2*n_jobs', random_state=42, refit=True,
return_train_score=True, scoring='neg_mean_squared_error',
verbose=2)
cb_grid.best_params_
{'learning_rate': 0.15, 'l2_leaf_reg': 1, 'iterations': 2000, 'depth': 4}
best_cb = cb_grid.best_estimator_
best_cat_rmse, best_cat_r2 = evaluate(best_cb, X_test_cat, y_test_cat)
MSE test: 0.4058071258059095 R2 score test: 0.7398540205390549
def feature_importance_plot(X_train, model, filename):
"""Plot the feature importance and print the top 20 feature importance returned
by the model.
Arguments
=========
X_train: The feature matrix
model: regression models
filename: str, name to save the resulting plot
"""
feature_list = X_train.columns
feature_importance_df = pd.DataFrame(model.feature_importances_,
columns=['Importances'],
index=feature_list)
feature_importance_df.sort_values(by='Importances', ascending=False, inplace=True)
print(feature_importance_df.head(20))
# Reset style
plt.style.use('fivethirtyeight')
fig, ax = plt.subplots(figsize=(10, 5))
feature_importance_df.head(20).plot(kind='barh', ax=ax,
color = 'r', edgecolor = 'k')
ax.set_title('Feature Importances')
ax.set_ylabel('Features')
ax.set_xlabel('Importance')
plt.savefig('images/'+filename, dpi=800);
The features that contribute most to the variance in prices are:
The top 2 features the number of people the property accomodates and room type contribute almost 43% to the price. This make snese because more people a property can live in, the higher the price is. It is the first thing we look at when we make a booking. Obviously if the room type is a private room, the price tends to be lower than the entire home/apartment.
Cleaning fee and the borough the listing in are also important features that influence the price. Interestingly the number of listings the host has is in the top 10 features. Maybe because these hosts are professional property management that is more realiable than individuals. Hence, the price is more expensive.
df_listings.room_type.value_counts()
Entire home/apt 45046 Private room 34934 Shared room 738 Name: room_type, dtype: int64
feature_importance_plot(X_train, best_random, 'rf_importance')
Importances room_type_Entire home/apt 0.141005 room_type_Private room 0.121771 accommodates 0.110878 bedrooms 0.082048 cleaning_fee 0.077461 bathrooms 0.050176 security_deposit 0.040925 host_listings_count 0.034540 guests_included 0.028512 availability_90 0.025626 id 0.021374 neighbourhood_cleansed_Westminster 0.020392 number_of_reviews 0.014830 neighbourhood_cleansed_Kensington and Chelsea 0.014421 extra_people 0.013654 minimum_nights 0.012896 maximum_nights 0.011703 property_type_House 0.008893 property_type_Apartment 0.007270 cancellation_policy_flexible 0.006441
feature_importance_plot(X_train_cat, best_cb, 'cat_importance')
Importances accommodates 26.135498 room_type 16.764929 bedrooms 7.875720 cleaning_fee 7.423024 neighbourhood_cleansed 6.501021 host_listings_count 5.421999 availability_90 4.618149 bathrooms 3.467305 id 3.145055 extra_people 2.936594 security_deposit 2.827568 number_of_reviews 2.666489 property_type 1.688960 minimum_nights 1.609611 maximum_nights 1.204679 guests_included 0.986183 host_response_rate 0.875026 cancellation_policy 0.764867 review_scores_rating 0.601925 step-free access 0.297687